diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/bitcoin/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/bitcoin/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..6a229313d764606b207efafb2dd7ec6a05f95dad --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/bitcoin/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.cpp.bitcoin.bitcoin import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/bitcoin/bitcoin.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/bitcoin/bitcoin.py new file mode 100644 index 0000000000000000000000000000000000000000..bf941975757c95f7eb17a4bfdd0b5a9fce7f4ccc --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/bitcoin/bitcoin.py @@ -0,0 +1,711 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class BitcoinImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:11" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC + +{code} + +RUN wget https://cmake.org/files/v3.22/cmake-3.22.0-linux-x86_64.tar.gz && \ +tar -zxvf cmake-3.22.0-linux-x86_64.tar.gz && \ +mv cmake-3.22.0-linux-x86_64 /opt/cmake && \ +ln -s /opt/cmake/bin/cmake /usr/local/bin/cmake && \ +rm cmake-3.22.0-linux-x86_64.tar.gz + +RUN apt-get update && apt-get install -y cmake pkgconf python3 libevent-dev libboost-dev libsqlite3-dev libzmq3-dev systemtap-sdt-dev +RUN apt-get install -y qtbase5-dev qttools5-dev qttools5-dev-tools qtwayland5 libqrencode-dev + +{self.clear_env} + +""" + + +class BitcoinImageBaseCpp11(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:11" + + def image_tag(self) -> str: + return "base-cpp-11" + + def workdir(self) -> str: + return "base-cpp-11" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC + +{code} + +RUN apt-get update && apt-get install -y libtool autotools-dev automake pkg-config bsdmainutils python3 libevent-dev libboost-dev libsqlite3-dev libminiupnpc-dev libnatpmp-dev libzmq3-dev systemtap-sdt-dev python3-zmq +RUN apt-get install -y qtbase5-dev qttools5-dev qttools5-dev-tools qtwayland5 libqrencode-dev + +{self.clear_env} + +""" + + +class BitcoinImageBaseCpp11V2(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:11" + + def image_tag(self) -> str: + return "base-cpp-11V2" + + def workdir(self) -> str: + return "base-cpp-11V2" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC + +{code} + +RUN apt-get update && apt-get install -y libtool autotools-dev automake pkg-config bsdmainutils python3 libevent-dev libboost-dev libboost-system-dev libboost-filesystem-dev libboost-test-dev libsqlite3-dev libminiupnpc-dev libnatpmp-dev libzmq3-dev systemtap-sdt-dev python3-zmq +RUN apt-get install -y qtbase5-dev qttools5-dev qttools5-dev-tools qtwayland5 libqrencode-dev +RUN apt-get install -y libdb-dev libdb++-dev +{self.clear_env} + +""" + + +class BitcoinImageBaseCpp11V3(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:11" + + def image_tag(self) -> str: + return "base-cpp-11V3" + + def workdir(self) -> str: + return "base-cpp-11V3" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC + +{code} + +RUN apt-get update && apt-get install -y build-essential libtool autotools-dev automake pkg-config bsdmainutils python3 libevent-dev libboost-dev libboost-system-dev libboost-filesystem-dev libboost-test-dev libboost-thread-dev libsqlite3-dev libminiupnpc-dev libnatpmp-dev libzmq3-dev systemtap-sdt-dev python3-zmq +RUN apt-get install -y qtbase5-dev qttools5-dev qttools5-dev-tools qtwayland5 libqrencode-dev +RUN apt-get install -y libdb-dev libdb++-dev +{self.clear_env} + +""" + + +class BitcoinImageBaseCpp8(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:8" + + def image_tag(self) -> str: + return "base-cpp-8" + + def workdir(self) -> str: + return "base-cpp-8" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC + +{code} + +RUN apt-get update && apt-get install -y build-essential libtool autotools-dev automake pkg-config bsdmainutils python3 libevent-dev libboost-system-dev libboost-filesystem-dev libboost-test-dev libboost-thread-dev libminiupnpc-dev libzmq3-dev python3-zmq +RUN apt-get install -y libqt5gui5 libqt5core5a libqt5dbus5 qttools5-dev qttools5-dev-tools libqrencode-dev +RUN apt-get install -y libdb-dev libdb++-dev +{self.clear_env} + +""" + + +class BitcoinImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + if 24138 <= self.pr.number <= 30762: + return BitcoinImageBaseCpp11(self.pr, self._config) + elif 20166 < self.pr.number <= 24104: + return BitcoinImageBaseCpp11V2(self.pr, self._config) + elif 19054 <= self.pr.number <= 20166: + return BitcoinImageBaseCpp11V3(self.pr, self._config) + elif self.pr.number <= 18982: + return BitcoinImageBaseCpp8(self.pr, self._config) + return BitcoinImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + if 24138 <= self.pr.number <= 30762: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + + """.format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + + """.format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +./autogen.sh +./configure +make check -j 4 +test/functional/test_runner.py --extended + """.format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +./autogen.sh +./configure +make check -j 4 +test/functional/test_runner.py --extended + + """.format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +./autogen.sh +./configure +make check -j 4 +test/functional/test_runner.py --extended + + """.format( + pr=self.pr + ), + ), + ] + elif self.pr.number <= 24104: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + + """.format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + + """.format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +./autogen.sh +./configure --with-incompatible-bdb +make check -j 4 +test/functional/test_runner.py --extended + """.format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +./autogen.sh +./configure --with-incompatible-bdb +make check -j 4 +test/functional/test_runner.py --extended + + """.format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +./autogen.sh +./configure --with-incompatible-bdb +make check -j 4 +test/functional/test_runner.py --extended + + """.format( + pr=self.pr + ), + ), + ] + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +mkdir build + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +cd build +cmake .. +make -j 4 +ctest -j 4 +test/functional/test_runner.py --extended +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +cd build +cmake .. +make -j 4 +ctest -j 4 +test/functional/test_runner.py --extended + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +cd build +cmake .. +make -j 4 +ctest -j 4 +test/functional/test_runner.py --extended + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("bitcoin", "bitcoin") +class Bitcoin(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return BitcoinImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [ + re.compile(r"^([\w\-./]+(?:\s+--[\w\-]+)?)\s+\|\s+✓\s+Passed\s+\|") + ] + re_fail_tests = [ + re.compile(r"^([\w\-./]+(?:\s+--[\w\-]+)?)\s+\|\s+✖\s+Failed\s+\|") + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test = pass_match.group(1) + passed_tests.add(test) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test = fail_match.group(1) + if test != "ALL": + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/catchorg/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/catchorg/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c04b999b5f1b1282ef30718f21dded44416e1b1f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/catchorg/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.cpp.catchorg.catch2 import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/catchorg/catch2.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/catchorg/catch2.py new file mode 100644 index 0000000000000000000000000000000000000000..c2de6b2a465041defbdb657ab7df8cee5517f932 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/catchorg/catch2.py @@ -0,0 +1,420 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class Catch2ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +RUN apt-get update && apt-get install -y \ + libbrotli-dev \ + libcurl4-openssl-dev \ + clang \ + build-essential \ + cmake \ + python3 \ + python3-dev \ + python3-pip + +{self.clear_env} + +""" + + +class Catch2ImageBaseCpp12(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:12" + + def image_tag(self) -> str: + return "base-cpp-12" + + def workdir(self) -> str: + return "base-cpp-12" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +RUN apt-get update && apt-get install -y \ + libbrotli-dev \ + libcurl4-openssl-dev \ + clang \ + build-essential \ + cmake \ + python3 \ + python3-dev \ + python3-pip + +{self.clear_env} + +""" + + +class Catch2ImageBaseCpp7(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:7" + + def image_tag(self) -> str: + return "base-cpp-7" + + def workdir(self) -> str: + return "base-cpp-7" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +RUN apt-get update && apt-get install -y \ + libbrotli-dev \ + libcurl4-openssl-dev \ + clang \ + build-essential \ + cmake \ + python3 \ + python3-dev \ + python3-pip + +{self.clear_env} + +""" + + +class Catch2ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + if 2288 <= self.pr.number and self.pr.number <= 2554: + return Catch2ImageBaseCpp12(self.pr, self._config) + elif self.pr.number <= 2187: + return Catch2ImageBaseCpp7(self.pr, self._config) + return Catch2ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +mkdir build + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +cd build +cmake -DCATCH_DEVELOPMENT_BUILD=ON .. +make +ctest +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +cd build +cmake -DCATCH_DEVELOPMENT_BUILD=ON .. +make +ctest + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +cd build +cmake -DCATCH_DEVELOPMENT_BUILD=ON .. +make +ctest + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("catchorg", "Catch2") +class Catch2(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return Catch2ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_passes = [ + re.compile(r"^-- Performing Test (.+) - Success$", re.IGNORECASE), + re.compile( + r"^\d+/\d+ Test\s+#\d+: (.+) \.+\s+ Passed\s+.+$", re.IGNORECASE + ), + ] + re_fails = [ + re.compile(r"^-- Performing Test (.+) - Failed$", re.IGNORECASE), + re.compile( + r"^\d+/\d+ Test\s+#\d+: (.+) \.+\*\*\*Failed\s+.+$", re.IGNORECASE + ), + ] + re_skips = [ + re.compile(r"^-- Performing Test (.+) - skipped$", re.IGNORECASE), + ] + + for line in test_log.splitlines(): + line = line.strip().lower() + if not line: + continue + + for re_pass in re_passes: + pass_match = re_pass.match(line) + if pass_match: + test = pass_match.group(1) + passed_tests.add(test) + + for re_fail in re_fails: + fail_match = re_fail.match(line) + if fail_match: + test = fail_match.group(1) + failed_tests.add(test) + + for re_skip in re_skips: + skip_match = re_skip.match(line) + if skip_match: + test = skip_match.group(1) + skipped_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/cgal/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/cgal/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..6195b0848e0ba62bc5d9ac61307397ba3b97a49d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/cgal/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.cpp.cgal.cgal import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/cgal/cgal.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/cgal/cgal.py new file mode 100644 index 0000000000000000000000000000000000000000..d3e9ee0c86c6195dd9b20b7a2b573da61ba38291 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/cgal/cgal.py @@ -0,0 +1,277 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class CgalImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "ubuntu:22.04" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC +RUN apt-get update && apt-get install -y clang wget sudo git build-essential pkg-config tar tzdata cmake +RUN apt-get install -y libboost-dev libboost-program-options-dev libmpfr-dev libeigen3-dev +RUN apt-get install -y libmpfr-dev \ + libeigen3-dev qtbase5-dev libqt5sql5-sqlite libqt5opengl5-dev qtscript5-dev \ + libqt5svg5-dev qttools5-dev qttools5-dev-tools libboost-dev libinsighttoolkit5-dev zsh + +{code} + +{self.clear_env} + +""" + + +class CgalImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return CgalImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +set -e +mkdir build && cd build && CXX=clang++ cmake -DWITH_examples=ON -DWITH_tests=ON -DWITH_demos=ON -DBUILD_TESTING=ON .. +ctest -j 8 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +set -e +mkdir build && cd build && CXX=clang++ cmake -DWITH_examples=ON -DWITH_tests=ON -DWITH_demos=ON -DBUILD_TESTING=ON .. +ctest -j 8 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +set -e +mkdir build && cd build && CXX=clang++ cmake -DWITH_examples=ON -DWITH_tests=ON -DWITH_demos=ON -DBUILD_TESTING=ON .. +ctest -j 8 + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("CGAL", "cgal") +class Cgal(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return CgalImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*Passed")] + re_fail_tests = [ + re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*\*+Failed") + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test = pass_match.group(1) + passed_tests.add(test) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test = fail_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/fmtlib/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/fmtlib/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..702ffb736e64bbfeefafde6def4d27ccd0e5073b --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/fmtlib/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.cpp.fmtlib.fmt import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/fmtlib/fmt.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/fmtlib/fmt.py new file mode 100644 index 0000000000000000000000000000000000000000..4442f2ebdb5abc1d875d86bf61abc7ea489f808e --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/fmtlib/fmt.py @@ -0,0 +1,276 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +RUN apt-get update && apt-get install -y cmake + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +mkdir build || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +cd build +cmake .. +cmake --build . +ctest +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +cd build +cmake .. +cmake --build . +ctest + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +cd build +cmake .. +cmake --build . +ctest + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("fmtlib", "fmt") +class Fmt(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*Passed")] + re_fail_tests = [ + re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*\*+Failed$") + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test = pass_match.group(1) + passed_tests.add(test) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test = fail_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/halide/Halide.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/halide/Halide.py new file mode 100644 index 0000000000000000000000000000000000000000..1b87c93bdfb7258462e1a3d19f28bdfd4066ea9f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/halide/Halide.py @@ -0,0 +1,475 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class HalideImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC +RUN wget https://cmake.org/files/v3.28/cmake-3.28.0-linux-x86_64.tar.gz && \ +tar -zxvf cmake-3.28.0-linux-x86_64.tar.gz && \ +mv cmake-3.28.0-linux-x86_64 /opt/cmake && \ +ln -s /opt/cmake/bin/cmake /usr/local/bin/cmake && \ +rm cmake-3.28.0-linux-x86_64.tar.gz +RUN wget https://github.com/llvm/llvm-project/releases/download/llvmorg-17.0.4/clang+llvm-17.0.4-x86_64-linux-gnu-ubuntu-22.04.tar.xz && \ +tar -xf clang+llvm-17.0.4-x86_64-linux-gnu-ubuntu-22.04.tar.xz && mv clang+llvm-17.0.4-x86_64-linux-gnu-ubuntu-22.04 /usr/local/llvm-17 && echo 'export PATH=/usr/local/llvm-17/bin:$PATH' >> ~/.bashrc && . ~/.bashrc +RUN apt-get update && apt-get install -y clang-tools lld llvm-dev libclang-dev liblld-dev \ + libpng-dev libjpeg-dev libgl-dev python3-dev python3-numpy python3-scipy \ + python3-imageio python3-pybind11 libopenblas-dev libeigen3-dev cmake + +{code} + +{self.clear_env} + +""" + + +class HalideImageBaseGCC11(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:11" + + def image_tag(self) -> str: + return "base-gcc-11" + + def workdir(self) -> str: + return "base-gcc-11" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC +RUN wget https://cmake.org/files/v3.22/cmake-3.22.0-linux-x86_64.tar.gz && \ + tar -zxvf cmake-3.22.0-linux-x86_64.tar.gz && \ + mv cmake-3.22.0-linux-x86_64 /opt/cmake && \ + ln -s /opt/cmake/bin/cmake /usr/local/bin/cmake && \ + rm cmake-3.22.0-linux-x86_64.tar.gz + +RUN apt update && apt install -y lsb-release software-properties-common gnupg +RUN wget https://apt.llvm.org/llvm.sh && \ +chmod +x llvm.sh && \ +./llvm.sh 14 all && \ +apt autoremove + +RUN apt install -y libpng-dev libjpeg-dev libgl-dev python3-dev python3-numpy python3-scipy \ + python3-imageio python3-pybind11 libopenblas-dev libeigen3-dev cmake + +{code} + +{self.clear_env} + +""" + + +class HalideImageBaseGCC11V2(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:11" + + def image_tag(self) -> str: + return "base-gcc-11-V2" + + def workdir(self) -> str: + return "base-gcc-11-V2" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC +RUN apt update && apt install -y --fix-missing clang-tools lld llvm-dev libclang-dev \ + libpng-dev libjpeg-dev libgl-dev \ + python3-dev python3-numpy python3-scipy python3-imageio python3-pybind11 \ + libopenblas-dev libeigen3-dev libatlas-base-dev \ + doxygen ninja-build cmake + +{code} + +{self.clear_env} + +""" + + +class HalideImageBaseU20(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "ubuntu:20.04" + + def image_tag(self) -> str: + return "base-ubuntu-20" + + def workdir(self) -> str: + return "base-ubuntu-20" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV TZ=Etc/UTC +RUN apt update && apt install -y --fix-missing git clang-tools lld llvm-dev libclang-dev liblld-10-dev \ + libpng-dev libjpeg-dev libgl-dev \ + python3-dev python3-numpy python3-scipy python3-imageio python3-pybind11 \ + libopenblas-dev libeigen3-dev libatlas-base-dev \ + doxygen ninja-build cmake +{code} + +{self.clear_env} + +""" + + +class HalideImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + if 6626 <= self.pr.number <= 7557: + return HalideImageBaseGCC11(self.pr, self._config) + elif 5626 < self.pr.number <= 6533: + return HalideImageBaseGCC11V2(self.pr, self._config) + elif self.pr.number <= 5626: + return HalideImageBaseU20(self.pr, self._config) + return HalideImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +mkdir build + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +cd build +cmake -DWITH_TESTS=ON -DTARGET_WEBASSEMBLY=OFF .. +make -j 4 +ctest -j 4 +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +cd build +cmake -DWITH_TESTS=ON -DTARGET_WEBASSEMBLY=OFF .. +make -j 4 +ctest -j 4 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +cd build +cmake -DWITH_TESTS=ON -DTARGET_WEBASSEMBLY=OFF .. +make -j 4 +ctest -j 4 + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("halide", "Halide") +class Halide(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return HalideImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*Passed")] + re_fail_tests = [ + re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*\*+Failed"), + re.compile( + r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*\*+Exception: Illegal" + ), + re.compile( + r"^\d+/\d+\s+Test\s+#\d+:\s+(.+?)\s+\.+\s*Subprocess\s+aborted\*+\s*Exception:" + ), + re.compile( + r"^\d+/\d+\s+Test\s+#\d+:\s+(.+?)\s+\.+\s*Child\s+aborted\*+\s*Exception:" + ), + re.compile( + r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*\*+Exception: SegFault" + ), + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test = pass_match.group(1) + passed_tests.add(test) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test = fail_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/halide/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/halide/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..15763f3ac8c8585a7a9679d210ba4552710400a9 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/halide/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.cpp.halide.Halide import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/nlohmann/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/nlohmann/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..8bbea1ca21d9abdf91fd7245735d52e5091bf4b0 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/nlohmann/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.cpp.nlohmann.json import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/nlohmann/json.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/nlohmann/json.py new file mode 100644 index 0000000000000000000000000000000000000000..8c6da70f72bda30599d308e775c1517581ffa446 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/nlohmann/json.py @@ -0,0 +1,385 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class JsonImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +RUN apt-get update && apt-get install -y libbrotli-dev libcurl4-openssl-dev +RUN apt-get install -y clang build-essential cmake +RUN cd /home/ && git clone https://github.com/nlohmann/json_test_data.git + +{self.clear_env} + +""" + + +class JsonImageBaseCpp12(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:12" + + def image_tag(self) -> str: + return "base-cpp-12" + + def workdir(self) -> str: + return "base-cpp-12" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +RUN apt-get update && apt-get install -y libbrotli-dev libcurl4-openssl-dev +RUN apt-get install -y clang build-essential cmake +RUN cd /home/ && git clone https://github.com/nlohmann/json_test_data.git + +{self.clear_env} + +""" + + +class JsonImageBaseCpp7(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:7" + + def image_tag(self) -> str: + return "base-cpp-7" + + def workdir(self) -> str: + return "base-cpp-7" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +RUN apt-get update && apt-get install -y libbrotli-dev libcurl4-openssl-dev +RUN apt-get install -y clang build-essential cmake +RUN cd /home/ && git clone https://github.com/nlohmann/json_test_data.git + +{self.clear_env} + +""" + + +class JsonImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + if 2825 <= self.pr.number and self.pr.number <= 3685: + return JsonImageBaseCpp12(self.pr, self._config) + elif self.pr.number <= 2576: + return JsonImageBaseCpp7(self.pr, self._config) + + return JsonImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +mkdir -p build +cp -r /home/json_test_data /home/{pr.repo}/build/ + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +cd build +cmake .. +cmake --build . +ctest +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +cd build +cmake .. +cmake --build . +ctest + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +cd build +cmake .. +cmake --build . +ctest + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("nlohmann", "json") +class Json(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return JsonImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*Passed")] + re_fail_tests = [ + re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*\*+Failed$") + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test = pass_match.group(1) + passed_tests.add(test) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test = fail_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/rootproject/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/rootproject/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..402a5754ea927c1133e0a9d6a5ebb85b26e64f76 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/rootproject/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.cpp.rootproject.root import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/rootproject/root.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/rootproject/root.py new file mode 100644 index 0000000000000000000000000000000000000000..867a91f4eb513acebb2c68bb40fc25f7eda666f9 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/rootproject/root.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class RootImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:11" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +RUN apt-get update && \ + apt-get install -y \ + wget \ + tar && \ + wget https://cmake.org/files/v3.20/cmake-3.20.0-linux-x86_64.tar.gz && \ + tar -zxvf cmake-3.20.0-linux-x86_64.tar.gz && \ + mv cmake-3.20.0-linux-x86_64 /opt/cmake && \ + ln -s /opt/cmake/bin/cmake /usr/local/bin/cmake && \ + rm cmake-3.20.0-linux-x86_64.tar.gz + +RUN apt-get install -y binutils cmake dpkg-dev libssl-dev git libx11-dev \ +libxext-dev libxft-dev libxpm-dev python3 libtbb-dev libgif-dev + +{self.clear_env} + +""" + + +class RootImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return RootImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +mkdir -p build + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +cd build +cmake -Dtesting=ON .. +make -j 8 +ctest -j 8 +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +cd build +cmake -Dtesting=ON .. +make -j 8 +ctest -j 8 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +cd build +cmake -Dtesting=ON .. +make -j 8 +ctest -j 8 + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("root-project", "root") +class Root(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return RootImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*Passed")] + re_fail_tests = [ + re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*\*+Failed") + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test = pass_match.group(1) + passed_tests.add(test) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test = fail_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/simdjson/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/simdjson/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..cbf8af8d43b873def43ace41a3e449aa55b2f9dd --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/simdjson/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.cpp.simdjson.simdjson import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/simdjson/simdjson.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/simdjson/simdjson.py new file mode 100644 index 0000000000000000000000000000000000000000..eaadee157b47056297141251fd960300537ab775 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/simdjson/simdjson.py @@ -0,0 +1,339 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class SimdjsonImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:11" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +RUN apt-get update && apt-get install -y libbrotli-dev libcurl4-openssl-dev +RUN apt-get install -y clang build-essential cmake pkg-config + +{self.clear_env} + +""" + + +class SimdjsonImageBaseCpp7(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:7" + + def image_tag(self) -> str: + return "base-cpp-7" + + def workdir(self) -> str: + return "base-cpp-7" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +RUN apt-get update && \ + apt-get install -y \ + build-essential \ + pkg-config \ + wget \ + tar && \ + wget https://cmake.org/files/v3.14/cmake-3.14.0-Linux-x86_64.tar.gz && \ + tar -zxvf cmake-3.14.0-Linux-x86_64.tar.gz && \ + mv cmake-3.14.0-Linux-x86_64 /opt/cmake && \ + ln -s /opt/cmake/bin/cmake /usr/local/bin/cmake && \ + rm cmake-3.14.0-Linux-x86_64.tar.gz +RUN apt-get install -y cmake + +{self.clear_env} + +""" + + +class SimdjsonImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + if self.pr.number <= 958: + return SimdjsonImageBaseCpp7(self.pr, self._config) + + return SimdjsonImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +mkdir build + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +cd build +cmake -DSIMDJSON_DEVELOPER_MODE=ON .. +cmake --build . +ctest +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +cd build +cmake -DSIMDJSON_DEVELOPER_MODE=ON .. +cmake --build . +ctest + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +cd build +cmake -DSIMDJSON_DEVELOPER_MODE=ON .. +cmake --build . +ctest + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("simdjson", "simdjson") +class Simdjson(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return SimdjsonImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*Passed")] + re_fail_tests = [ + re.compile(r"^\d+/\d+\s*Test\s*#\d+:\s*(.*?)\s*\.+\s*\*+Failed$") + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test = pass_match.group(1) + passed_tests.add(test) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test = fail_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/yhirose/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/yhirose/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c7e9e339fc70eb1a7db5beeffcb625cf88084c67 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/yhirose/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.cpp.yhirose.cpp_httplib import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/yhirose/cpp_httplib.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/yhirose/cpp_httplib.py new file mode 100644 index 0000000000000000000000000000000000000000..dd3ab0796bfc11f498edc4ab2346a84782406797 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/cpp/yhirose/cpp_httplib.py @@ -0,0 +1,276 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "gcc:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +RUN apt-get update && apt-get install -y libbrotli-dev libcurl4-openssl-dev +RUN apt-get install -y clang build-essential + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +cd test +make +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +cd test +make + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +cd test +make + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("yhirose", "cpp-httplib") +class CppHttplib(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_passes = [ + re.compile(r"^\[ OK \] (\S+?)( \(.+\))?$"), + re.compile(r"^\x1b\[0;32m\[ OK \] \x1b\[0m(\S+?)( \(.+\))?$"), + re.compile(r"^\x1b\[92m---- Passed: (\S+?)\x1b\[0m$"), + ] + re_fails = [ + re.compile(r"^\[ FAILED \] (\S+?)( \(.+\))?$"), + re.compile(r"^\x1b\[0;31m\[ FAILED \] \x1b\[0m(\S+?)( \(.+\))?$"), + re.compile(r"^\x1b\[91m\*\*\*\* FAILED: (\S+?)\x1b\[0m$"), + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass in re_passes: + pass_match = re_pass.match(line) + if pass_match: + test = pass_match.group(1) + passed_tests.add(test) + + for re_fail in re_fails: + fail_match = re_fail.match(line) + if fail_match: + test = fail_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/beego/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/beego/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..b02963a2017e1678b20a34a51c74666653be4bab --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/beego/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.beego.beego import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/beego/beego.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/beego/beego.py new file mode 100644 index 0000000000000000000000000000000000000000..478608a477a368ef6208c4f1c0df3b2958b017be --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/beego/beego.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class BeegoImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class BeegoImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return BeegoImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("beego", "beego") +class Beego(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return BeegoImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/caddyserver/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/caddyserver/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..49b5ea1ae9d4b26dcad61eef4f4c8665fc87b124 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/caddyserver/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.caddyserver.caddy import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/caddyserver/caddy.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/caddyserver/caddy.py new file mode 100644 index 0000000000000000000000000000000000000000..ff4822f412253f9ac16edb506587b7504ab01178 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/caddyserver/caddy.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class CaddyImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class CaddyImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return CaddyImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("caddyserver", "caddy") +class Caddy(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return CaddyImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/cli/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/cli/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..47f93e21f8af3b0b00c320df7d43d3c3d3f8731d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/cli/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.cli.cli import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/cli/cli.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/cli/cli.py new file mode 100644 index 0000000000000000000000000000000000000000..e9100eb4a3b751ed57a360930058045cb7d46468 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/cli/cli.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class CliImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class CliImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return CliImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("cli", "cli") +class Cli(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return CliImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/etcd_io/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/etcd_io/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..1eef316633efae1904524959df6204b2fe1e52e0 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/etcd_io/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.etcd_io.etcd import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/etcd_io/etcd.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/etcd_io/etcd.py new file mode 100644 index 0000000000000000000000000000000000000000..14820ea3f1ea7cb78a8c436019a7f1246a0920e1 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/etcd_io/etcd.py @@ -0,0 +1,321 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class EtcdImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class EtcdImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return EtcdImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +bash /home/resolve_go_file.sh /home/{pr.repo} +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "resolve_go_file.sh", + """#!/bin/bash + +if [ -z "$1" ]; then + echo "Usage: $0 " + exit 1 +fi + +REPO_PATH="$1" + +find "$REPO_PATH" -type f -name "*.go" | while read -r file; do + if [[ $(cat "$file") =~ ^[./a-zA-Z0-9_\-]+\.go$ ]]; then + echo "Checking $file" + target_path=$(cat "$file") + abs_target_path=$(realpath -m "$(dirname "$file")/$target_path") + + if [ -f "$abs_target_path" ]; then + echo "Replacing $file with content from $abs_target_path" + cat "$abs_target_path" > "$file" + else + echo "Warning: Target file $abs_target_path does not exist for $file" + fi + fi +done + +echo "Done!" + +""", + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("etcd-io", "etcd") +class Etcd(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return EtcdImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + index = test_name.rfind("/") + if index == -1: + return test_name + return test_name[:index] + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/fatedier/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/fatedier/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..bf76d5f47bca01a4f3982c80e6e3fff2af8ee544 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/fatedier/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.fatedier.frp import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/fatedier/frp.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/fatedier/frp.py new file mode 100644 index 0000000000000000000000000000000000000000..3e06b5e3d051b7fb1925da2a1ea93682e1066629 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/fatedier/frp.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class FrpImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class FrpImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return FrpImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("fatedier", "frp") +class Frp(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return FrpImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gin_gonic/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gin_gonic/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..7c304b89c697a798804800793e8a9a5239ecc090 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gin_gonic/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.gin_gonic.gin import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gin_gonic/gin.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gin_gonic/gin.py new file mode 100644 index 0000000000000000000000000000000000000000..b5fa49c784733020368431af20b752eb38a3f271 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gin_gonic/gin.py @@ -0,0 +1,289 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class GinImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class GinImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return GinImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("gin-gonic", "gin") +class Gin(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return GinImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + index = test_name.rfind("/") + if index == -1: + return test_name + return test_name[:index] + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/go_gorm/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/go_gorm/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..61d5eac925b8a5b9ef734a121a8fb570877f4b02 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/go_gorm/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.go_gorm.gorm import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/go_gorm/gorm.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/go_gorm/gorm.py new file mode 100644 index 0000000000000000000000000000000000000000..783871531c94f44b81daf6118976dd05ba27c743 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/go_gorm/gorm.py @@ -0,0 +1,289 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class GormImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class GormImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return GormImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("go-gorm", "gorm") +class Gorm(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return GormImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + index = test_name.rfind("/") + if index == -1: + return test_name + return test_name[:index] + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gohugoio/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gohugoio/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..176c64f09e67b024a115c308d6797b6902dff3e7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gohugoio/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.gohugoio.hugo import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gohugoio/hugo.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gohugoio/hugo.py new file mode 100644 index 0000000000000000000000000000000000000000..4c894e934ff6c32b029a6224bb71ad6d24372d10 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/gohugoio/hugo.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class HugoImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class HugoImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return HugoImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("gohugoio", "hugo") +class Hugo(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return HugoImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/grpc/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/grpc/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..7f9f399d7e1ba32da7ee014be0572e35b6bd5833 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/grpc/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.grpc.grpc_go import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/grpc/grpc_go.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/grpc/grpc_go.py new file mode 100644 index 0000000000000000000000000000000000000000..5cfba28f3facf6e64f78c3861dec12d138b97638 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/grpc/grpc_go.py @@ -0,0 +1,289 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class GrpcGoImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class GrpcGoImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return GrpcGoImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("grpc", "grpc-go") +class GrpcGo(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return GrpcGoImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + index = test_name.rfind("/") + if index == -1: + return test_name + return test_name[:index] + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/istio/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/istio/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c5a71648704d82bb47ce784b3af11508a02c3a32 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/istio/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.istio.istio import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/istio/istio.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/istio/istio.py new file mode 100644 index 0000000000000000000000000000000000000000..7d5a3374573176317b753ca174481d58fc89b6e1 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/istio/istio.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class IstioImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class IstioImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return IstioImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("istio", "istio") +class Istio(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return IstioImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/jesseduffield/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/jesseduffield/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..33a46ac2107b8e40020a5dd9802a0164f115bddb --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/jesseduffield/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.jesseduffield.lazygit import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/jesseduffield/lazygit.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/jesseduffield/lazygit.py new file mode 100644 index 0000000000000000000000000000000000000000..1804c92f5dce3748f0917f2ccef10b3c2feef0b0 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/jesseduffield/lazygit.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class LazygitImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class LazygitImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return LazygitImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("jesseduffield", "lazygit") +class Lazygit(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return LazygitImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/junegunn/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/junegunn/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..649a52e10fe946dfbebcec3e027df2e1bb2f2a43 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/junegunn/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.junegunn.fzf import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/junegunn/fzf.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/junegunn/fzf.py new file mode 100644 index 0000000000000000000000000000000000000000..1dc3a3f12a132dac673e3f7e23f712a10eb6f4c7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/junegunn/fzf.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class FzfImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class FzfImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return FzfImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("junegunn", "fzf") +class Fzf(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return FzfImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/labstack/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/labstack/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..37aea4ad5ee88910df0400991e6ce2bf98a85afa --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/labstack/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.labstack.echo import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/labstack/echo.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/labstack/echo.py new file mode 100644 index 0000000000000000000000000000000000000000..5fa3437b3b3f2afee9b1de2a5a1475327b19aebc --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/labstack/echo.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class EchoImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class EchoImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return EchoImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("labstack", "echo") +class Echo(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return EchoImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/nektos/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/nektos/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..fcc4e5b5be04e3c20ce384576a935c5ecf59f26f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/nektos/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.nektos.act import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/nektos/act.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/nektos/act.py new file mode 100644 index 0000000000000000000000000000000000000000..4be79d6a6fb3fb1209b836d82124135d79959685 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/nektos/act.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ActImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class ActImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ActImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("nektos", "act") +class Act(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ActImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/prometheus/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/prometheus/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..aa8f9310415a5991b74f85efe10e46f95f9df891 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/prometheus/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.prometheus.prometheus import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/prometheus/prometheus.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/prometheus/prometheus.py new file mode 100644 index 0000000000000000000000000000000000000000..f913188e238f57232e1df1904cc2f2f274ac4c1a --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/prometheus/prometheus.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class PrometheusImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class PrometheusImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return PrometheusImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("prometheus", "prometheus") +class Prometheus(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return PrometheusImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/syncthing/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/syncthing/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..8c26f3af5dddcc5f0d2b55592aa41d4d7df3489f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/syncthing/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.syncthing.syncthing import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/syncthing/syncthing.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/syncthing/syncthing.py new file mode 100644 index 0000000000000000000000000000000000000000..1108af37ccabb41b8834595ccabc423f0acfb122 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/syncthing/syncthing.py @@ -0,0 +1,286 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class SyncthingImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class SyncthingImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return SyncthingImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("syncthing", "syncthing") +class Syncthing(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return SyncthingImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + return test_name + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/zeromicro/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/zeromicro/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..b697c66c8cc682e203690d2c0072d1d2a3379d71 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/zeromicro/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.golang.zeromicro.go_zero import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/zeromicro/go_zero.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/zeromicro/go_zero.py new file mode 100644 index 0000000000000000000000000000000000000000..368c88d3541ea4b9a20ea45b4057d1f9a17f7b70 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/golang/zeromicro/go_zero.py @@ -0,0 +1,289 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class GoZeroImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "golang:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class GoZeroImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return GoZeroImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +go test -v -count=1 ./... || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +go test -v -count=1 ./... + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("zeromicro", "go-zero") +class GoZero(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return GoZeroImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [re.compile(r"--- PASS: (\S+)")] + re_fail_tests = [ + re.compile(r"--- FAIL: (\S+)"), + re.compile(r"FAIL:?\s?(.+?)\s"), + ] + re_skip_tests = [re.compile(r"--- SKIP: (\S+)")] + + def get_base_name(test_name: str) -> str: + index = test_name.rfind("/") + if index == -1: + return test_name + return test_name[:index] + + for line in test_log.splitlines(): + line = line.strip() + + for re_pass_test in re_pass_tests: + pass_match = re_pass_test.match(line) + if pass_match: + test_name = pass_match.group(1) + if test_name in failed_tests: + continue + if test_name in skipped_tests: + skipped_tests.remove(test_name) + passed_tests.add(get_base_name(test_name)) + + for re_fail_test in re_fail_tests: + fail_match = re_fail_test.match(line) + if fail_match: + test_name = fail_match.group(1) + if test_name in passed_tests: + passed_tests.remove(test_name) + if test_name in skipped_tests: + skipped_tests.remove(test_name) + failed_tests.add(get_base_name(test_name)) + + for re_skip_test in re_skip_tests: + skip_match = re_skip_test.match(line) + if skip_match: + test_name = skip_match.group(1) + if test_name in passed_tests: + continue + if test_name not in failed_tests: + continue + skipped_tests.add(get_base_name(test_name)) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Automattic/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Automattic/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e509d64c66c256b0356e6052d94583e3dda31bb7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Automattic/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.Automattic.mongoose import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Automattic/mongoose.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Automattic/mongoose.py new file mode 100644 index 0000000000000000000000000000000000000000..1239b46438f1a3c1c2ef2102b1db2e2bf23f352f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Automattic/mongoose.py @@ -0,0 +1,491 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:22" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class ImageBase14761(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "ubuntu:20.04" + + def image_tag(self) -> str: + return "base14761" + + def workdir(self) -> str: + return "base14761" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +RUN apt update && apt install -y git curl && \ + curl -fsSL https://deb.nodesource.com/setup_20.x | bash - && \ + apt install -y nodejs + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm install || true +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm test +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch +npm test + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch /home/fix.patch +npm test + + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +class ImageDefault14761(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase14761(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm install || true +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm test +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch +npm test + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch /home/fix.patch +npm test + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("Automattic", "mongoose") +class Mongoose(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + if self.pr.number <= 14761: + return ImageDefault14761(self.pr, self._config) + + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + # Split the log into lines and process each line + lines = test_log.splitlines() + + # Keep track of the nesting level structure + current_path = [] + indentation_to_level = {} + + for line in lines: + # Match test lines - including both group headers and test cases + # Group 1: indentation spaces + # Group 2: optional status indicator (✔ or number+)) + # Group 3: test name (without timing info) + match = re.match( + r"^(\s*)(?:(✔|[0-9]+\))\s+)?(.*?)(?:\s+\([0-9]+ms\))?$", line + ) + + if not match or not match.group(3).strip(): + continue + + spaces, status, name = match.groups() + name = name.strip() + indent = len(spaces) + + # Determine the level in the hierarchy based on indentation + # First time we see this indentation, assign it a level + if indent not in indentation_to_level: + if not indentation_to_level: # First item + indentation_to_level[indent] = 0 + else: + # Find the closest smaller indentation + prev_indents = sorted( + [i for i in indentation_to_level.keys() if i < indent] + ) + if prev_indents: + closest_indent = prev_indents[-1] + indentation_to_level[indent] = ( + indentation_to_level[closest_indent] + 1 + ) + else: + # If no smaller indentation, this must be a root level + indentation_to_level[indent] = 0 + + level = indentation_to_level[indent] + + # Update the current path based on level + current_path = current_path[:level] + current_path.append(name) + + # Only add to passed/failed sets if this is an actual test (has status indicator) + if status: + full_path = " > ".join(current_path) + if status == "✔": + passed_tests.add(full_path) + elif status.endswith(")"): + failed_tests.add(full_path) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Kong/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Kong/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e61b8df7e660170000809b065acd8bc3f1004542 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Kong/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.Kong.insomnia import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Kong/insomnia.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Kong/insomnia.py new file mode 100644 index 0000000000000000000000000000000000000000..88b625c0c047dd0bcc985c4716e7939d3635f9cc --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/Kong/insomnia.py @@ -0,0 +1,271 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:20" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +RUN apt update && apt install -y git + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm ci + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm test -- --verbose +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +npm test -- --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +npm test -- --verbose + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("Kong", "insomnia") +class Insomnia(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [ + re.compile(r"^✓ (.+?)(?:\s\(\d+\s+tests\))?(?:\s*\(?\d*\.?\d+\s*\w+\)?)?$"), + re.compile(r"^PASS (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$"), + ] + re_fail_tests = [ + re.compile(r"^FAIL (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$"), + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass_test in re_pass_tests: + pass_test_match = re_pass_test.match(line) + if pass_test_match: + test = pass_test_match.group(1) + passed_tests.add(test) + + for re_fail_test in re_fail_tests: + fail_test_match = re_fail_test.match(line) + if fail_test_match: + test = fail_test_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/anuraghazra/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/anuraghazra/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..388682f3e436c07576cb7888b18225e6117dc97d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/anuraghazra/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.anuraghazra.github_readme_stats import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/anuraghazra/github_readme_stats.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/anuraghazra/github_readme_stats.py new file mode 100644 index 0000000000000000000000000000000000000000..f4169ddd06bc7a1ee12d0cfbf8ad2c380825db6d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/anuraghazra/github_readme_stats.py @@ -0,0 +1,287 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "ubuntu:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 + +RUN apt update && apt install -y git nodejs npm + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm install || true +npm ci || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm run test -- --verbose +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +npm run test -- --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +npm run test -- --verbose + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("anuraghazra", "github-readme-stats") +class GithubReadmeStats(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + current_suite = None + + re_pass_suite = re.compile(r"^PASS (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + re_pass_test = re.compile(r"^✓ (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + + re_fail_suite = re.compile(r"^FAIL (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + re_fail_test = re.compile(r"^✕ (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + pass_match = re_pass_suite.match(line) + if pass_match: + current_suite = pass_match.group(1) + passed_tests.add(current_suite) + + fail_match = re_fail_suite.match(line) + if fail_match: + current_suite = fail_match.group(1) + failed_tests.add(current_suite) + + pass_test_match = re_pass_test.match(line) + if pass_test_match: + if current_suite is None: + raise ValueError(f"Test passed without suite: {line}") + + test = f"{current_suite}:{pass_test_match.group(1)}" + passed_tests.add(test) + + fail_test_match = re_fail_test.match(line) + if fail_test_match: + if current_suite is None: + raise ValueError(f"Test failed without suite: {line}") + + test = f"{current_suite}:{fail_test_match.group(1)}" + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/axios/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/axios/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..82617c68578764faebd9641cbd8809b6e790c1cd --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/axios/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.axios.axios import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/axios/axios.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/axios/axios.py new file mode 100644 index 0000000000000000000000000000000000000000..6badafda4347a6b60947f9fa02cd72e556ff80a7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/axios/axios.py @@ -0,0 +1,280 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "ubuntu:latest" + + def image_name(self) -> str: + return ( + f"{self.image_prefix()}/{self.pr.org}_m_{self.pr.repo}".lower() + if self.image_prefix() + else f"{self.pr.org}_m_{self.pr.repo}".lower() + ) + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +RUN apt update && apt install -y git curl && \ + curl -fsSL https://deb.nodesource.com/setup_20.x | bash - && \ + apt install -y nodejs + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_name(self) -> str: + return ( + f"{self.image_prefix()}/{self.pr.org}_m_{self.pr.repo}".lower() + if self.image_prefix() + else f"{self.pr.org}_m_{self.pr.repo}".lower() + ) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm ci || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm test -- --reporter console +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +npm test -- --reporter console + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +npm test -- --reporter console + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("axios", "axios") +class Axios(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_test = re.compile(r"^✔ (.+?)(?:\s\(\d*\.?\d*\s*\w+\))?$") + re_fail_test = re.compile(r"^\d+\) (.+?)(?:\s\(\d*\.?\d*\s*\w+\))?$") + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + pass_test_match = re_pass_test.match(line) + if pass_test_match: + test = pass_test_match.group(1) + passed_tests.add(test) + + fail_test_match = re_fail_test.match(line) + if fail_test_match: + test = fail_test_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/caolan/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/caolan/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..3c6fa957345cd5ed8a56c675156b1c39a883a535 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/caolan/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.caolan.async_ import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/caolan/async_.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/caolan/async_.py new file mode 100644 index 0000000000000000000000000000000000000000..554d552fcf76abb97ddef19a0d932ae14679c235 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/caolan/async_.py @@ -0,0 +1,457 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:20" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm ci || true +npm install eslint --save-dev +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm test -- --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package.json --whitespace=nowarn /home/test.patch +npm test -- --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package.json --whitespace=nowarn /home/test.patch /home/fix.patch +npm test -- --verbose + + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +class ImageDefault1234(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm install || true +npm install eslint --save-dev || true +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm test -- --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package.json --whitespace=nowarn /home/test.patch +npm test -- --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package.json --whitespace=nowarn /home/test.patch /home/fix.patch +npm test -- --verbose + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("caolan", "async") +class Async(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + if self.pr.number <= 1234: + return ImageDefault1234(self.pr, self._config) + + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + if self.pr.number <= 1142: + # 小于等于1142的PR，加上以下逻辑 + pass_pattern1 = re.compile(r"^✔\s+(.+)$", re.MULTILINE) + for match in pass_pattern1.finditer(test_log): + test_name = match.group(1).strip() + passed_tests.add(f"test-async.js:{test_name}") + + fail_pattern1 = re.compile(r"\[31m✖\s+(.+?)(?:\[39m|$)", re.MULTILINE) + for match in fail_pattern1.finditer(test_log): + test_name = match.group(1).strip() + failed_tests.add(f"test-async.js:{test_name}") + + # Split the log into lines and process each line + lines = test_log.splitlines() + + # Keep track of the nesting level structure + current_path = [] + indentation_to_level = {} + + for line in lines: + # Match test lines - including both group headers and test cases + # Group 1: indentation spaces + # Group 2: optional status indicator (✔ or number+)) + # Group 3: test name (without timing info) + match = re.match( + r"^(\s*)(?:(✓|[0-9]+\))\s+)?(.*?)(?:\s+\([0-9]+ms\))?$", line + ) + + if not match or not match.group(3).strip(): + continue + + spaces, status, name = match.groups() + name = name.strip() + indent = len(spaces) + + # Determine the level in the hierarchy based on indentation + # First time we see this indentation, assign it a level + if indent not in indentation_to_level: + if not indentation_to_level: # First item + indentation_to_level[indent] = 0 + else: + # Find the closest smaller indentation + prev_indents = sorted( + [i for i in indentation_to_level.keys() if i < indent] + ) + if prev_indents: + closest_indent = prev_indents[-1] + indentation_to_level[indent] = ( + indentation_to_level[closest_indent] + 1 + ) + else: + # If no smaller indentation, this must be a root level + indentation_to_level[indent] = 0 + + level = indentation_to_level[indent] + + # Update the current path based on level + current_path = current_path[:level] + current_path.append(name) + + # Only add to passed/failed sets if this is an actual test (has status indicator) + if status: + full_path = ":".join(current_path) + if status == "✓": + passed_tests.add(full_path) + elif status.endswith(")"): + failed_tests.add(full_path) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/expressjs/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/expressjs/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..cd42aebbfcd25b68429a0d14bac1295defe64ecd --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/expressjs/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.expressjs.express import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/expressjs/express.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/expressjs/express.py new file mode 100644 index 0000000000000000000000000000000000000000..8bcd7c7660cc2806a05f0e25e197753bc89f0ec7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/expressjs/express.py @@ -0,0 +1,398 @@ +import re +from dataclasses import asdict, dataclass +from json import JSONDecoder +from typing import Generator, Optional, Union + +from dataclasses_json import dataclass_json + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "ubuntu:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +RUN apt update && apt install -y git nodejs npm + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm install || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm run test-ci -- --reporter json +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +npm run test-ci -- --reporter json + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +npm run test-ci -- --reporter json + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("expressjs", "express") +class Express(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + if self.pr.number not in [4212, 4852, 5555, 5841]: + return self.parse_json_log(test_log) + + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_test = re.compile(r"^✔ (.+?)(?:\s\(\d*\.?\d*\s*\w+\))?$") + re_fail_test = re.compile(r"^\d+\) (.+?)(?:\s\(\d*\.?\d*\s*\w+\))?$") + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + pass_test_match = re_pass_test.match(line) + if pass_test_match: + test = pass_test_match.group(1) + passed_tests.add(test) + + fail_test_match = re_fail_test.match(line) + if fail_test_match: + test = fail_test_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) + + def parse_json_log(self, test_log: str) -> TestResult: + passed_tests: set[str] = set() + failed_tests: set[str] = set() + skipped_tests: set[str] = set() + + @dataclass_json + @dataclass + class ExpressStats: + suites: int + tests: int + passes: int + pending: int + failures: int + start: str + end: str + duration: int + + @classmethod + def from_dict(cls, d: dict) -> "TestResult": + return cls(**d) + + @classmethod + def from_json(cls, json_str: str) -> "TestResult": + return cls.from_dict(cls.schema().loads(json_str)) + + def dict(self) -> dict: + return asdict(self) + + def json(self) -> str: + return self.to_json(ensure_ascii=False) + + @dataclass_json + @dataclass + class ExpressTest: + title: str + fullTitle: str + currentRetry: int + err: dict + duration: Optional[int] = None + speed: Optional[str] = None + + @classmethod + def from_dict(cls, d: dict) -> "TestResult": + return cls(**d) + + @classmethod + def from_json(cls, json_str: str) -> "TestResult": + return cls.from_dict(cls.schema().loads(json_str)) + + def dict(self) -> dict: + return asdict(self) + + def json(self) -> str: + return self.to_json(ensure_ascii=False) + + @dataclass_json + @dataclass + class ExpressInfo: + stats: ExpressStats + tests: list[ExpressTest] + pending: list[ExpressTest] + failures: list[ExpressTest] + passes: list[ExpressTest] + + @classmethod + def from_dict(cls, d: dict) -> "ExpressInfo": + return cls(**d) + + @classmethod + def from_json(cls, json_str: str) -> "ExpressInfo": + return cls.from_dict(cls.schema().loads(json_str)) + + def dict(self) -> dict: + return asdict(self) + + def json(self) -> str: + return self.to_json(ensure_ascii=False) + + def extract_json_objects( + text: str, decoder=JSONDecoder() + ) -> Generator[dict, None, None]: + pos = 0 + while True: + match = text.find("{", pos) + if match == -1: + break + try: + result, index = decoder.raw_decode(text[match:]) + yield result + pos = match + index + except ValueError: + pos = match + 1 + + pattern = r"^(=+|Writing .*)$" + test_log = re.sub(pattern, "", test_log, flags=re.MULTILINE) + + test_log = test_log.replace("\r\n", "") + test_log = test_log.replace("\n", "") + + for obj in extract_json_objects(test_log): + info = ExpressInfo.from_dict(obj) + for test in info.passes: + passed_tests.add(f"{test.fullTitle}") + for test in info.failures: + failed_tests.add(f"{test.fullTitle}") + for test in info.pending: + skipped_tests.add(f"{test.fullTitle}") + + for test in failed_tests: + if test in passed_tests: + passed_tests.remove(test) + if test in skipped_tests: + skipped_tests.remove(test) + + for test in skipped_tests: + if test in passed_tests: + passed_tests.remove(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/fastify/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/fastify/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..13bf9f0732988c1f3cb369a20aa869ab078dc0c3 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/fastify/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.fastify.fastify import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/fastify/fastify.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/fastify/fastify.py new file mode 100644 index 0000000000000000000000000000000000000000..10406812a4d5370d93cc6d640a291b8c0f4b605b --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/fastify/fastify.py @@ -0,0 +1,246 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:22" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm install --ignore-scripts || true +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm run unit -- --reporter=spec +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package.json --whitespace=nowarn /home/test.patch +npm run unit -- --reporter=spec + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package.json --whitespace=nowarn /home/test.patch /home/fix.patch +npm run unit -- --reporter=spec + + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("fastify", "fastify") +class Fastify(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + re_pass = re.compile(r"\d*\/\d* *Test *#\d*: *(.*?) *\.* *Passed") + re_fail = re.compile(r"\d*\/\d* *Test *#\d*: *(.*?) *\.* *Failed") + re_skip = re.compile(r"\d*\/\d* *Test *#\d*: *(.*?) *\.* *Skipped") + + passed_tests = re_pass.findall(test_log) + failed_tests = re_fail.findall(test_log) + skipped_tests = re_skip.findall(test_log) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/google/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/google/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..efd7985a39b02bde6d5df3aa290f161700a06529 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/google/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.google.zx import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/google/zx.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/google/zx.py new file mode 100644 index 0000000000000000000000000000000000000000..9274defddef7f10a3a90faec3d32b5dc98163b54 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/google/zx.py @@ -0,0 +1,415 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:22" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm ci || true +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm run build +npm run test:coverage -- --reporter=verbose +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch +npm run build +npm run test:coverage -- --reporter=verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch /home/fix.patch +npm run build +npm run test:coverage -- --reporter=verbose + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +class ImageDefault849(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm ci || true +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm test -- --reporter=verbose +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch +npm test -- --reporter=verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch /home/fix.patch +npm test -- --reporter=verbose + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("google", "zx") +class Zx(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + if self.pr.number <= 849: + return ImageDefault849(self.pr, self._config) + + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + stack = [] + + for line in test_log.splitlines(): + if not line.strip(): + continue + + m_subtest = re.match(r"^(\s*)# Subtest:\s*(.+)", line) + if m_subtest: + indent = len(m_subtest.group(1)) + sub_test_name = m_subtest.group(2).strip() + level = indent // 4 + stack = stack[:level] # 弹出深层次测试 + stack.append(sub_test_name) + continue + + m_test = re.match(r"^\s*(ok|not ok)\s+\d+\s+-\s+(.+)", line) + if m_test: + status = m_test.group(1) + test_name = m_test.group(2).strip() + full_test_name = ( + ":".join(stack[:-1] + [test_name]) if stack else test_name + ) + + if status == "ok": + passed_tests.add(full_test_name) + else: + failed_tests.add(full_test_name) + continue + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/iamkun/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/iamkun/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..058b868740fa6e8e32e99c6f55a40b0b3bb86b64 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/iamkun/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.iamkun.dayjs import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/iamkun/dayjs.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/iamkun/dayjs.py new file mode 100644 index 0000000000000000000000000000000000000000..3335251f9587e92f83603df7a8bd551cf2fa1bf5 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/iamkun/dayjs.py @@ -0,0 +1,287 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "ubuntu:latest" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +ENV DEBIAN_FRONTEND=noninteractive +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +RUN apt update && apt install -y git nodejs npm && npm install -g codecov + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm uninstall rollup +npm install rollup@latest --save-dev + +npm install --legacy-peer-deps || npm install --force || true +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm test -- --verbose && codecov +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +npm test -- --verbose && codecov + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +npm test -- --verbose && codecov + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("iamkun", "dayjs") +class Dayjs(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + current_suite = None + + re_pass_suite = re.compile(r"^PASS (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + re_pass_test = re.compile(r"^✓ (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + + re_fail_suite = re.compile(r"^FAIL (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + re_fail_test = re.compile(r"^✕ (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + pass_match = re_pass_suite.match(line) + if pass_match: + current_suite = pass_match.group(1) + passed_tests.add(current_suite) + + fail_match = re_fail_suite.match(line) + if fail_match: + current_suite = fail_match.group(1) + failed_tests.add(current_suite) + + pass_test_match = re_pass_test.match(line) + if pass_test_match: + if current_suite is None: + raise ValueError(f"Test passed without suite: {line}") + + test = f"{current_suite}:{pass_test_match.group(1)}" + passed_tests.add(test) + + fail_test_match = re_fail_test.match(line) + if fail_test_match: + if current_suite is None: + raise ValueError(f"Test failed without suite: {line}") + + test = f"{current_suite}:{fail_test_match.group(1)}" + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/sveltejs/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/sveltejs/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..4107a8b5adf5cd93bfc37e055da136bce89ba08e --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/sveltejs/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.sveltejs.svelte import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/sveltejs/svelte.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/sveltejs/svelte.py new file mode 100644 index 0000000000000000000000000000000000000000..74b96bee7798cd7189ed077feb732ba498bcd208 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/sveltejs/svelte.py @@ -0,0 +1,325 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class SvelteImageBase8(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "ubuntu:22.04" + + def image_tag(self) -> str: + return "base8" + + def workdir(self) -> str: + return "base8" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} +ARG DEBIAN_FRONTEND=noninteractive + +{self.global_env} + +WORKDIR /home/ + +RUN apt update && apt install -y git curl ca-certificates gnupg && \\ + curl -fsSL https://deb.nodesource.com/setup_20.x | bash - && \\ + apt-get install -y nodejs && \\ + npm install -g pnpm@8 + +{code} + +{self.clear_env} + +""" + + +class SvelteImageBase9(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "ubuntu:22.04" + + def image_tag(self) -> str: + return "base9" + + def workdir(self) -> str: + return "base9" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} +ARG DEBIAN_FRONTEND=noninteractive + +{self.global_env} + +WORKDIR /home/ + +RUN apt update && apt install -y git curl ca-certificates gnupg && \\ + curl -fsSL https://deb.nodesource.com/setup_20.x | bash - && \\ + apt-get install -y nodejs && \\ + npm install -g pnpm@9 + +{code} + +{self.clear_env} + +""" + + +class SvelteImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + if self.pr.number <= 11804: + return SvelteImageBase8(self.pr, self.config) + else: + return SvelteImageBase9(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +pnpm install --frozen-lockfile || true +pnpm exec playwright install --with-deps + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +pnpm test -- --reporter verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch +pnpm test -- --reporter verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --whitespace=nowarn /home/test.patch /home/fix.patch +pnpm test -- --reporter verbose + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("sveltejs", "svelte") +class Svelte(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return SvelteImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_test = re.compile(r"^✓ (.+?)(?:\s*\d*\.?\d+\s*(?:ms|s|m))?$") + re_fail_test = re.compile(r"^× (.+?)(?:\s*\d*\.?\d+\s*(?:ms|s|m))?$") + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + pass_test_match = re_pass_test.match(line) + if pass_test_match: + test = pass_test_match.group(1) + passed_tests.add(test) + + fail_test_match = re_fail_test.match(line) + if fail_test_match: + test = fail_test_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + passed_tests=passed_tests, + failed_count=len(failed_tests), + failed_tests=failed_tests, + skipped_count=len(skipped_tests), + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/tj/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/tj/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..62b89ddc0ecdb7efc4fb6ed49eac65f83fbb371a --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/tj/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.tj.commanderjs import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/tj/commanderjs.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/tj/commanderjs.py new file mode 100644 index 0000000000000000000000000000000000000000..574e46ec912e9312cbe47df7492d8d022c0ec77c --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/tj/commanderjs.py @@ -0,0 +1,411 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:22" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +npm ci || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npx jest --verbose +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch +npx jest --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch /home/fix.patch +npx jest --verbose + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +class ImageDefault987(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +npm install || true +npm install sinon@1.14.1 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm test +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch +npm test + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package-lock.json --whitespace=nowarn /home/test.patch /home/fix.patch +npm test + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("tj", "commander.js") +class Commanderjs(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + if self.pr.number <= 987: + return ImageDefault987(self.pr, self._config) + + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + re_pass_tests = [ + re.compile(r"^PASS (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$"), + re.compile(r"\x1b\[90m\s+(.+?\.js)\x1b\[0m\s+\x1b\[36m✓\x1b\[0m"), + ] + re_fail_tests = [ + re.compile(r"^FAIL (.+?)$"), + re.compile(r"\x1b\[90m\s+(.+?\.js)\x1b\[0m\s+\x1b\[31m✖\x1b\[0m"), + ] + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + for re_pass_test in re_pass_tests: + pass_test_match = re_pass_test.match(line) + if pass_test_match: + test = pass_test_match.group(1) + passed_tests.add(test) + + for re_fail_test in re_fail_tests: + fail_test_match = re_fail_test.match(line) + if fail_test_match: + test = fail_test_match.group(1) + failed_tests.add(test) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/vuejs/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/vuejs/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..5833f1a00680c8dd7ddd81e8cd9a938994f05938 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/vuejs/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.javascript.vuejs.vuex import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/vuejs/vuex.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/vuejs/vuex.py new file mode 100644 index 0000000000000000000000000000000000000000..f0e3841c5304f984327fcdcd026b35521be0017a --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/javascript/vuejs/vuex.py @@ -0,0 +1,249 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:16" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +RUN npm install eslint-plugin-vue@latest --save-dev + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self._config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh + +npm install --legacy-peer-deps || true +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +npm run test:unit -- --verbose +npm run test:ssr -- --verbose +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package.json --exclude yarn.lock --whitespace=nowarn /home/test.patch +npm run test:unit -- --verbose +npm run test:ssr -- --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply --exclude package.json --exclude yarn.lock --whitespace=nowarn /home/test.patch /home/fix.patch +npm run test:unit -- --verbose +npm run test:ssr -- --verbose + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("vuejs", "vuex") +class Vuex(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + re_pass = re.compile(r"\d*\/\d* *Test *#\d*: *(.*?) *\.* *Passed") + re_fail = re.compile(r"\d*\/\d* *Test *#\d*: *(.*?) *\.* *Failed") + re_skip = re.compile(r"\d*\/\d* *Test *#\d*: *(.*?) *\.* *Skipped") + + passed_tests = re_pass.findall(test_log) + failed_tests = re_fail.findall(test_log) + skipped_tests = re_skip.findall(test_log) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/NervJS/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/NervJS/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..a3d1ee81936735ac0c333248a2770b87cd84b6b5 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/NervJS/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.typescript.NervJS.taro import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/colinhacks/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/colinhacks/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..4651e6697ab735db13ff8d89caa0f049788a4b88 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/colinhacks/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.typescript.colinhacks.zod import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/colinhacks/zod.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/colinhacks/zod.py new file mode 100644 index 0000000000000000000000000000000000000000..b754e8cac15fd7ad54048c3df4483d1b15f8636b --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/colinhacks/zod.py @@ -0,0 +1,268 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:20" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +RUN yarn add typescript@latest + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +yarn install || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +yarn build +yarn test + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +yarn build +yarn test + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +yarn build +yarn test + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("colinhacks", "zod") +class Zod(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + current_suite = None + + re_pass_suite = re.compile(r"^PASS (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + + re_fail_suite = re.compile(r"^FAIL (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + pass_match = re_pass_suite.match(line) + if pass_match: + current_suite = pass_match.group(1) + passed_tests.add(current_suite) + + fail_match = re_fail_suite.match(line) + if fail_match: + current_suite = fail_match.group(1) + failed_tests.add(current_suite) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/facebook/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/facebook/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..865f422ed06640cfc3c7b0119313b85ccfd61255 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/facebook/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.typescript.remix_run.react_router import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/facebook/docusaurus.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/facebook/docusaurus.py new file mode 100644 index 0000000000000000000000000000000000000000..8848882222ead2232d95b10023287fd79f09bc67 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/facebook/docusaurus.py @@ -0,0 +1,242 @@ +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class PuppeteerImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:20" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ + +{code} + +{self.clear_env} + +""" + + +class PuppeteerImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return PuppeteerImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +yarn install || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +yarn test + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +yarn test + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +yarn test + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("facebook", "docusaurus") +class Puppeteer(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + + return PuppeteerImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/nuxt/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/nuxt/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..deeef03c6480e4ae5016842197b88965d422a2bf --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/nuxt/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.typescript.nuxt.nuxt import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/nuxt/nuxt.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/nuxt/nuxt.py new file mode 100644 index 0000000000000000000000000000000000000000..7ca1b66717e62267e61a76acdb17b6efdb46be39 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/nuxt/nuxt.py @@ -0,0 +1,422 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:20" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +RUN apt update && apt install -y git +RUN npm install -g pnpm +RUN apt install -y jq + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +pnpm install || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +pnpm dev:prepare +pnpm test:unit -- --verbose +pnpm test:runtime --no-watch + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +pnpm dev:prepare +pnpm test:unit -- --verbose +pnpm test:runtime --no-watch + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +pnpm dev:prepare +pnpm test:unit -- --verbose +pnpm test:runtime --no-watch + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +class ImageDefault24709(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +pnpm install || true + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +pnpm build:stub +pnpm test:unit -- --verbose +pnpm test:runtime --no-watch + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +pnpm build:stub +pnpm test:unit -- --verbose +pnpm test:runtime --no-watch + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +pnpm build:stub +pnpm test:unit -- --verbose +pnpm test:runtime --no-watch + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("nuxt", "nuxt") +class Nuxt(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + if self.pr.number <= 24709: + return ImageDefault24709(self.pr, self._config) + + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + current_suite = None + + re_pass_suite = re.compile(r"^✓\s+(.+?)\s") + + re_fail_suite = re.compile(r"^❯\s+(.+?)\s") + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + pass_match = re_pass_suite.match(line) + if pass_match: + current_suite = pass_match.group(1) + passed_tests.add(current_suite) + + fail_match = re_fail_suite.match(line) + if fail_match: + current_suite = fail_match.group(1) + failed_tests.add(current_suite) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/remix_run/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/remix_run/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..7330b5a4bccedb067d39e2dcf26e22f8002489d0 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/remix_run/__init__.py @@ -0,0 +1 @@ +from livebench.agentic_code_runner.eval.harness.repos.typescript.facebook.docusaurus import * diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/remix_run/react_router.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/remix_run/react_router.py new file mode 100644 index 0000000000000000000000000000000000000000..0a25c9e3a1fa5a1e6f558fd03150be561dac363c --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/agentic_code_runner/eval/harness/repos/typescript/remix_run/react_router.py @@ -0,0 +1,419 @@ +import re +from typing import Optional, Union + +from livebench.agentic_code_runner.eval.harness.image import Config, File, Image +from livebench.agentic_code_runner.eval.harness.instance import Instance, TestResult +from livebench.agentic_code_runner.eval.harness.pull_request import PullRequest + + +class ImageBase(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Union[str, "Image"]: + return "node:20" + + def image_tag(self) -> str: + return "base" + + def workdir(self) -> str: + return "base" + + def files(self) -> list[File]: + return [] + + def dockerfile(self) -> str: + image_name = self.dependency() + if isinstance(image_name, Image): + image_name = image_name.image_full_name() + + if self.config.need_clone: + code = f"RUN git clone https://github.com/{self.pr.org}/{self.pr.repo}.git /home/{self.pr.repo}" + else: + code = f"COPY {self.pr.repo} /home/{self.pr.repo}" + + return f"""FROM {image_name} + +{self.global_env} + +WORKDIR /home/ +RUN npm install -g pnpm +RUN apt update && apt install -y jq + +{code} + +{self.clear_env} + +""" + + +class ImageDefault(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +jq 'del(.pnpm.patchedDependencies)' package.json > package.tmp.json && mv package.tmp.json package.json +pnpm install --no-frozen-lockfile + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +pnpm build +pnpm test -- --verbose --testLocationInResults + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +pnpm build +pnpm test -- --verbose --testLocationInResults + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +pnpm build +pnpm test -- --verbose --testLocationInResults + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +class ImageDefault11199(Image): + def __init__(self, pr: PullRequest, config: Config): + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + @property + def config(self) -> Config: + return self._config + + def dependency(self) -> Image | None: + return ImageBase(self.pr, self.config) + + def image_tag(self) -> str: + return f"pr-{self.pr.number}" + + def workdir(self) -> str: + return f"pr-{self.pr.number}" + + def files(self) -> list[File]: + return [ + File( + ".", + "fix.patch", + f"{self.pr.fix_patch}", + ), + File( + ".", + "test.patch", + f"{self.pr.test_patch}", + ), + File( + ".", + "check_git_changes.sh", + """#!/bin/bash +set -e + +if ! git rev-parse --is-inside-work-tree > /dev/null 2>&1; then + echo "check_git_changes: Not inside a git repository" + exit 1 +fi + +if [[ -n $(git status --porcelain) ]]; then + echo "check_git_changes: Uncommitted changes" + exit 1 +fi + +echo "check_git_changes: No uncommitted changes" +exit 0 + +""".format( + pr=self.pr + ), + ), + File( + ".", + "prepare.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git reset --hard +bash /home/check_git_changes.sh +git checkout {pr.base.sha} +bash /home/check_git_changes.sh +rm -rf node_modules +yarn --frozen-lockfile + +""".format( + pr=self.pr + ), + ), + File( + ".", + "run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +yarn build +yarn test -- --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "test-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch +yarn build +yarn test -- --verbose + +""".format( + pr=self.pr + ), + ), + File( + ".", + "fix-run.sh", + """#!/bin/bash +set -e + +cd /home/{pr.repo} +git apply /home/test.patch /home/fix.patch +yarn build +yarn test -- --verbose + +""".format( + pr=self.pr + ), + ), + ] + + def dockerfile(self) -> str: + image = self.dependency() + name = image.image_name() + tag = image.image_tag() + + copy_commands = "" + for file in self.files(): + copy_commands += f"COPY {file.name} /home/\n" + + prepare_commands = "RUN bash /home/prepare.sh" + + return f"""FROM {name}:{tag} + +{self.global_env} + +{copy_commands} + +{prepare_commands} + +{self.clear_env} + +""" + + +@Instance.register("remix-run", "react-router") +class ReactRouter(Instance): + def __init__(self, pr: PullRequest, config: Config, *args, **kwargs): + super().__init__() + self._pr = pr + self._config = config + + @property + def pr(self) -> PullRequest: + return self._pr + + def dependency(self) -> Optional[Image]: + if self.pr.number <= 40180: + return ImageDefault11199(self.pr, self._config) + # elif self.pr.number <= 33415: + # return MaterialUiImageDefault33415(self.pr, self._config) + + return ImageDefault(self.pr, self._config) + + def run(self, run_cmd: str = "") -> str: + if run_cmd: + return run_cmd + + return "bash /home/run.sh" + + def test_patch_run(self, test_patch_run_cmd: str = "") -> str: + if test_patch_run_cmd: + return test_patch_run_cmd + + return "bash /home/test-run.sh" + + def fix_patch_run(self, fix_patch_run_cmd: str = "") -> str: + if fix_patch_run_cmd: + return fix_patch_run_cmd + + return "bash /home/fix-run.sh" + + def parse_log(self, test_log: str) -> TestResult: + passed_tests = set() + failed_tests = set() + skipped_tests = set() + + current_suite = None + + re_pass_suite = re.compile(r"^PASS (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + + re_fail_suite = re.compile(r"^FAIL (.+?)(?:\s\(\d*\.?\d+\s*\w+\))?$") + + for line in test_log.splitlines(): + line = line.strip() + if not line: + continue + + pass_match = re_pass_suite.match(line) + if pass_match: + current_suite = pass_match.group(1) + passed_tests.add(current_suite) + + fail_match = re_fail_suite.match(line) + if fail_match: + current_suite = fail_match.group(1) + failed_tests.add(current_suite) + + return TestResult( + passed_count=len(passed_tests), + failed_count=len(failed_tests), + skipped_count=len(skipped_tests), + passed_tests=passed_tests, + failed_tests=failed_tests, + skipped_tests=skipped_tests, + ) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/code_runner/eval/README.md b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/code_runner/eval/README.md new file mode 100644 index 0000000000000000000000000000000000000000..48dce68b65100c58d13325f616d44c24fcd0c77b --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/code_runner/eval/README.md @@ -0,0 +1,3 @@ +# LiveBench Coding Evaluation + +This directory contains evaluation code from [BigCodeBench](https://bigcode-bench.github.io/) which is used to evaluate LiveBench coding tasks that incorporate a variety of third-party libraries. \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/code_runner/eval/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/code_runner/eval/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..34d03028f987be128b0f7e23a57769c919a4dc82 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/code_runner/eval/__init__.py @@ -0,0 +1,391 @@ +# The MIT License +# +# Copyright (c) OpenAI (https://openai.com) +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in +# all copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +# THE SOFTWARE. + +import itertools +import multiprocessing +import os +import sys +import tempfile +import time +import types +import unittest +import io +import contextlib +from multiprocessing import Array, Value, Manager +from typing import Any, Dict, List, Tuple, Union + +import numpy as np + +from livebench.code_runner.eval.utils import ( + create_tempdir, + reliability_guard, + swallow_io, + redirect_stdin, + WriteOnlyStringIO, + swallow_subprocess_output, + time_limit, + safe_environment, + TIMEOUT_LIMIT, +) + + +def compatible_eval_result(results: Dict) -> Dict: + # compatibility + for task_results in results["eval"].values(): + # update the "files" field to "nfiles" + if "files" in task_results and "nfiles" not in task_results: + task_results["nfiles"] = len(task_results.pop("files")) + return results + + +# unbiased estimator from https://github.com/openai/human-eval +def estimate_pass_at_k( + num_samples: Union[int, List[int], np.ndarray], + num_correct: Union[List[int], np.ndarray], + k: int, +) -> np.ndarray: + """ + Estimates pass@k of each problem and returns them in an array. + """ + + def estimator(n: int, c: int, k: int) -> float: + """ + Calculates 1 - comb(n - c, k) / comb(n, k). + """ + if n - c < k: + return 1.0 + return 1.0 - np.prod(1.0 - k / np.arange(n - c + 1, n + 1)) + + if isinstance(num_samples, int): + num_samples_it = itertools.repeat(num_samples, len(num_correct)) + else: + assert len(num_samples) == len(num_correct) + num_samples_it = iter(num_samples) + + return np.array( + [estimator(int(n), int(c), k) for n, c in zip(num_samples_it, num_correct)] + ) + + +PASS = "pass" +FAIL = "fail" +TIMEOUT = "timeout" + +_SUCCESS = 0 +_FAILED = 1 +_TIMEOUT = 2 +_UNKNOWN = 3 + +_mapping = {_SUCCESS: PASS, _FAILED: FAIL, _TIMEOUT: TIMEOUT, _UNKNOWN: None} + + +def is_floats(x) -> bool: + # check if it is float; List[float]; Tuple[float] + if isinstance(x, float): + return True + if isinstance(x, (list, tuple)): + return all(isinstance(i, float) for i in x) + if isinstance(x, np.ndarray): + return x.dtype == np.float64 or x.dtype == np.float32 + return False + + +def unsafe_execute( + entry_point: str, + code: str, + test_code: str, + timeout: float, + max_as_limit: float, + max_data_limit: float, + max_stack_limit: float, + stat, # Value + details, # Array +): + with safe_environment(), create_tempdir(): + # These system calls are needed when cleaning up tempdir. + import os + import shutil + import builtins + + rmtree = shutil.rmtree + rmdir = os.rmdir + chdir = os.chdir + # Disable functionalities that can make destructive changes to the test. + reliability_guard(max_as_limit, max_data_limit, max_stack_limit) + module_name = "__test__" + new_module = types.ModuleType(module_name) + # Set necessary attributes for the module + new_module.__dict__.update({ + '__builtins__': builtins, + '__file__': f"{module_name}.py", + '__package__': None, + '__doc__': None, + 'sys': sys, + 'os': os, + 'environ': os.environ, + }) + + # Create string IO objects to capture stdout and stderr + stdout_capture = io.StringIO() + stderr_capture = io.StringIO() + + stdin_capture = WriteOnlyStringIO() + + try: + full_code = code + "\n" + test_code + + # Use contextlib to redirect stdout and stderr instead of swallowing IO + with contextlib.redirect_stdout(stdout_capture), contextlib.redirect_stderr(stderr_capture), redirect_stdin(new_target=stdin_capture), swallow_subprocess_output(): + exec(compile(full_code, f"{module_name}.py", 'exec'), new_module.__dict__) + sys.modules[module_name] = new_module + TestCases = getattr(new_module, 'TestCases') + loader = unittest.TestLoader() + suite = loader.loadTestsFromTestCase(TestCases) + test_result = unittest.TestResult() + start_time = time.time() + with time_limit(timeout): + suite.run(test_result) + + # Capture stdout and stderr content + stdout_content = stdout_capture.getvalue() + stderr_content = stderr_capture.getvalue() + + issues = test_result.failures + test_result.errors + for test, trace in issues: + details[test.id().split(".")[-1]] = (test.shortDescription(), trace) + + if issues: + # Store outputs in details + details["_captured_stdout_"] = stdout_content + details["_captured_stderr_"] = stderr_content + + stat.value = _SUCCESS + except BaseException as e: + # Capture stdout and stderr content before the exception + stdout_content = stdout_capture.getvalue() + stderr_content = stderr_capture.getvalue() + + # Store outputs and exception details + details["_captured_stdout_"] = stdout_content + details["_captured_stderr_"] = stderr_content + details["_exception_"] = str(e) + + stat.value = _FAILED + + # Needed for cleaning up. + shutil.rmtree = rmtree + os.rmdir = rmdir + os.chdir = chdir + + +def untrusted_check( + code: str, + test_code: str, + entry_point: str, + max_as_limit: float, + max_data_limit: float, + max_stack_limit: float, + min_time_limit: float = 10, + gt_time_limit: float = 60 +) -> Tuple[str, np.ndarray]: + min_time_limit = max(min_time_limit, gt_time_limit) + timeout = min_time_limit + 1 + # shared memory objects + stat = Value("i", _UNKNOWN) + manager = Manager() + details = manager.dict() + + p = multiprocessing.Process( + target=unsafe_execute, + args=( + entry_point, + code, + test_code, + timeout, + max_as_limit, + max_data_limit, + max_stack_limit, + stat, + details, + ), + ) + p.start() + p.join(timeout=timeout+1) + if p.is_alive(): + p.terminate() + time.sleep(0.1) + if p.is_alive(): + p.kill() + time.sleep(0.1) + + stat = _mapping[stat.value] + # convert details to a dict + details = dict(details) + + if not stat: + stat = TIMEOUT + + if stat == PASS: + if details: + stat = FAIL + + return stat, details + + +def evaluate_files( + files: List[str], + inputs: List, + entry_point: str, + min_time_limit: float = 0.1, + gt_time_limit_factor: float = 2.0, +) -> List[Tuple[str, List[bool]]]: + ret = [] + # sort files by the id in name (i.e., "../n.py") + files = sorted(files, key=lambda x: int(x.split("/")[-1].split(".")[0])) + for file in files: + code = open(file, "r").read() + stat, det = untrusted_check( + code, + inputs, + entry_point, + ) + ret.append((stat, det.tolist())) + return ret + +def trusted_exec(code, test_code, task_id, max_as_limit, max_data_limit, max_stack_limit, times): + """Execute trusted code in place.""" + # Specify a unique cache dir by modifying XDG_CONFIG_HOME + old_xdg = os.environ.get("XDG_CONFIG_HOME") + temp_xdg = tempfile.mkdtemp(prefix="xdg_config_") + os.environ["XDG_CONFIG_HOME"] = temp_xdg + + try: + with create_tempdir(): + import shutil + import builtins + + rmtree = shutil.rmtree + rmdir = os.rmdir + chdir = os.chdir + module_name = "__test__" + new_module = types.ModuleType(module_name) + + reliability_guard(max_as_limit, max_data_limit, max_stack_limit) + + # Set necessary attributes for the module + new_module.__dict__.update({ + '__builtins__': builtins, + '__file__': f"{module_name}.py", + '__package__': None, + '__doc__': None, + 'sys': sys, + 'os': os, + 'environ': os.environ, + }) + + # Combine the user code and the test code + full_code = code + "\n" + test_code + + # Compile and execute the combined code within the new module + exec(compile(full_code, f"{module_name}.py", 'exec'), + new_module.__dict__) + sys.modules[module_name] = new_module + TestCases = getattr(new_module, 'TestCases') + loader = unittest.TestLoader() + suite = loader.loadTestsFromTestCase(TestCases) + test_result = unittest.TestResult() + start = time.time() + with safe_environment(), swallow_io(), time_limit(seconds=TIMEOUT_LIMIT): + suite.run(test_result) + + errors = test_result.failures + test_result.errors + if len(errors) > 0: + print(errors) + times.value = -1 + else: + times.value = time.time() - start + + # Needed for cleaning up. + shutil.rmtree = rmtree + os.rmdir = rmdir + os.chdir = chdir + + finally: + # Restore the original environment variable + if old_xdg is None: + os.environ.pop("XDG_CONFIG_HOME", None) + else: + os.environ["XDG_CONFIG_HOME"] = old_xdg + shutil.rmtree(temp_xdg, ignore_errors=True) + + +def trusted_check_exec(code, inputs): + """Check trusted_exec success.""" + try: + with time_limit(seconds=TIMEOUT_LIMIT): + trusted_exec(code, inputs) + except Exception: + return False + return True + + +def trusted_check( + code: str, + test_code: str, + task_id: str, + max_as_limit: float, + max_data_limit: float, + max_stack_limit: float, + min_time_limit: float = 10, +): + timeout = max(os.getenv("BIGCODEBENCH_TIMEOUT_PER_TASK", TIMEOUT_LIMIT), min_time_limit) + 1 + # shared memory objects + times = Value("d", -1) + manager = Manager() + + p = multiprocessing.Process( + target=trusted_exec, + args=( + code, + test_code, + task_id, + max_as_limit, + max_data_limit, + max_stack_limit, + times, + ), + ) + p.start() + p.join(timeout=timeout+1) + if p.is_alive(): + p.terminate() + time.sleep(0.1) + if p.is_alive(): + p.kill() + time.sleep(0.1) + + if times.value == -1: + times = None + else: + times = times.value + + return {"task_id": task_id, "time": times} \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/code_runner/eval/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/code_runner/eval/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..72c6b2f3e89c97e39a0b566071c01f2d383ba4c8 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/code_runner/eval/utils.py @@ -0,0 +1,327 @@ +# The MIT License +# +# Copyright (c) OpenAI (https://openai.com) +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in +# all copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +# THE SOFTWARE. + +import contextlib +import faulthandler +import io +import multiprocessing +import os +import platform +import signal +import subprocess +import tempfile +import time +from typing import Optional + +TIMEOUT_LIMIT=240.0 + +@contextlib.contextmanager +def swallow_subprocess_output(): + """Context manager to swallow stdout and stderr for subprocesses.""" + original_popen = subprocess.Popen + original_run = subprocess.run + + def _popen_patch(*args, **kwargs): + if 'capture_output' in kwargs and kwargs['capture_output']: + # Avoid setting stdout or stderr if capture_output is True + kwargs.pop('stdout', None) + kwargs.pop('stderr', None) + else: + kwargs.setdefault('stdout', subprocess.PIPE) + kwargs.setdefault('stderr', subprocess.PIPE) + return original_popen(*args, **kwargs) + + def _run_patch(*args, **kwargs): + if 'capture_output' in kwargs and kwargs['capture_output']: + # Avoid setting stdout or stderr if capture_output is True + kwargs.pop('stdout', None) + kwargs.pop('stderr', None) + else: + kwargs.setdefault('stdout', subprocess.PIPE) + kwargs.setdefault('stderr', subprocess.PIPE) + return original_run(*args, **kwargs) + + subprocess.Popen = _popen_patch + subprocess.run = _run_patch + try: + yield + finally: + subprocess.Popen = original_popen + subprocess.run = original_run + +@contextlib.contextmanager +def swallow_io(): + stream = WriteOnlyStringIO() + with contextlib.redirect_stdout(stream): + with contextlib.redirect_stderr(stream): + with redirect_stdin(stream): + with swallow_subprocess_output(): + yield + + +@contextlib.contextmanager +def time_limit(seconds: float): + def signal_handler(signum, frame): + raise TimeoutException("Timed out!") + + signal.setitimer(signal.ITIMER_REAL, seconds) + signal.signal(signal.SIGALRM, signal_handler) + try: + yield + finally: + signal.setitimer(signal.ITIMER_REAL, 0) + + +@contextlib.contextmanager +def create_tempdir(): + with tempfile.TemporaryDirectory() as dirname: + with chdir(dirname): + yield dirname + + +@contextlib.contextmanager +def chdir(root): + if root == ".": + yield + return + cwd = os.getcwd() + os.chdir(root) + try: + yield + except BaseException as exc: + raise exc + finally: + os.chdir(cwd) + + +@contextlib.contextmanager +def safe_environment(): + # Save original functions + original_kill = os.kill + original_killpg = os.killpg + original_system = os.system + original_subprocess_call = subprocess.call + original_subprocess_check_output = subprocess.check_output + original_subprocess_run = subprocess.run + original_subprocess_popen = subprocess.Popen + original_os_popen = os.popen + original_os_execv = os.execv + original_os_execvp = os.execvp + original_os_execvpe = os.execvpe + + current_pid = os.getpid() + current_pgid = os.getpgid(current_pid) + manager = multiprocessing.Manager() + child_pids = manager.list() + + def safe_kill(pid, sig): + try: + pgid = os.getpgid(pid) + if pid == current_pid or pid in child_pids: + original_kill(pid, sig) + else: + print(f"Prevented attempt to kill PID {pid} with signal {sig}") + except ProcessLookupError: + pass + + def safe_killpg(pgid, sig): + if pgid == current_pgid or pgid in {os.getpgid(pid) for pid in child_pids}: + original_killpg(pgid, sig) + else: + print(f"Prevented attempt to kill PGID {pgid} with signal {sig}") + + def safe_system(command): + print(f"Intercepted system command: {command}") + if 'kill' in command or 'killall' in command: + return 0 # Simulate successful execution without doing anything + return original_system(command) + + def safe_subprocess_call(command, *args, **kwargs): + print(f"Intercepted subprocess call: {command}") + if 'kill' in command or 'killall' in command: + return 0 # Simulate successful execution without doing anything + return original_subprocess_call(command, *args, **kwargs) + + def safe_subprocess_check_output(command, *args, **kwargs): + print(f"Intercepted command: {command}") + if 'ps' in command: + return b"" # Simulate no processes found + return original_subprocess_check_output(command, *args, **kwargs) + + def safe_subprocess_run(*args, **kwargs): + print(f"Intercepted subprocess run command: {args}") + if 'kill' in args[0] or 'killall' in args[0]: + return subprocess.CompletedProcess(args, 0, b'', b'') # Simulate successful execution + return original_subprocess_run(*args, **kwargs) + + class SafePopen(subprocess.Popen): + def __init__(self, *args, **kwargs): + print(f"Intercepted Popen command: {args}") + kwargs['preexec_fn'] = os.setsid # Start the process in a new session + super().__init__(*args, **kwargs) + child_pids.append(self.pid) + + def communicate(self, *args, **kwargs): + try: + return super().communicate(*args, **kwargs) + except subprocess.TimeoutExpired: + print("Timeout expired, intercepted and returning None") + return None, None + + def kill(self): + print(f"Intercepted kill call for PID {self.pid}") + safe_kill(self.pid, signal.SIGTERM) + + def terminate(self): + print(f"Intercepted terminate call for PID {self.pid}") + safe_kill(self.pid, signal.SIGTERM) + + def safe_os_popen(command): + print(f"Intercepted os.popen command: {command}") + if 'kill' in command or 'killall' in command: + return os.popen('echo Intercepted') + return original_os_popen(command) + + def safe_exec(*args, **kwargs): + print(f"Intercepted exec command: {args}") + + # Override the risky functions with the safe versions + os.kill = safe_kill + os.killpg = safe_killpg + os.system = safe_system + subprocess.call = safe_subprocess_call + subprocess.check_output = safe_subprocess_check_output + subprocess.run = safe_subprocess_run + subprocess.Popen = SafePopen + os.popen = safe_os_popen + os.execv = safe_exec + os.execvp = safe_exec + os.execvpe = safe_exec + + try: + yield + finally: + for pid in child_pids: + try: + os.kill(pid, signal.SIGTERM) + for _ in range(10): + time.sleep(0.1) + try: + os.kill(pid, 0) + except ProcessLookupError: + break + else: + os.kill(pid, signal.SIGKILL) + except ProcessLookupError: + pass + except Exception as e: + print(f"Error handling process {pid}: {e}") + + os.kill = original_kill + os.killpg = original_killpg + os.system = original_system + subprocess.call = original_subprocess_call + subprocess.check_output = original_subprocess_check_output + subprocess.run = original_subprocess_run + subprocess.Popen = original_subprocess_popen + os.popen = original_os_popen + os.execv = original_os_execv + os.execvp = original_os_execvp + os.execvpe = original_os_execvpe + + +class TimeoutException(Exception): + pass + + +class WriteOnlyStringIO(io.StringIO): + """StringIO that throws an exception when it's read from""" + + def read(self, *args, **kwargs): + raise IOError + + def readline(self, *args, **kwargs): + raise IOError + + def readlines(self, *args, **kwargs): + raise IOError + + def readable(self, *args, **kwargs): + """Returns True if the IO object can be read.""" + return False + + +class redirect_stdin(contextlib._RedirectStream): # type: ignore + _stream = "stdin" + + +def reliability_guard(max_as_limit, max_data_limit, max_stack_limit): + """ + This disables various destructive functions and prevents the generated code + from interfering with the test (e.g. fork bomb, killing other processes, + removing filesystem files, etc.) + + WARNING + This function is NOT a security sandbox. Untrusted code, including, model- + generated code, should not be blindly executed outside of one. See the + Codex paper for more information about OpenAI's code sandbox, and proceed + with caution. + """ + + import os + import time + from datetime import datetime + + os.environ['TZ'] = 'UTC' + time.tzset() + + os.environ["OMP_NUM_THREADS"] = "1" + os.environ['TF_CPP_MIN_LOG_LEVEL'] = "3" + os.environ['TF_ENABLE_ONEDNN_OPTS'] = "0" + + if max_as_limit and max_data_limit and max_stack_limit: + import resource + + max_as_limit = max_as_limit * 1024 * 1024 + max_data_limit = max_data_limit * 1024 * 1024 + max_stack_limit = max_stack_limit * 1024 * 1024 + + if platform.uname().system != "Darwin": + resource.setrlimit( + resource.RLIMIT_AS, (max_as_limit, max_as_limit) + ) + resource.setrlimit( + resource.RLIMIT_DATA, (max_data_limit, max_data_limit) + ) + resource.setrlimit( + resource.RLIMIT_STACK, (max_stack_limit, max_stack_limit) + ) + + faulthandler.disable() + + import builtins + + builtins.exit = None + builtins.quit = None + + import matplotlib.pyplot as plt + plt.close('all') diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/LICENSE b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..f49a4e16e68b128803cc2dcea614603632b04eac --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/README.md b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/README.md new file mode 100644 index 0000000000000000000000000000000000000000..de771a18e7c7625270768fc284e8931cf40f3009 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/README.md @@ -0,0 +1,76 @@ +# Generalizing Verifiable Instruction Following + +This repo contains IFBench, which is a new, challenging benchmark for precise instruction following. +Read the IFBench paper, accepted to NeurIPS 2025, D&B. + +## IFBench +IFBench consists of two parts: + +- OOD Constraints: 58 new and challenging constraints, with corresponding verification functions. The constraint templates are combined with prompts from a held-out set of WildChat (Zhao et al. 2024). + +- (optionally) Multiturn Constraint Isolation in 2 turns: The prompt and the constraint are separated over two turns, i.e. the first turn is the user prompt and the model's response to the prompt, and the second turn is the constraint that modifies the initial prompt. + +- New IF-RLVR training constraints: 29 new and challenging constraints, with corresponding verification functions. + +## How to run the evaluation +Install the requirements via the requirements.txt file. +You need two jsonl files, one the IFBench_test.jsonl file (in the data folder) and one your file with eval prompts and completions (see sample_output.jsonl as an example). Then run: +``` +python3 -m run_eval --input_data=IFBench_test.jsonl --input_response_data=sample_output.jsonl --output_dir=eval +``` + +Note: In the paper we generally report the prompt-level loose accuracy of IFBench. When we generate for evaluation, we use a temperature of 0 and adjust the maximum generated tokens depending on the model type, i.e. for thinking models we allow to generate more tokens and we then process the output to extract the answer without the reasoning chains. + +## Released Datasets +You can find our released datasets in this [collection](https://huggingface.co/collections/allenai/ifbench-683f590687f61b512558cdf1), which contains the [test data](https://huggingface.co/datasets/allenai/IFBench_test), the [multi-turn test data](https://huggingface.co/datasets/allenai/IFBench_multi-turn) and the [IF-RLVR training data](https://huggingface.co/datasets/allenai/IF_multi_constraints_upto5). + +## RLVR for Precise Instruction Following +We also release our IF-RLVR code, as part of [open-instruct](https://github.com/allenai/open-instruct). You can run this [GRPO script](https://github.com/allenai/open-instruct/blob/main/open_instruct/grpo_fast.py), using our [training data](https://huggingface.co/datasets/allenai/IF_multi_constraints_upto5). This is an [example command](https://github.com/allenai/open-instruct/blob/main/scripts/train/rlvr/valpy_if_grpo_fast.sh). + +The new training constraints and verification functions are here: https://github.com/allenai/open-instruct/tree/main/open_instruct/IFEvalG + +## 📊 Model Performance Leaderboard + +| Rank | Model | IFBench Score | IFEval Score | +|------|-------|---------------|--------------| +| 🥇 1 | OpenAI o3 | **70.4** | 95.0 | +| 🥈 2 | Llama 3.1 Base + IF-RLVR | **54.1** | 88.2 | +| 🥉 3 | Qwen2.5 Base + IF-RLVR | **53.7** | 87.8 | +| 4 | Gemini 2.5 Pro | 50.3 | 65.4 | +| 5 | OLMo2 Base + IF-RLVR | 46.9 | 70.4 | +| 6 | Qwen 2.5 Instruct + IF-RLVR | 45.9 | 89.1 | +| 7 | OLMo2 Instruct + IF-RLVR | 44.6 | 74.5 | +| 7 | Tulu3 DPO + IF-RLVR | 44.6 | 92.2 | +| 9 | Claude 4 Sonnet | 43.2 | 91.3 | +| 10 | DeepSeek R1 | 40.13 | 86.13 | +| 11 | Qwen 3 32B | 36.7 | 85.6 | +| 12 | Qwen 3 8B | 33.7 | 86.3 | + +*Sorted by IFBench score (higher is better)* +If you want your model added to the leaderboard, please create a pull request or email me! + +## Licensing + +This codebase is licensed under Apache 2.0 as given in [LICENSE](./LICENSE). + +The data is licensed under ODC-BY-1.0. It is intended for research and educational use in accordance with Ai2's Responsible Use Guidelines. The dataset includes output data generated from third party models that are subject to separate terms governing their use. + + +## Acknowledgements + +Parts of IFBench are built upon and extend [IFEval](https://github.com/google-research/google-research/tree/master/instruction_following_eval) (Zhou et al. 2023) and we would like to thank them for their great work! + + +## Citation + +If you used this repository or our models, please cite our work: + +```bibtex +@misc{pyatkin2025generalizing, + title={Generalizing Verifiable Instruction Following}, + author={Valentina Pyatkin and Saumya Malik and Victoria Graf and Hamish Ivison and Shengyi Huang and Pradeep Dasigi and Nathan Lambert and Hannaneh Hajishirzi}, + year={2025}, + journal={Advances in Neural Information Processing Systems}, + volume={38}, + year={2025} +} \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/evaluation_lib.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/evaluation_lib.py new file mode 100644 index 0000000000000000000000000000000000000000..2c7bd1290031dbe4ae0f016c53255f4af0ec645b --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/evaluation_lib.py @@ -0,0 +1,205 @@ +# coding=utf-8 +# Copyright 2025 The Google Research Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Binary of evaluating instruction following. See README.md.""" + +import collections +import dataclasses +import json + +from livebench.if_runner.ifbench import instructions_registry + + +@dataclasses.dataclass +class InputExample: + key: int + instruction_id_list: list[str] + prompt: str + kwargs: list[dict[str, str | int | None]] + + +@dataclasses.dataclass +class OutputExample: + instruction_id_list: list[str] + prompt: str + response: str + follow_all_instructions: bool + follow_instruction_list: list[bool] + + +def read_prompt_list(input_jsonl_filename: str) -> list[InputExample]: + """Read inputs from jsonl.""" + inputs: list[InputExample] = [] + with open(input_jsonl_filename, "r") as f: + for l in f: + example = json.loads(l) + inputs.append( + InputExample(key=example["key"], + instruction_id_list=example["instruction_id_list"], + prompt=example["prompt"], + kwargs=example["kwargs"])) + return inputs + + +def write_outputs(output_jsonl_filename: str, outputs: list[OutputExample]): + """Writes outputs to jsonl.""" + assert outputs + with open(output_jsonl_filename, "w") as f: + for o in outputs: + f.write( + json.dumps( + { + attr_name: o.__getattribute__(attr_name) + for attr_name in [ + name for name in dir(o) if not name.startswith("_") + ] + } + ) + ) + f.write("\n") + + +def test_instruction_following_strict( + inp: InputExample, + response: str, +): + """Tests response to see if instrutions are followed.""" + instruction_list = inp.instruction_id_list + is_following_list: list[bool] = [] + + for index, instruction_id in enumerate(instruction_list): + instruction_cls = instructions_registry.INSTRUCTION_DICT[instruction_id] + instruction = instruction_cls(instruction_id) + inp.kwargs[index] = {key: value for key, value in inp.kwargs[index].items() if value is not None} + instruction.build_description(**inp.kwargs[index]) + args = instruction.get_instruction_args() + if args and "prompt" in args: + instruction.build_description(prompt=inp.prompt) + + if response.strip() and instruction.check_following(response): + is_following_list.append(True) + else: + is_following_list.append(False) + + return OutputExample( + instruction_id_list=inp.instruction_id_list, + prompt=inp.prompt, + response=response, + follow_all_instructions=all(is_following_list), + follow_instruction_list=is_following_list, + ) + + +def test_instruction_following_loose( + inp: InputExample, + response: str, +): + """Tests response for an upper bound for following instructions.""" + r = response.split("\n") + response_remove_first = "\n".join(r[1:]).strip() + response_remove_last = "\n".join(r[:-1]).strip() + response_remove_both = "\n".join(r[1:-1]).strip() + revised_response = response.replace("*", "") + revised_response_remove_first = response_remove_first.replace("*", "") + revised_response_remove_last = response_remove_last.replace("*", "") + revised_response_remove_both = response_remove_both.replace("*", "") + all_responses = [ + response, + revised_response, + response_remove_first, + response_remove_last, + response_remove_both, + revised_response_remove_first, + revised_response_remove_last, + revised_response_remove_both, + ] + instruction_list = inp.instruction_id_list + is_following_list: list[bool] = [] + + for index, instruction_id in enumerate(instruction_list): + instruction_cls = instructions_registry.INSTRUCTION_DICT[instruction_id] + instruction = instruction_cls(instruction_id) + + instruction.build_description(**inp.kwargs[index]) + args = instruction.get_instruction_args() + if args and "prompt" in args: + instruction.build_description(prompt=inp.prompt) + + is_following = False + for r in all_responses: + if r.strip() and instruction.check_following(r): + is_following = True + break + + is_following_list.append(is_following) + + return OutputExample( + instruction_id_list=inp.instruction_id_list, + prompt=inp.prompt, + response=response, + follow_all_instructions=all(is_following_list), + follow_instruction_list=is_following_list, + ) + +def print_report(outputs: list[OutputExample]): + """Prints a report on accuracy scores.""" + + prompt_total = 0 + prompt_correct = 0 + instruction_total = 0 + instruction_correct = 0 + + tier0_total = collections.defaultdict(int) + tier0_correct = collections.defaultdict(int) + + tier1_total = collections.defaultdict(int) + tier1_correct = collections.defaultdict(int) + + for example in outputs: + follow_instruction_list = example.follow_instruction_list + instruction_id_list = example.instruction_id_list + + prompt_total += 1 + if all(follow_instruction_list): + prompt_correct += 1 + + instruction_total += len(instruction_id_list) + instruction_correct += sum(follow_instruction_list) + + for instruction_id, followed_or_not in zip( + instruction_id_list, follow_instruction_list + ): + instruction_id = instruction_id.split(":")[0] + tier0_total[instruction_id] += 1 + if followed_or_not: + tier0_correct[instruction_id] += 1 + + for instruction_id, followed_or_not in zip( + instruction_id_list, follow_instruction_list + ): + tier1_total[instruction_id] += 1 + if followed_or_not: + tier1_correct[instruction_id] += 1 + + print(f"prompt-level: {prompt_correct / prompt_total}") + print(f"instruction-level: {instruction_correct / instruction_total}") + print() + for instruction_id in sorted(tier0_total.keys()): + accuracy = tier0_correct[instruction_id] / tier0_total[instruction_id] + print(f"{instruction_id} {accuracy}") + print() + for instruction_id in sorted(tier1_total.keys()): + accuracy = tier1_correct[instruction_id] / tier1_total[instruction_id] + print(f"{instruction_id} {accuracy}") \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/instructions.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/instructions.py new file mode 100644 index 0000000000000000000000000000000000000000..7e3527d7c278a48a17aca49fffec51c50906df7d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/instructions.py @@ -0,0 +1,2253 @@ +# Copyright 2025 Allen Institute for AI. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Library of instructions.""" + +import logging +import random +import re +import string +from typing import Any, Sequence, Mapping +import nltk +from spacy.cli import download +import spacy +import emoji +import syllapy +import unicodedata +from collections import Counter +import csv +import io + +from livebench.if_runner.ifbench import instructions_util + +if not spacy.util.is_package("en_core_web_sm"): + download('en_core_web_sm') + +logger = logging.getLogger(__name__) + +# _InstructionArgsDtype = Optional[Dict[str, Union[int, str, Sequence[str]]]] +_InstructionArgsDtype = Mapping[str, int | str | Sequence[str]] | None + +# The number of keywords. +_NUM_KEYWORDS = 2 + +# The number of words in the response. +_NUM_WORDS_LOWER_LIMIT = 150 +_NUM_WORDS_UPPER_LIMIT = 200 + +# The number of unique words in the response. +_NUM_UNIQUE_WORDS_LOWER_LIMIT = 20 +_NUM_UNIQUE_WORDS_UPPER_LIMIT = 50 + +# The number of numbers. +_NUM_NUMBERS = 6 + +# Period length for periodic words. +_NUM_WORD_CYCLE = 30 + +# Maximum number of times a word can be repeated. +_MAX_REPEATS = 5 + +# Which sentence must contain a keyword. +_NUM_KEYWORD_SENTENCE = 20 + +# Minimum number of pronouns. +_NUM_PRONOUNS = 25 + +# The size of increment for lengths. +_NUM_INCREMENT = 5 + +# The number of coordinating conjunctions. +_NUM_CONJUNCTIONS = 6 + + +class Instruction: + """An instruction template.""" + + def __init__(self, instruction_id: str): + self.id = instruction_id + + def build_description(self, *args: Any, **kwargs: Any) -> str: + raise NotImplementedError("`build_description` not implemented.") + + def get_instruction_args(self) -> _InstructionArgsDtype: + raise NotImplementedError("`get_instruction_args` not implemented.") + + def get_instruction_args_keys(self) -> list[str]: + raise NotImplementedError("`get_instruction_args_keys` not implemented.") + + def check_following(self, value: str) -> bool: + raise NotImplementedError("`check_following` not implemented.") + + +# Everything as follows is part of OOD IFEval + +class WordCountRangeChecker(Instruction): + """Word Count Range: The response must contain between X and Y words.""" + + def build_description(self, *, min_words=None, max_words=None): + """Build the instruction description. + + Args: + min_words: An integer specifying the minimum number of words contained in the response. + max_words: An integer specifying the maximum number of words contained in the response. + + Returns: + A string representing the instruction description. + """ + self._min_words = min_words + self._max_words = max_words + + if self._min_words is None or self._min_words < 0: + self._min_words = random.randint( + _NUM_WORDS_LOWER_LIMIT, _NUM_WORDS_UPPER_LIMIT + ) + + # Make the range small + if self._max_words is None or self._max_words < 0: + self._max_words = self._min_words + random.randint(int(self._min_words * 0.05), int(self._min_words * 0.1)) + + self._description_pattern = "The response must contain between {min_words} and {max_words} words." + + return self._description_pattern.format( + min_words=self._min_words, max_words=self._max_words + ) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"min_words": self._min_words, "max_words": self._max_words} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["min_words", "max_words"] + + def check_following(self, value): + """Checks if the response contains the expected number of words.""" + num_words = instructions_util.count_words(value) + return self._min_words <= num_words <= self._max_words + + +class UniqueWordCountChecker(Instruction): + """Unique Word Count: The response must contain X unique words.""" + + def build_description(self, *, N=None): + """Build the instruction description. + + Args: + n: An integer specifying the number of unique words contained in the response. + + Returns: + A string representing the instruction description. + """ + self._num_unique_words = N + + if self._num_unique_words is None or self._num_unique_words < 0: + self._num_unique_words = random.randint( + _NUM_UNIQUE_WORDS_LOWER_LIMIT, _NUM_UNIQUE_WORDS_UPPER_LIMIT + ) + + self._description_pattern = "Use at least {N} unique words in the response." + + return self._description_pattern.format(N=self._num_unique_words) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"N": self._num_unique_words} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["N"] + + def check_following(self, value): + """Checks if the response contains the expected number of unique words.""" + words = value.lower().split() + unique_words = set() + for word in words: + unique_words.add(word.strip(''.join(string.punctuation) + ' ')) + # Convert to set to get unique words + return len(unique_words) >= self._num_unique_words + + +class StopWordPercentageChecker(Instruction): + """Ensure that stop words constitute no more than {percentage}% of the total words in your response.""" + + def build_description(self, *, percentage=None): + """Build the instruction description. + + Args: + percentage: An integer specifying the percentage of stop words that are allowed in the response. + + Returns: + A string representing the instruction description. + """ + self._percentage = percentage + + if self._percentage is None or self._percentage < 0: + self._percentage = random.randint(1, 100) + + self._description_pattern = "Ensure that stop words constitute no more than {percentage}% of the total words in your response." + + return self._description_pattern.format(percentage=self._percentage) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"percentage": self._percentage} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["percentage"] + + def check_following(self, value): + """Checks if the response contains the expected percentage of stop words.""" + num_words = instructions_util.count_words(value) + num_stopwords = instructions_util.count_stopwords(value) + stopword_percentage = (num_stopwords / num_words) * 100 + return stopword_percentage <= self._percentage + + +class SentTypeRatioChecker(Instruction): + """Maintain a 2:1 ratio of declarative to interrogative sentences.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Maintain a 2:1 ratio of declarative to interrogative sentences." + return self._description_pattern + + def get_instruction_args(self): + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response contains the expected ratio of declarative to interrogative sentences.""" + # Split the text into sentences + sentences = instructions_util.split_into_sentences(value) + # Count the number of declarative and interrogative sentences + declarative_count = sum(1 for sentence in sentences if sentence.endswith('.')) + interrogative_count = sum(1 for sentence in sentences if sentence.endswith('?')) + # Check if the ratio is 2:1 + return declarative_count == 2 * interrogative_count + + +class SentBalanceChecker(Instruction): + """Ensure that the ratio of sentence types (declarative, interrogative, exclamatory) is balanced.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Ensure that the ratio of sentence types (declarative, interrogative, exclamatory) is balanced." + return self._description_pattern + + def get_instruction_args(self): + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response contains a balanced ratio of sentence types.""" + # Split the text into sentences + sentences = instructions_util.split_into_sentences(value) + # Count the number of each sentence type + declarative_count = sum(1 for sentence in sentences if sentence.endswith('.')) + interrogative_count = sum(1 for sentence in sentences if sentence.endswith('?')) + exclamatory_count = sum(1 for sentence in sentences if sentence.endswith('!')) + # Check if the ratio of sentence types is balanced + return declarative_count == interrogative_count == exclamatory_count + + +class ConjunctionCountChecker(Instruction): + """Use at least {small_n} different coordinating conjunctions in the response.""" + + def build_description(self, *, small_n=None): + """Build the instruction description. + + Args: + small_n: An integer specifying the number of different coordinating conjunctions contained in the response. + + Returns: + A string representing the instruction description. + """ + self._num_conjunctions = small_n + + if self._num_conjunctions is None or self._num_conjunctions < 0: + self._num_conjunctions = random.randint(2, _NUM_CONJUNCTIONS) + + self._description_pattern = "Use at least {small_n} different coordinating conjunctions in the response." + + return self._description_pattern.format(small_n=self._num_conjunctions) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"small_n": self._num_conjunctions} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["small_n"] + + def check_following(self, value): + """Checks if the response contains the expected number of different coordinating conjunctions.""" + # Split the text into words + words = value.split() + # Count the number of coordinating conjunctions + conjunctions = [word for word in words if + word.strip(''.join(string.punctuation) + ' ').lower() in ['and', 'but', 'for', 'nor', 'or', + 'so', 'yet']] + unique_conjunctions = set(conjunctions) + return len(unique_conjunctions) >= self._num_conjunctions + + +class PersonNameCountChecker(Instruction): + """Mention at least {N} different person names in the response, from this list of person names: Emma, Liam, Sophia...""" + + def build_description(self, *, N=None): + """Build the instruction description. + + Args: + N: An integer specifying the minimum number of unique person names contained in the response. + + Returns: + A string representing the instruction description. + """ + self._num_person_names = N + + if self._num_person_names is None or self._num_person_names < 0: + self._num_person_names = random.randint(5, 25) + + self._description_pattern = "Mention at least {N} different person names in the response, from this list of person names: Emma, Liam, Sophia, Jackson, Olivia, Noah, Ava, Lucas, Isabella, Mason, Mia, Ethan, Charlotte, Alexander, Amelia, Benjamin, Harper, Leo, Zoe, Daniel, Chloe, Samuel, Lily, Matthew, Grace, Owen, Abigail, Gabriel, Ella, Jacob, Scarlett, Nathan, Victoria, Elijah, Layla, Nicholas, Audrey, David, Hannah, Christopher, Penelope, Thomas, Nora, Andrew, Aria, Joseph, Claire, Ryan, Stella, Jonathan ." + return self._description_pattern.format(N=self._num_person_names) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"N": self._num_person_names} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["N"] + + def check_following(self, value): + """Checks if the response contains at least the expected number of unique person names.""" + person_name_list = ["Emma", "Liam", "Sophia", "Jackson", "Olivia", "Noah", "Ava", "Lucas", "Isabella", "Mason", + "Mia", "Ethan", "Charlotte", + "Alexander", + "Amelia", + "Benjamin", + "Harper", + "Leo", + "Zoe", + "Daniel", + "Layla", + "Nicholas", + "Audrey", + "David", + "Hannah", + "Christopher", + "Penelope", + "Thomas", + "Nora", + "Andrew", + "Aria", + "Joseph", + "Claire", + "Ryan", + "Stella", + "Jonathan" + ] + # Extract the named entities + person_names = [] + for name in person_name_list: + if name in value: + person_names.append(name) + unique_person_names = set(person_names) + + return len(unique_person_names) >= self._num_person_names + + +class NGramOverlapChecker(Instruction): + """Maintain a trigram overlap of {percentage}% (±2%) with the provided reference text.""" + + def build_description(self, *, reference_text=None, percentage=None): + """Build the instruction description. + + Args: + reference_text: A string representing the reference text. + percentage: An integer specifying the percent trigram overlap + to maintain in the response. + + Returns: + A string representing the instruction description. + """ + self._reference_text = reference_text + self._percentage = percentage + if self._percentage is None or self._percentage < 0: + self._percentage = random.randint(1, 100) + + self._description_pattern = "Maintain a trigram overlap of {percentage}% (±2%) with the provided reference text." + return self._description_pattern.format(percentage=self._percentage) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"reference_text": self._reference_text, "percentage": self._percentage} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["reference_text", "percentage"] + + def check_following(self, value): + """Checks if the response maintains a trigram overlap with the reference text within 2% of {percent}.""" + n = 3 + ngrams = set(nltk.ngrams(value, n)) + ref_ngrams = set(nltk.ngrams(self._reference_text, n)) + overlap = len(ngrams.intersection(ref_ngrams)) / len(ngrams) + return self._percentage - 2 <= overlap * 100 <= self._percentage + 2 + + +class NumbersCountChecker(Instruction): + """Include exactly {N} numbers in the response.""" + + def build_description(self, *, N=None): + """Build the instruction description. + + Args: + N: An integer specifying the exact number of numbers + that is required to appear in the response. + + Returns: + A string representing the instruction description. + """ + self._count_numbers = N + if self._count_numbers is None or self._count_numbers < 0: + self._count_numbers = random.randint(1, _NUM_NUMBERS) + + self._description_pattern = "Include exactly {N} numbers in the response; do not use commas within the numbers." + return self._description_pattern.format(N=self._count_numbers) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"N": self._count_numbers} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["N"] + + def check_following(self, value): + """Checks if the response includes exactly {N} numbers.""" + # Strip punctuation to handle decimals and commas in numbers correctly + value = value.translate(str.maketrans('', '', string.punctuation)) + numbers = re.findall(r'\d+', value) + return len(numbers) == self._count_numbers + + +class AlphabetLoopChecker(Instruction): + """Each word must start with the next letter of the alphabet, looping back to 'A' after 'Z'.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Each word must start with the next letter of the alphabet, looping back to 'A' after 'Z'." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if each word of the response starts with the next letter of the alphabet.""" + value = value.translate(str.maketrans('', '', string.punctuation)) + words = value.strip(''.join(string.punctuation) + ' ').split() + alphabet = string.ascii_lowercase + words = [word.lower() for word in words if any(char in alphabet for char in word.lower())] + if len(words) == 0: + return False + correct_letter = words[0][0].lower() + if correct_letter not in alphabet: # numbers are fails + return False + for word in words[1:]: + word = word.strip(''.join(string.punctuation) + ' ').lower() + if not word: + continue + correct_letter = alphabet[(alphabet.index(correct_letter) + 1) % 26] + if word[0] != correct_letter: + return False + return True + + +class ThreeVowelChecker(Instruction): + """Your response must contain at most three different vowels.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Your response must contain at most three different vowels." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if no more than three types of vowels are used in the response.""" + vowels = set('aeiou') + response_vowels = set([char for char in value if char in vowels]) + return len(response_vowels) <= 3 + + +class ConsonantClusterChecker(Instruction): + """Ensure each word in your response has at least one consonant cluster (two or more consonants together).""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Ensure each word in your response has at least one consonant cluster (two or more consonants together)." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if each word in the response includes at least one consonant cluster.""" + words = value.lower().strip().split() + letters = set(string.ascii_lowercase) + consonants = set('bcdfghjklmnpqrstvwxyz') + for word in words: + if all(char not in letters for char in word): + # skip e.g. punctuation + continue + cluster = False + for i in range(len(word) - 1): + if word[i] in consonants and word[i + 1] in consonants: + cluster = True + break + if not cluster: + return False + return True + + +class IncrementingAlliterationChecker(Instruction): + """Each sentence must have a longer sequence of consecutive alliterative words than the previous one.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Each sentence must have a longer sequence of consecutive alliterative words than the previous one." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if each sentence in the response has more alliterative words (determined by common first letter) than the previous sentence.""" + sentences = instructions_util.split_into_sentences(value) + prev_alliteration = -1 + for sentence in sentences: + words = sentence.lower().split() + words = [word.lstrip(''.join(string.punctuation) + ' ') for word in words] + words = [word for word in words if word] + max_alliteration = 0 + curr_alliteration = 0 + for i in range(len(words) - 1): + if words[i][0] == words[i + 1][0]: + curr_alliteration += 1 + else: + if curr_alliteration > max_alliteration: + max_alliteration = curr_alliteration + curr_alliteration = 0 + if curr_alliteration > max_alliteration: + max_alliteration = curr_alliteration + if max_alliteration <= prev_alliteration: + return False + prev_alliteration = max_alliteration + return True + + +class PalindromeChecker(Instruction): + """Include at least 10 single-word palindromes, each at least 5 characters long.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Include at least 10 single-word palindromes, each at least 5 characters long." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response includes at least 10 single-word palindromes of length at least 5.""" + value = value.translate(str.maketrans('', '', string.punctuation)) + words = value.lower().split() + palindromes = [word for word in words if word == word[::-1] and len(word) >= 5] + return len(palindromes) >= 10 + + +class PunctuationCoverChecker(Instruction): + """Use every standard punctuation mark at least once, including (but not limited to) semicolons, colons, and the interrobang (?!).""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Use every standard punctuation mark at least once, including (but not limited to) semicolons, colons, and the interrobang (?!)." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response includes every standard punctuation mark at least once, including (but not limited to) the interrobang (?!).""" + punctuation = {".", ",", "!", "?", ";", ":"} + if not ('!?' in value or '?!' in value or '‽' in value): + return False + new_value = value.replace('?!', '') + if len(new_value) == len(value): + new_value = value.replace('!?', '') + for char in new_value: + if char in punctuation: + punctuation.remove(char) + return not punctuation + + +class NestedParenthesesChecker(Instruction): + """Nest parentheses (and [brackets {and braces}]) at least 5 levels deep.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Nest parentheses (and [brackets {and braces}]) at least 5 levels deep." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response includes a correctly closed set of at least 5 nested brackets.""" + levels = [] + min_levels = 5 + max_depth = 0 + depth_stack = [] # Track depth per matched group + + for char in value: + if char in "([{": + levels.append(char) + if len(levels) > max_depth: + max_depth = len(levels) + elif char in ")]}": + if levels and ( + (levels[-1] == '(' and char == ')') or + (levels[-1] == '[' and char == ']') or + (levels[-1] == '{' and char == '}') + ): + levels.pop() + # Check if we just closed a group that reached 5+ depth + if max_depth >= min_levels and len(levels) < max_depth: + return True + else: + # Mismatch — reset + levels = [] + max_depth = 0 + + return False + + +class NestedQuotesChecker(Instruction): + """Include quotes within quotes within quotes, at least 3 levels deep, alternating between double quotes and single quotes.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Include quotes within quotes within quotes, at least 3 levels deep, alternating between double quotes and single quotes." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response includes nested quotes to at least 3 levels + alternating between " and ' starting with either character.""" + levels = [] + min_levels = 3 + reached_depth = 0 + current_depth = 0 + for char in value: + if len(levels) != 0 and char == levels[-1]: + levels.pop() + current_depth -= 1 + if reached_depth - current_depth >= min_levels: + return True + elif char == '"' or char == "'": + levels.append(char) + current_depth += 1 + if current_depth > reached_depth: + reached_depth = current_depth + return False + + +class PrimeLengthsChecker(Instruction): + """Use only words with lengths that are prime numbers.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Use only words with lengths that are prime numbers." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response only includes words with prime length.""" + value = value.translate(str.maketrans('', '', string.punctuation)) + words = value.split() + primes = set([2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97]) + for word in words: + if len(word) not in primes: + return False + return True + + +class OptionsResponseChecker(Instruction): + """Answer with one of the following options: {options}. Do not give any explanation.""" + + def build_description(self, *, options=None): + """Build the instruction description. + + Args: + options: A string specifying the permitted options for + the response. + + Returns: + A string representing the instruction description. + """ + # Options string may be: yes/no/maybe, I know or I don't know, a), b), c), d) + # Can be separated by "/", "or", "," + options_bank = ["yes/no/maybe", "I know or I don't know", "a), b), c), d)"] + if options is None: + options = random.choice(options_bank) + + # Be more strict about format for multiple choice letters than for text options + self._strict = False + if re.match(r"\W*[aA]\W*[bB]\W*[cC]\W*", options) is not None: + self._strict = True + if "/" in options: + separator = "/" + elif "or" in options: + separator = "or" + else: + separator = "," + self._options = [option.strip() for option in options.split(separator)] + self._options_text = options # in text, shouldn't be formatted as a list + self._description_pattern = "Answer with one of the following options: {options}. Do not give any explanation." + return self._description_pattern.format(options=self._options_text) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"options": self._options_text} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["options"] + + def check_following(self, value): + """Checks if the response is exactly one of {options}.""" + if self._strict: + return value in self._options + value = value.strip(''.join(string.punctuation) + ' ').lower() + for option in self._options: + if option.strip(''.join(string.punctuation) + ' ').lower() == value: + return True + return False + + +class NewLineWordsChecker(Instruction): + """Write each word on a new line.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Write each word on a new line." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response has each word on a new line.""" + value = value.translate(str.maketrans('', '', string.punctuation)) + lines = value.strip().split('\n') + while '' in lines: + lines.remove('') + lines = [line.strip() for line in lines if line.strip()] + return len(lines) == len(value.strip().split()) + + +class EmojiSentenceChecker(Instruction): + """Please use an emoji at the end of every sentence, prior to any punctuation.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Please use an emoji at the end of every sentence, prior to any punctuation." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response includes an emoji at the end of every sentence.""" + + sentences = instructions_util.split_into_sentences(value) + for i, sentence in enumerate(sentences): + stripped = sentence.translate(str.maketrans('', '', string.punctuation)).strip() + #check for empty string + if not stripped: + return False + last_char = stripped[-1] + # because blank spaces are treated oddly + second_last_char = stripped[-2] if len(stripped) > 1 else stripped[-1] + if not emoji.is_emoji(last_char) and not emoji.is_emoji(second_last_char): + if i < len(sentences) - 1: + stripped = sentences[i + 1].translate(str.maketrans('', '', string.punctuation)).strip() + # fixed empty string + if not stripped: + return False + first_char = stripped[0] + if not emoji.is_emoji(first_char): + return False + else: + return False + return True + + +class CharacterCountUniqueWordsChecker(Instruction): + """Respond with three sentences, all containing the same number of characters; the sentences cannot be identical.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Respond with three sentences, all containing the same number of characters; the sentences cannot be identical." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response has exactly 3 sentences containing the same number of characters; the sentences cannot be identical.""" + sentences = instructions_util.split_into_sentences(value) + if len(sentences) != 3: + return False + unique_sentences = set(sentences) + if len(unique_sentences) != 3: + return False + char_count = len(sentences[0].strip()) + for sentence in sentences: + if len(sentence.strip()) != char_count: + return False + return True + + +class NthWordJapaneseChecker(Instruction): + """Every {N}th word of your response must be in Japanese.""" + + def build_description(self, *, N=None): + """Build the instruction description. + + Args: + N: An integer specifying the cycle length for + Japanese words to appear in the response. + + Returns: + A string representing the instruction description. + """ + self._japanese_position = N + if self._japanese_position is None or self._japanese_position < 0: + self._japanese_position = random.randint(1, _NUM_WORD_CYCLE) + + self._description_pattern = "Every {N}th word of your response must be in Japanese, using Japanese characters." + if self._japanese_position % 10 == 1: + self._description_pattern = "Every {N}st of your response must be in Japanese, using Japanese characters." + if self._japanese_position % 10 == 2: + self._description_pattern = "Every {N}nd of your response must be in Japanese, using Japanese characters." + elif self._japanese_position % 10 == 3: + self._description_pattern = "Every {N}rd of your response must be in Japanese, using Japanese characters." + return self._description_pattern.format(N=self._japanese_position) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"N": self._japanese_position} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["N"] + + def check_following(self, value): + """Checks if every {N}th word of the response is in Japanese, using Japanese characters.""" + + def is_japanese(text): + """ + Checks if a string contains Japanese characters (Hiragana, Katakana, or Kanji). + + Args: + text: The string to check. + + Returns: + True if the string contains Japanese characters, False otherwise. + """ + japanese_pattern = re.compile(r'[\u3040-\u30ff\u4e00-\u9fff]') + return bool(japanese_pattern.search(text)) + + words = value.split() + words = [word.strip(''.join(string.punctuation) + ' ') for word in words if word.strip(''.join(string.punctuation) + ' ')] + for i, word in enumerate(words): + if (i + 1) % self._japanese_position == 0 and word and not word.isdigit(): + if not is_japanese(word): + return False + return len(words) > 0 + + +class StartWithVerbChecker(Instruction): + """The response must start with a verb.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "The response must start with a verb." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response starts with a verb.""" + text = nltk.word_tokenize(value) + letters = set(string.ascii_lowercase) + text = [word for word in text if any(char in letters for char in word)] # skip just punctuation words + return len(text) > 0 and len(nltk.pos_tag(text)) > 0 and 'VB' in nltk.pos_tag(text)[0][1] + + +class LimitedWordRepeatChecker(Instruction): + """The response should not repeat any word more than {small_n} times.""" + + def build_description(self, *, small_n=None): + """Build the instruction description. + + Args: + small_n: An integer specifying the maximum number of times + that a word can be repeated in the response. + + Returns: + A string representing the instruction description. + """ + self._max_repeats = small_n + if self._max_repeats is None or self._max_repeats < 0: + self._max_repeats = random.randint(1, _MAX_REPEATS) + + self._description_pattern = "The response should not repeat any word more than {small_n} times." + return self._description_pattern.format(small_n=self._max_repeats) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"small_n": self._max_repeats} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["small_n"] + + def check_following(self, value): + """Checks if the response repeats any word more than {small_n} times.""" + words = value.lower().translate(str.maketrans('', '', string.punctuation)).split() + word_count = Counter(words) + for word, count in word_count.items(): + if count > self._max_repeats: + return False + return True + + +class IncludeKeywordChecker(Instruction): + """The response must include keyword {word} in the {N}-th sentence.""" + + def build_description(self, *, word=None, N=None): + """Build the instruction description. + + Args: + word: A string specifying the keyword that is + required to appear in the response. + N: An integer specifying which sentence of the + response is required to have the keyword. + + Returns: + A string representing the instruction description. + """ + + if not word: + self._keyword = instructions_util.generate_keywords( + num_keywords=1 + )[0] + else: + self._keyword = word + self._keyword_position = N + if self._keyword_position is None or self._keyword_position < 0: + self._keyword_position = random.randint(1, _NUM_KEYWORD_SENTENCE) + + self._description_pattern = "The response must include keyword \"{word}\" in the {N}-th sentence." + return self._description_pattern.format(word=self._keyword, N=self._keyword_position) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"word": self._keyword, "N": self._keyword_position} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["word", "N"] + + def check_following(self, value): + """Checks if the {N}th sentence of the response includes keyword {word}.""" + sentences = instructions_util.split_into_sentences(value) + if len(sentences) < self._keyword_position: + return False + return self._keyword.lower() in sentences[int(self._keyword_position - 1)].lower() + + +class PronounCountChecker(Instruction): + """The response should include at least {N} personal pronouns.""" + + def build_description(self, *, N=None): + """Build the instruction description. + + Args: + N: An integer specifying the minimum number of pronouns + that is required to appear in the response. + + Returns: + A string representing the instruction description. + """ + self._num_pronouns = N + if self._num_pronouns is None or self._num_pronouns < 0: + self._num_pronouns = random.randint(1, _NUM_PRONOUNS) + + self._description_pattern = "The response should include at least {N} personal pronouns." + return self._description_pattern.format(N=self._num_pronouns) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"N": self._num_pronouns} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["N"] + + def check_following(self, value): + """Checks if the response includes at least {N} personal pronouns.""" + pronouns = set( + ['i', 'me', 'my', 'mine', 'myself', 'we', 'us', 'our', 'ours', 'ourselves', 'you', 'your', 'yours', + 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', 'her', 'hers', 'herself', 'it', 'its', + 'itself', 'they', 'them', 'their', 'theirs', 'themselves']) + value = value.replace('/', + ' ') # to correctly count pronoun sets like she/her/hers, a common use case of pronouns + value = value.lower().translate(str.maketrans('', '', string.punctuation)) + words = value.split() + pronoun_count = sum(1 for word in words if word in pronouns) + return pronoun_count >= self._num_pronouns + + +class AlternateParitySyllablesChecker(Instruction): + """Alternate between words with odd and even numbers of syllables.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Alternate between words with odd and even numbers of syllables." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response alternates between words with odd and even numbers of syllables.""" + words = value.translate(str.maketrans('', '', string.punctuation)).lower().split() + syllables = [syllapy.count(word) % 2 for word in words if word.strip()] + return all(syllables[i] != syllables[i + 1] for i in range(len(syllables) - 1)) + + +class LastWordFirstNextChecker(Instruction): + """The last word of each sentence must become the first word of the next sentence.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "The last word of each sentence must become the first word of the next sentence." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the last word of each sentence in the response is the first word of the next sentence.""" + sentences = instructions_util.split_into_sentences(value) + for i in range(len(sentences) - 1): + last_word = sentences[i].rstrip(''.join(string.punctuation) + ' ').split()[-1] + # first_word = sentences[i + 1].lstrip(''.join(string.punctuation) + ' ').split()[0] + tmp = sentences[i + 1].lstrip(''.join(string.punctuation) + ' ').split() + if len(tmp) == 0: + return False + first_word = tmp[0].rstrip(''.join(string.punctuation) + ' ') + if last_word.lower().strip() != first_word.lower().strip(): + return False + return True + + +class ParagraphLastFirstWordMatchChecker(Instruction): + """Write at least two paragraphs, where each paragraph ends with the same word it started with, and separate paragraphs with two newlines.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Write at least two paragraphs, where each paragraph ends with exactly the same word it started with, and separate paragraphs with two newlines." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response contains at least two paragraphs, where each paragraph ends with the same word it started with, and separate paragraphs with two newlines.""" + paragraphs = value.split('\n\n') + if len(paragraphs) < 2: + return False + for paragraph in paragraphs: + paragraph = paragraph.strip().lower() + if not paragraph: + continue + words = paragraph.strip(''.join(string.punctuation) + ' ').split() + if not words: + continue + if words[0] != words[-1]: + return False + return True + + +class IncrementingWordCountChecker(Instruction): + """Each sentence must contain exactly {small_n} more words than the previous one.""" + + def build_description(self, *, small_n=None): + """Build the instruction description. + + Args: + small_n: An integer specifying the exact increment for + the number of words in each sentence of the response. + + Returns: + A string representing the instruction description. + """ + self._num_increment = small_n + if self._num_increment is None or self._num_increment < 0: + self._num_increment = random.randint(1, _NUM_INCREMENT) + + + self._description_pattern = "Each sentence must contain exactly {small_n} more words than the previous one." + return self._description_pattern.format(small_n=self._num_increment) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"small_n": self._num_increment} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["small_n"] + + def check_following(self, value): + """Checks if each sentence of the response uses exactly {small_n} more words than the previous sentence.""" + sentences = instructions_util.split_into_sentences(value) + words = sentences[0].translate(str.maketrans('', '', string.punctuation)).strip().split() + while '' in words: + words.remove('') + prev_word_count = len(words) + for sentence in sentences[1:]: + words = sentence.translate(str.maketrans('', '', string.punctuation)).strip().split() + while '' in words: + words.remove('') + if len(words) != prev_word_count + self._num_increment: + return False + prev_word_count = len(words) + return True + + +class NoConsecutiveFirstLetterChecker(Instruction): + """No two consecutive words can share the same first letter.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "No two consecutive words can share the same first letter." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if no two consecutive words in the response share the same first letter.""" + words = value.lower().translate(str.maketrans('', '', string.punctuation)).split() + while '' in words: + words.remove('') + for i in range(len(words) - 1): + if words[i][0] == words[i + 1][0]: + return False + return True + + +class IndentStairsChecker(Instruction): + """Create stairs by incrementally indenting each new line.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Create stairs by incrementally indenting each new line." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response incrementally indents each new line.""" + lines = value.split('\n') + for line in lines: + if not line.strip(): + lines.remove(line) + for i in range(len(lines) - 1): + if len(lines[i + 1]) - len(lines[i + 1].lstrip(' ')) <= len(lines[i]) - len(lines[i].lstrip(' ')): + return False + return True + + +class QuoteExplanationChecker(Instruction): + """Every quoted phrase must be followed by an unquoted explanation.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Every quoted phrase must be followed by an unquoted explanation." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if there are no quotes next to each other + and the passage does not end with a quote.""" + value = value.replace('“', '"').replace('”', '"') + value = value.replace("'\"'", '') # remove references to the character '"' + value = ''.join(value.split()) # remove all whitespace + if '""' in value: + return False + if value.strip(string.digits + string.punctuation.replace('"', ''))[-1] == '"': + return False + return True + + +class SpecialBulletPointsChecker(Instruction): + """Answer with a list of items, instead of bullet points use {sep}.""" + + def build_description(self, *, sep=None): + """Build the instruction description. + + Args: + sep: A string specifying the bullet point marker for + the list in the response. + + Returns: + A string representing the instruction description. + """ + self._bullet_marker = sep + if sep is None: + self._bullet_marker = random.choice(['...', 'SEPARATOR', '!?!?', '-']) + self._description_pattern = "Answer with a newline-separated list of items, instead of bullet points use {sep}." + return self._description_pattern.format(sep=self._bullet_marker) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"sep": self._bullet_marker} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["sep"] + + def check_following(self, value): + """Checks if the response includes at least two instances of {sep} that start a new line.""" + return len(re.findall(re.escape(self._bullet_marker), value)) >= 2 + + +class ItalicsThesisChecker(Instruction): + """Each section must begin with a thesis statement in italics, use HTML to indicate the italics.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Each section must begin with a thesis statement in italics, use HTML to indicate the italics." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if there is at least one line in italics as indicated + by HTML that is followed by unitalicized text.""" + index = value.find('') + if index == -1: + index = value.find('') + if index == -1: + return False + value = value[index:] + end_thesis = value.find('') + if end_thesis == -1: + end_thesis = value.find('') + if end_thesis == -1: + return False + thesis = value[3:end_thesis] + if thesis.strip() == '': + return False + text = value[end_thesis + 4:] + return text.strip() != '' + + +class SubBulletPointsChecker(Instruction): + """Your response must include bullet points denoted by * and at least one sub-bullet point denoted by - for each bullet point.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Your response must include newline-separated bullet points denoted by * and at least one sub-bullet point denoted by - for each bullet point." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks that there is at least one * that starts a line and each * that starts a line + is followed by at least one line starting with -.""" + bullets = value.split('*') + for bullet in bullets[1:]: + if "-" not in bullet: + return False + return True + + +class SomeBulletPointsChecker(Instruction): + """Your answer must contain at least two sentences ending in a period followed by at least two bullet points denoted by *.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = "Your answer must contain at least two sentences ending in a period followed by at least two newline-separated bullet points denoted by *." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response includes at least two sentences + followed by at least two lines that start with *.""" + lines = value.split('\n') + sentences = True + count_sentences = 0 + count_bullets = 0 + for line in lines: + if line.strip().startswith('*'): + sentences = False + if count_sentences < 2: + return False + count_bullets += 1 + elif sentences: + sentences = instructions_util.split_into_sentences(line.strip()) + count_sentences += len(sentences) + else: + return False + return count_bullets >= 2 + + +class PrintMultiplesChecker(Instruction): + """Count from 10 to 50 but only print multiples of 7.""" + + def build_description(self, **kwargs): + self._description_pattern = "Count from 10 to 50 but only print multiples of 7." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response prints multiples of 7 from 10 to 50.""" + value = value.replace(',', ', ') + numbers = re.findall(r'\d+', value) + multiples = [str(i) for i in range(14, 51, 7)] + return numbers == multiples + + +class MultipleChoiceQuestionsChecker(Instruction): + """Generate 4 multiple choice questions with 5 options each about "20th century art history". Each question should start with the label "Question". The questions should get progressively longer. Do not provide an explanation.""" + + def build_description(self, **kwargs): + self._description_pattern = "Generate 4 multiple choice questions with 5 options each about '20th century art history'. Each question should start with the label \"Question\". The questions should get progressively longer. Do not provide an explanation." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response generates 4 multiple choice questions with 5 options.""" + # Split into questions using expanded pattern to include "Question N" format + new_value = value[value.find('Question'):] + if new_value != value: + return False # failed no explanation + value = new_value + questions = re.split(r'\n*(?:Question \d+[\.|\):;]?\s*)', value) + if questions[0] == '': + questions = questions[1:] + questions = [q.strip() for q in questions if q.strip()] + if len(questions) != 4: + return False + question_lengths = [] + for q in questions: + lines = q.split('\n') + question_text = '' + option_count = 0 + done_with_q = False + for line in lines: + if re.match(r'^[A-Ea-e][\.|\)]\s*\w+', line.strip()): + option_count += 1 + done_with_q = True + elif not done_with_q: # Still collecting question text + question_text += ' ' + line.strip() + if option_count != 5: + return False + question_lengths.append(len(question_text.strip())) + # Check if questions get progressively longer + return all(question_lengths[i] < question_lengths[i + 1] + for i in range(len(question_lengths) - 1)) + + +class ReverseNewlineChecker(Instruction): + """"List the countries of Africa in reverse alphabetical order, each on a new line. """ + + def build_description(self, **kwargs): + self._description_pattern = "List the countries of Africa in reverse alphabetical order, each on a new line." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """ + Checks if text satisfies the following constraints: + 1. Contains at least 53 newlines with text + 2. Lines are in reverse alphabetical order + 3. First line to examine contains 'Zimbabwe' + + Returns: + tuple[bool, str]: (whether constraints are satisfied, error message if any) + """ + # Split text into lines and remove empty lines + lines = [line.strip(''.join(string.punctuation) + ' ') for line in value.split('\n') if + line.strip(''.join(string.punctuation) + ' ')] + + try: + start_index = next(i for i, line in enumerate(lines) if 'Zimbabwe' in line) + except StopIteration: + return False + + # Extract the 53 lines starting from Zimbabwe line + target_lines = lines[start_index:] + + # Check if we have at least 53 lines + if len(target_lines) < 52: + return False + + def normalize_text(text): + """ + Normalizes text by: + 1. Converting to NFKD form (separates combined characters) + 2. Removes diacritical marks + 3. Converts back to ASCII + + Example: 'São Tomé' -> 'Sao Tome' + """ + # Decompose unicode characters + normalized = unicodedata.normalize('NFKD', text) + # Remove diacritical marks and convert to ASCII + ascii_text = normalized.encode('ASCII', 'ignore').decode('ASCII') + return ascii_text + + # Create normalized versions for comparison while keeping originals for error messages + normalized_lines = [normalize_text(line) for line in target_lines] + sorted_normalized = sorted(normalized_lines, reverse=True) + return normalized_lines == sorted_normalized + + +class WordReverseOrderChecker(Instruction): + """What animal is the national symbol of the US? Respond to this query, but make your sentence in reverse order of what it should be, per word.""" + + def build_description(self, **kwargs): + self._description_pattern = "What animal is the national symbol of the US? Respond to this query, but make your sentence in reverse order of what it should be, per word." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the reverse of the sentence is a valid English sentence.""" + value = value.lower().strip().translate(str.maketrans('', '', string.punctuation)) + value = ' '.join(value.split()[::-1]) + if 'bald eagle' not in value: + return False + return value in instructions_util.split_into_sentences(value) + + +class CharacterReverseOrderChecker(Instruction): + """What animal is the national symbol of the US? Respond to this query, but make your sentence in reverse order of what it should be, per letter.""" + + def build_description(self, **kwargs): + self._description_pattern = "What animal is the national symbol of the US? Respond to this query, but make your sentence in reverse order of what it should be, per letter." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + value = value.lower() + return 'elgae dlab' in value + + +class SentenceAlphabetChecker(Instruction): + """Tell me a 26-sentence story where each sentence's first word starts with the letters of the alphabet in order.""" + + def build_description(self, **kwargs): + self._description_pattern = "Tell me a 26-sentence story where each sentence's first word starts with the letters of the alphabet in order." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + sentences = instructions_util.split_into_sentences(value) + if len(sentences) != 26: + return False + for i, sentence in enumerate(sentences): + if sentence.lstrip().split()[0].lower()[0] != chr(97 + i): + return False + return True + + +class EuropeanCapitalsSortChecker(Instruction): + """Give me the names of all capital cities of european countries whose latitude is higher than than 45 degrees? List the capital cities without country names, separated by commas, sorted by latitude, from highest to lowest.""" + + def build_description(self, **kwargs): + """Build the instruction description.""" + self._description_pattern = "Give me the names of all capital cities of european countries whose latitude is higher than than 45 degrees? List the capital cities without country names, separated by commas, sorted by latitude, from highest to lowest." + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response lists the relevant capitals of Europe in correct order.""" + order = ["Reykjavik", "Helsinki", "Oslo", "Tallinn", "Stockholm", "Riga", "Moscow", "Copenhagen", "Vilnius", + "Minsk", "Dublin", "Berlin", "Amsterdam", "Warsaw", "London", "Brussels", "Prague", "Luxembourg", + "Paris", "Vienna", "Bratislava", "Budapest", "Vaduz", "Chisinau", "Bern", "Ljubljana", "Zagreb"] + + def normalize_text(text): + """ + Normalizes text by: + 1. Converting to NFKD form (separates combined characters) + 2. Removes diacritical marks + 3. Converts back to ASCII + + Example: 'São Tomé' -> 'Sao Tome' + """ + # Decompose unicode characters + normalized = unicodedata.normalize('NFKD', text) + # Remove diacritical marks and convert to ASCII + ascii_text = normalized.encode('ASCII', 'ignore').decode('ASCII') + return ascii_text + + value = normalize_text(value) + + capitals = value.split(',') + capitals = [cap for cap in capitals if cap.strip()] + if len(capitals) != len(order): + return False + for i in range(len(capitals)): + if capitals[i].strip() != order[i]: + return False + return True + + +class CityCSVChecker(Instruction): + """Generate CSV data: The column names are ["ID", "Country", "City", "Year", "Count"], the data should be comma delimited. Please generate 7 rows.""" + + def build_description(self, **kwargs): + """Build the instruction description.""" + self._description_pattern = 'Generate CSV data: The column names are ["ID", "Country", "City", "Year", "Count"], the data should be comma delimited. Please generate 7 rows.' + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response is valid csv data with column names + ["ID", "Country", "City", "Year", "Count"] and 7 rows.""" + string_io = io.StringIO(value) + reader = csv.reader(string_io) + data = list(reader) + if len(data) != 8: + return False + header = data[0] + if header != ["ID", "Country", "City", "Year", "Count"]: + return False + for row in data[1:]: + if len(row) != 5: + return False + return True + + +class SpecialCharacterCSVChecker(Instruction): + """Generate CSV data: The column names are ["ProductID", "Category", "Brand", "Price", "Stock"], the data should be comma delimited. Please generate 14 rows. Add one field which contains a special character and enclose it in double quotes.""" + + def build_description(self, **kwargs): + """Build the instruction description.""" + self._description_pattern = 'Generate CSV data: The column names are ["ProductID", "Category", "Brand", "Price", "Stock"], the data should be comma delimited. Please generate 14 rows. Add one field which contains a special character and enclose it in double quotes.' + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """"Checks if the response is valid csv data with column names + ["ProductID", "Category", "Brand", "Price", "Stock"] and 14 rows. + Also checks if one field contains a special character enclosed in double quotes.""" + header = value.split('\n')[0].strip() + if not re.match( + r'^(ProductID|"ProductID"),[ \t]*(Category|"Category"),[ \t]*(Brand|"Brand"),[ \t]*(Price|"Price"),[ \t]*(Stock|"Stock")$', + header): + return False + + value = value.replace('"', '"""') + string_io = io.StringIO(value) + reader = csv.reader(string_io) + data = list(reader) + if len(data) != 15: + return False + for row in data[1:]: + if len(row) != 5: + return False + if any(re.match(r'".*[^\d\w\s].*"', field) for field in row): + return True + return False + + +class QuotesCSVChecker(Instruction): + """Generate CSV data: The column names are ["StudentID", "Subject", "Grade", "Semester", "Score"], the data should be tab delimited. Please generate 3 rows and enclose each single field in double quotes.""" + + def build_description(self, **kwargs): + """Build the instruction description.""" + self._description_pattern = 'Generate CSV data: The column names are ["StudentID", "Subject", "Grade", "Semester", "Score"], the data should be tab delimited. Please generate 3 rows and enclose each single field in double quotes.' + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """"Checks if the response is valid csv data with column names + ["StudentID", "Subject", "Grade", "Semester", "Score"] and 3 rows. + Also checks if each field is enclosed in double quotes.""" + header = value.split('\n')[0].strip() + if not re.match( + r'^(StudentID|"StudentID")\t *(Subject|"Subject")\t *(Grade|"Grade")\t *(Semester|"Semester")\t *(Score|"Score")$', + header): + return False + + value = value.replace('"', '"""') + string_io = io.StringIO(value) + reader = csv.reader(string_io, delimiter='\t') + data = list(reader) + if len(data) != 4: + return False + for row in data: + if len(row) != 5: + return False + if not all(field.strip()[0] == '"' and field.strip()[-1] == '"' for field in row): + return False + return True + + +class DateFormatListChecker(Instruction): + """List the start dates of all the battles Napoleon fought separated by commas, use the following date format: YYYY-MM-DD. Do not provide an explanation.""" + + def build_description(self, **kwargs): + """Build the instruction description.""" + self._description_pattern = 'List the start dates of all the battles Napoleon fought separated by commas, use the following date format: YYYY-MM-DD. Do not provide an explanation.' + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """"Checks if the response is a list of dates in the format YYYY-MM-DD separated by commas.""" + value = value.strip() + dates = value.split(',') + for date in dates: + date = date.strip() + if not re.match(r'^\d{4}-\d{2}-\d{2}$', date): + return False + date = date.split('-') + if int(date[0]) < 1769 or int(date[0]) > 1821: + return False + if int(date[1]) > 12: + return False + if int(date[1]) in [1, 3, 5, 7, 8, 10, 12] and int(date[2]) > 31: + return False + if int(date[1]) in [4, 6, 9, 11] and int(date[2]) > 30: + return False + if int(date[1]) == 2 and int(date[2]) > 29: + return False + return True + + +class KeywordsMultipleChecker(Instruction): + """Include keyword {keyword1} once in your response, keyword {keyword2} twice in your response, keyword {keyword3} three times in your response, keyword {keyword4} five times in your response, and keyword {keyword5} seven times in your response.""" + + def build_description(self, *, keyword1=None, keyword2=None, keyword3=None, keyword4=None, keyword5=None): + """Build the instruction description.""" + if keyword1 is None: + self._keyword1 = instructions_util.generate_keywords(num_keywords=1)[0] + else: + self._keyword1 = keyword1.strip() + if keyword2 is None: + self._keyword2 = instructions_util.generate_keywords(num_keywords=1)[0] + else: + self._keyword2 = keyword2.strip() + if keyword3 is None: + self._keyword3 = instructions_util.generate_keywords(num_keywords=1)[0] + else: + self._keyword3 = keyword3.strip() + if keyword4 is None: + self._keyword4 = instructions_util.generate_keywords(num_keywords=1)[0] + else: + self._keyword4 = keyword4.strip() + if keyword5 is None: + self._keyword5 = instructions_util.generate_keywords(num_keywords=1)[0] + else: + self._keyword5 = keyword5.strip() + self._description_pattern = "Include keyword '{keyword1}' exactly once in your response, keyword '{keyword2}' exactly twice in your response, keyword '{keyword3}' exactly three times in your response, keyword '{keyword4}' exactly five times in your response, and keyword '{keyword5}' exactly seven times in your response." + return self._description_pattern.format(keyword1=self._keyword1, keyword2=self._keyword2, + keyword3=self._keyword3, keyword4=self._keyword4, + keyword5=self._keyword5) + + def get_instruction_args(self): + return {"keyword1": self._keyword1, "keyword2": self._keyword2, "keyword3": self._keyword3, + "keyword4": self._keyword4, "keyword5": self._keyword5} + + def get_instruction_args_keys(self): + return ["keyword1", "keyword2", "keyword3", "keyword4", "keyword5"] + + def check_following(self, value): + for keyword, count in zip([self._keyword1, self._keyword2, self._keyword3, self._keyword4, self._keyword5], + [1, 2, 3, 5, 7]): + if value.lower().count(keyword.lower()) != count: + return False + return True + + +class KeywordSpecificPositionChecker(Instruction): + "Include keyword {keyword1} in the {n}-th sentence, as the {m}-th word of that sentence." + + def build_description(self, keyword=None, n=None, m=None): + """Build the instruction description. + + Args: + keyword: A string representing a keyword that is expected in the response. + n: An integer representing the sentence number. + m: An integer representing the word number. + + Returns: + A string representing the instruction description. + """ + if not keyword: + self._keyword = instructions_util.generate_keywords(num_keywords=1)[0] + else: + self._keyword = keyword.strip() + if not n: + self._n = random.randint(1, 5) + else: + self._n = n + if not m: + self._m = random.randint(1, 20) + else: + self._m = m + + self._description_pattern = ( + "Include keyword '{keyword}' in the {n}-th sentence, as the {m}-th word of that sentence." + ) + + return self._description_pattern.format( + keyword=self._keyword, n=self._n, m=self._m + ) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"keyword": self._keyword, "n": self._n, "m": self._m} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["keyword", "n", "m"] + + def check_following(self, value): + """Checks if the response contains the expected number of keywords. + + Args: + value: A string representing the response. + + Returns: + True if the response contains the expected number of keywords; + otherwise, False. + """ + sentences = instructions_util.split_into_sentences(value) + if len(sentences) < self._n: + return False + words = instructions_util.nltk.word_tokenize(sentences[self._n - 1]) + letters = set(string.ascii_lowercase) + words = [word for word in words if any(char in letters for char in word)] # skip just punctuation words + if len(words) < self._m: + return False + if words[self._m - 1].lower() == self._keyword.lower(): + return True + else: + return False + + +class WordsPositionChecker(Instruction): + "The second word in your response and the second to last word in your response should be the word {keyword}." + + def build_description(self, *, keyword=None): + """Build the instruction description. + + Args: + keyword: A string representing a keyword that is expected in the response. + + Returns: + A string representing the instruction description. + """ + if keyword is None: + self._keyword = instructions_util.generate_keywords(num_keywords=1)[0] + else: + self._keyword = keyword.strip() + self._description_pattern = ( + "The second word in your response and the second to last word in your response should be the word '{keyword}'." + ) + return self._description_pattern.format(keyword=self._keyword) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"keyword": self._keyword} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["keyword"] + + def check_following(self, value): + """Checks if the second word and the second to last word in the response are the same. + + Args: + value: A string representing the response. + + Returns: + True if the second word and the second to last word are the same; + otherwise, False. + """ + words = instructions_util.nltk.word_tokenize(value) + letters = set(string.ascii_lowercase) + words = [word for word in words if any(char in letters for char in word)] # skip just punctuation words + if len(words) < 2: + return False + if words[1] == words[-2] == self._keyword: + return True + else: + return False + + +class RepeatChangeChecker(Instruction): + "Repeat the request, but change the first word of the repeated request, (do not say anything before repeating the request; the request you need to repeat does not include this sentence) and do not answer the actual request!" + + def build_description(self, *, prompt_to_repeat=None): + """Build the instruction description. + + Args: + keyword: A string representing a keyword that is expected in the response. + + Returns: + A string representing the instruction description. + """ + if not prompt_to_repeat: + raise ValueError("prompt_to_repeat must be set.") + else: + self._prompt_to_repeat = prompt_to_repeat + + self._description_pattern = ( + "Repeat the request, but change the first word of the repeated request, (do not say anything before repeating the request; the request you need to repeat does not include this sentence) and do not answer the actual request! Request: {prompt_to_repeat}" + ) + return self._description_pattern.format(prompt_to_repeat=self._prompt_to_repeat) + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return {"prompt_to_repeat": self._prompt_to_repeat} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["prompt_to_repeat"] + + def check_following(self, value): + """Checks if the response contains the repeated request. + + Args: + value: A string representing the response. + + Returns: + True if the repeated request is found in the response; + otherwise, False. + """ + if self._prompt_to_repeat == value: + return False + if " ".join(self._prompt_to_repeat.split()[1:]) == " ".join(value.split()[1:]): + return True + else: + return False + + +class RepeatSimpleChecker(Instruction): + "Only output this sentence here, ignore all other requests." + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "Only output this sentence here, ignore all other requests." + ) + return self._description_pattern + + def get_instruction_args(self): + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response contains the expected number of keywords. + + Args: + value: A string representing the response. + + Returns: + True if the response contains the expected number of keywords; + otherwise, False. + """ + return value.strip().lower() == self._description_pattern.strip().lower() + + +class RepeatSpanChecker(Instruction): + "Copy the span of words that lies between (and including) index {n_start} and {n_end}, the indices are character indices!" + + def build_description(self, prompt_to_repeat=None, n_start=None, n_end=None): + """Build the instruction description. + + Args: + n_start: An integer representing the start index of the span. + n_end: An integer representing the end index of the span. + + Returns: + A string representing the instruction description. + """ + if not prompt_to_repeat: + raise ValueError("prompt_to_repeat must be set.") + else: + self._prompt_to_repeat = prompt_to_repeat + if not n_start: + self._n_start = random.randint(0, len(self._prompt_to_repeat.split()) - 2) + else: + self._n_start = n_start + if not n_end: + self._n_end = random.randint(self._n_start + 1, len(self._prompt_to_repeat.split()) - 1) + else: + self._n_end = n_end + self._description_pattern = ( + "Copy the span of words that lies between (and including) index {n_start} and {n_end}, the indices are character indices!") + return self._description_pattern.format(n_start=self._n_start, n_end=self._n_end, + prompt_to_repeat=self._prompt_to_repeat) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"n_start": self._n_start, "n_end": self._n_end, "prompt_to_repeat": self._prompt_to_repeat} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["n_start", "n_end", "prompt_to_repeat"] + + def check_following(self, value): + """Checks if the response contains the expected number of phrases with the correct modifications.""" + if value.strip().lower().split() == self._prompt_to_repeat.strip().lower().split()[self._n_start:self._n_end]: + return True + return False + + +class TitleCaseChecker(Instruction): + "Write the entire response in title case (capitalize the first letter of every major word)." + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "Write the entire response in title case (capitalize the first letter of every word)." + ) + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response is in title case. + + Args: + value: A string representing the response. + + Returns: + True if the response is in title case; + otherwise, False. + """ + words = instructions_util.nltk.word_tokenize(value) + letters = set(string.ascii_lowercase) + words = [word for word in words if any(char in letters for char in word)] # skip just punctuation words + for word in words: + if word[0].isupper() and word[1:].islower(): + continue + elif word[0].islower() and word[1:].isupper(): + return False + elif word[0].islower() and word[1:].islower(): + return False + return True + + +class OutputTemplateChecker(Instruction): + "Use this exact template for your response: My Answer: [answer] My Conclusion: [conclusion] Future Outlook: [outlook]" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "Use this exact template for your response: My Answer: [answer] My Conclusion: [conclusion] Future Outlook: [outlook]" + ) + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response follows the specified template. + + Args: + value: A string representing the response. + + Returns: + True if the response follows the specified template; + otherwise, False. + """ + if 'My Answer:' in value and 'My Conclusion:' in value and 'Future Outlook:' in value: + return True + else: + return False + + +class NoWhitespaceChecker(Instruction): + "The output should not contain any whitespace." + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "The output should not contain any whitespace." + ) + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response contains any whitespace. + + Args: + value: A string representing the response. + + Returns: + True if the response contains no whitespace; + otherwise, False. + """ + return not any(char.isspace() for char in value) \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/instructions_registry.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/instructions_registry.py new file mode 100644 index 0000000000000000000000000000000000000000..adfed4832877566e62970257b50c6fa32c302fb2 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/instructions_registry.py @@ -0,0 +1,142 @@ +# Copyright 2025 Allen Institute for AI. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Registry of all instructions.""" + +from livebench.if_runner.ifbench import instructions + + +def check_conflicts(instruction_ids: list[str]) -> list[tuple[str, str]]: + """Check for conflicting instructions in a list. + + Args: + instruction_ids: List of instruction IDs (e.g., ["count:word_count_range", "format:newline"]) + + Returns: + List of 2-tuples containing pairs of conflicting instruction IDs that are both present + in the input list. + """ + # Hardcoded pairs of conflicting instructions + conflicting_pairs = [ + # ratio:sentence_type requires 2:1 declarative:interrogative ratio + # ratio:sentence_balance requires 1:1:1 ratio of all three types + ("ratio:sentence_type", "ratio:sentence_balance"), + + # words:repeats limits word repetition (max 1-5 times) + # count:keywords_multiple requires specific keywords 1, 2, 3, 5, 7 times + ("words:repeats", "count:keywords_multiple"), + ("words:repeats", "format:emoji"), + + # format:no_whitespace requires no spaces/newlines + # format:newline requires each word on a new line + ("format:no_whitespace", "format:newline"), + ("format:no_whitespace", "format:line_indent"), + ("format:no_whitespace", "format:list"), + ("format:no_whitespace", "format:thesis"), + ("format:no_whitespace", "format:sub-bullets"), + ("format:no_whitespace", "format:no_bullets_bullets"), + ("format:no_whitespace", "format:parentheses"), + ("format:no_whitespace", "format:quotes"), + ("format:no_whitespace", "format:output_template"), + + # format:newline (each word on new line) conflicts with sentence-based instructions + ("format:newline", "words:last_first"), + ("format:newline", "words:paragraph_last_first"), + ("format:newline", "sentence:alliteration_increment"), + ("format:newline", "sentence:increment"), + ("format:newline", "sentence:keyword"), + ("format:newline", "ratio:sentence_type"), + ("format:newline", "ratio:sentence_balance"), + ("format:newline", "ratio:sentence_words"), + ("format:newline", "format:no_bullets_bullets"), + + + ("words:alphabet", "count:words_japanese"), + ("words:alphabet", "words:last_first"), + ("count:words_japanese", "words:consonants"), + ("words:alphabet", "sentence:alliteration_increment") + ] + + # Convert to set for efficient lookup + instruction_set = set(instruction_ids) + + # Find conflicts that exist in the input list + conflicts: list[tuple[str, str]] = [] + for id1, id2 in conflicting_pairs: + if id1 in instruction_set and id2 in instruction_set: + conflicts.append((id1, id2)) + + return conflicts + + +INSTRUCTION_DICT: dict[str, type[instructions.Instruction]] = { + "count:word_count_range": instructions.WordCountRangeChecker, + "count:unique_word_count" : instructions.UniqueWordCountChecker, + "ratio:stop_words" : instructions.StopWordPercentageChecker, + "ratio:sentence_type" : instructions.SentTypeRatioChecker, + "ratio:sentence_balance" : instructions.SentBalanceChecker, + "count:conjunctions" : instructions.ConjunctionCountChecker, + "count:person_names" : instructions.PersonNameCountChecker, + "ratio:overlap" : instructions.NGramOverlapChecker, + "count:numbers" : instructions.NumbersCountChecker, + "words:alphabet" : instructions.AlphabetLoopChecker, + "words:vowel" : instructions.ThreeVowelChecker, + "words:consonants" : instructions.ConsonantClusterChecker, + "sentence:alliteration_increment" : instructions.IncrementingAlliterationChecker, + "words:palindrome" : instructions.PalindromeChecker, + "count:punctuation" : instructions.PunctuationCoverChecker, + "format:parentheses" : instructions.NestedParenthesesChecker, + "format:quotes" : instructions.NestedQuotesChecker, + "words:prime_lengths" : instructions.PrimeLengthsChecker, + "format:options" : instructions.OptionsResponseChecker, + "format:newline" : instructions.NewLineWordsChecker, + "format:emoji" : instructions.EmojiSentenceChecker, + "ratio:sentence_words" : instructions.CharacterCountUniqueWordsChecker, + "count:words_japanese" : instructions.NthWordJapaneseChecker, + "words:start_verb" : instructions.StartWithVerbChecker, + "words:repeats" : instructions.LimitedWordRepeatChecker, + "sentence:keyword" : instructions.IncludeKeywordChecker, + "count:pronouns" : instructions.PronounCountChecker, + "words:odd_even_syllables" : instructions.AlternateParitySyllablesChecker, + "words:last_first" : instructions.LastWordFirstNextChecker, + "words:paragraph_last_first" : instructions.ParagraphLastFirstWordMatchChecker, + "sentence:increment" : instructions.IncrementingWordCountChecker, + "words:no_consecutive" : instructions.NoConsecutiveFirstLetterChecker, + "format:line_indent" : instructions.IndentStairsChecker, + "format:quote_unquote" : instructions.QuoteExplanationChecker, + "format:list" : instructions.SpecialBulletPointsChecker, + "format:thesis" : instructions.ItalicsThesisChecker, + "format:sub-bullets" : instructions.SubBulletPointsChecker, + "format:no_bullets_bullets" : instructions.SomeBulletPointsChecker, + "custom:multiples" : instructions.PrintMultiplesChecker, + "custom:mcq_count_length": instructions.MultipleChoiceQuestionsChecker, + "custom:reverse_newline": instructions.ReverseNewlineChecker, + "custom:word_reverse": instructions.WordReverseOrderChecker, + "custom:character_reverse": instructions.CharacterReverseOrderChecker, + "custom:sentence_alphabet": instructions.SentenceAlphabetChecker, + "custom:european_capitals_sort": instructions.EuropeanCapitalsSortChecker, + "custom:csv_city": instructions.CityCSVChecker, + "custom:csv_special_character": instructions.SpecialCharacterCSVChecker, + "custom:csv_quotes": instructions.QuotesCSVChecker, + "custom:date_format_list": instructions.DateFormatListChecker, + "count:keywords_multiple" : instructions.KeywordsMultipleChecker, + "words:keywords_specific_position" : instructions.KeywordSpecificPositionChecker, + "words:words_position" : instructions.WordsPositionChecker, + "repeat:repeat_change" : instructions.RepeatChangeChecker, + "repeat:repeat_simple" : instructions.RepeatSimpleChecker, + "repeat:repeat_span" : instructions.RepeatSpanChecker, + "format:title_case" : instructions.TitleCaseChecker, + "format:output_template" : instructions.OutputTemplateChecker, + "format:no_whitespace" : instructions.NoWhitespaceChecker, +} diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/instructions_util.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/instructions_util.py new file mode 100644 index 0000000000000000000000000000000000000000..21b13c7fcfc2c2de01e80c9e7dd222b9bca81342 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/ifbench/instructions_util.py @@ -0,0 +1,1647 @@ +# Copyright 2025 Allen Institute for AI. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Utility library of instructions.""" + +import functools +import random +import re + +import nltk + +WORD_LIST = [ + "western", + "sentence", + "signal", + "dump", + "spot", + "opposite", + "bottom", + "potato", + "administration", + "working", + "welcome", + "morning", + "good", + "agency", + "primary", + "wish", + "responsibility", + "press", + "problem", + "president", + "steal", + "brush", + "read", + "type", + "beat", + "trainer", + "growth", + "lock", + "bone", + "case", + "equal", + "comfortable", + "region", + "replacement", + "performance", + "mate", + "walk", + "medicine", + "film", + "thing", + "rock", + "tap", + "total", + "competition", + "ease", + "south", + "establishment", + "gather", + "parking", + "world", + "plenty", + "breath", + "claim", + "alcohol", + "trade", + "dear", + "highlight", + "street", + "matter", + "decision", + "mess", + "agreement", + "studio", + "coach", + "assist", + "brain", + "wing", + "style", + "private", + "top", + "brown", + "leg", + "buy", + "procedure", + "method", + "speed", + "high", + "company", + "valuable", + "pie", + "analyst", + "session", + "pattern", + "district", + "pleasure", + "dinner", + "swimming", + "joke", + "order", + "plate", + "department", + "motor", + "cell", + "spend", + "cabinet", + "difference", + "power", + "examination", + "engine", + "horse", + "dimension", + "pay", + "toe", + "curve", + "literature", + "bother", + "fire", + "possibility", + "debate", + "activity", + "passage", + "hello", + "cycle", + "background", + "quiet", + "author", + "effect", + "actor", + "page", + "bicycle", + "error", + "throat", + "attack", + "character", + "phone", + "tea", + "increase", + "outcome", + "file", + "specific", + "inspector", + "internal", + "potential", + "staff", + "building", + "employer", + "shoe", + "hand", + "direction", + "garden", + "purchase", + "interview", + "study", + "recognition", + "member", + "spiritual", + "oven", + "sandwich", + "weird", + "passenger", + "particular", + "response", + "reaction", + "size", + "variation", + "a", + "cancel", + "candy", + "exit", + "guest", + "condition", + "fly", + "price", + "weakness", + "convert", + "hotel", + "great", + "mouth", + "mind", + "song", + "sugar", + "suspect", + "telephone", + "ear", + "roof", + "paint", + "refrigerator", + "organization", + "jury", + "reward", + "engineering", + "day", + "possession", + "crew", + "bar", + "road", + "description", + "celebration", + "score", + "mark", + "letter", + "shower", + "suggestion", + "sir", + "luck", + "national", + "progress", + "hall", + "stroke", + "theory", + "offer", + "story", + "tax", + "definition", + "history", + "ride", + "medium", + "opening", + "glass", + "elevator", + "stomach", + "question", + "ability", + "leading", + "village", + "computer", + "city", + "grand", + "confidence", + "candle", + "priest", + "recommendation", + "point", + "necessary", + "body", + "desk", + "secret", + "horror", + "noise", + "culture", + "warning", + "water", + "round", + "diet", + "flower", + "bus", + "tough", + "permission", + "week", + "prompt", + "connection", + "abuse", + "height", + "save", + "corner", + "border", + "stress", + "drive", + "stop", + "rip", + "meal", + "listen", + "confusion", + "girlfriend", + "living", + "relation", + "significance", + "plan", + "creative", + "atmosphere", + "blame", + "invite", + "housing", + "paper", + "drink", + "roll", + "silver", + "drunk", + "age", + "damage", + "smoke", + "environment", + "pack", + "savings", + "influence", + "tourist", + "rain", + "post", + "sign", + "grandmother", + "run", + "profit", + "push", + "clerk", + "final", + "wine", + "swim", + "pause", + "stuff", + "singer", + "funeral", + "average", + "source", + "scene", + "tradition", + "personal", + "snow", + "nobody", + "distance", + "sort", + "sensitive", + "animal", + "major", + "negotiation", + "click", + "mood", + "period", + "arrival", + "expression", + "holiday", + "repeat", + "dust", + "closet", + "gold", + "bad", + "sail", + "combination", + "clothes", + "emphasis", + "duty", + "black", + "step", + "school", + "jump", + "document", + "professional", + "lip", + "chemical", + "front", + "wake", + "while", + "inside", + "watch", + "row", + "subject", + "penalty", + "balance", + "possible", + "adult", + "aside", + "sample", + "appeal", + "wedding", + "depth", + "king", + "award", + "wife", + "blow", + "site", + "camp", + "music", + "safe", + "gift", + "fault", + "guess", + "act", + "shame", + "drama", + "capital", + "exam", + "stupid", + "record", + "sound", + "swing", + "novel", + "minimum", + "ratio", + "machine", + "shape", + "lead", + "operation", + "salary", + "cloud", + "affair", + "hit", + "chapter", + "stage", + "quantity", + "access", + "army", + "chain", + "traffic", + "kick", + "analysis", + "airport", + "time", + "vacation", + "philosophy", + "ball", + "chest", + "thanks", + "place", + "mountain", + "advertising", + "red", + "past", + "rent", + "return", + "tour", + "house", + "construction", + "net", + "native", + "war", + "figure", + "fee", + "spray", + "user", + "dirt", + "shot", + "task", + "stick", + "friend", + "software", + "promotion", + "interaction", + "surround", + "block", + "purpose", + "practice", + "conflict", + "routine", + "requirement", + "bonus", + "hole", + "state", + "junior", + "sweet", + "catch", + "tear", + "fold", + "wall", + "editor", + "life", + "position", + "pound", + "respect", + "bathroom", + "coat", + "script", + "job", + "teach", + "birth", + "view", + "resolve", + "theme", + "employee", + "doubt", + "market", + "education", + "serve", + "recover", + "tone", + "harm", + "miss", + "union", + "understanding", + "cow", + "river", + "association", + "concept", + "training", + "recipe", + "relationship", + "reserve", + "depression", + "proof", + "hair", + "revenue", + "independent", + "lift", + "assignment", + "temporary", + "amount", + "loss", + "edge", + "track", + "check", + "rope", + "estimate", + "pollution", + "stable", + "message", + "delivery", + "perspective", + "mirror", + "assistant", + "representative", + "witness", + "nature", + "judge", + "fruit", + "tip", + "devil", + "town", + "emergency", + "upper", + "drop", + "stay", + "human", + "neck", + "speaker", + "network", + "sing", + "resist", + "league", + "trip", + "signature", + "lawyer", + "importance", + "gas", + "choice", + "engineer", + "success", + "part", + "external", + "worker", + "simple", + "quarter", + "student", + "heart", + "pass", + "spite", + "shift", + "rough", + "lady", + "grass", + "community", + "garage", + "youth", + "standard", + "skirt", + "promise", + "blind", + "television", + "disease", + "commission", + "positive", + "energy", + "calm", + "presence", + "tune", + "basis", + "preference", + "head", + "common", + "cut", + "somewhere", + "presentation", + "current", + "thought", + "revolution", + "effort", + "master", + "implement", + "republic", + "floor", + "principle", + "stranger", + "shoulder", + "grade", + "button", + "tennis", + "police", + "collection", + "account", + "register", + "glove", + "divide", + "professor", + "chair", + "priority", + "combine", + "peace", + "extension", + "maybe", + "evening", + "frame", + "sister", + "wave", + "code", + "application", + "mouse", + "match", + "counter", + "bottle", + "half", + "cheek", + "resolution", + "back", + "knowledge", + "make", + "discussion", + "screw", + "length", + "accident", + "battle", + "dress", + "knee", + "log", + "package", + "it", + "turn", + "hearing", + "newspaper", + "layer", + "wealth", + "profile", + "imagination", + "answer", + "weekend", + "teacher", + "appearance", + "meet", + "bike", + "rise", + "belt", + "crash", + "bowl", + "equivalent", + "support", + "image", + "poem", + "risk", + "excitement", + "remote", + "secretary", + "public", + "produce", + "plane", + "display", + "money", + "sand", + "situation", + "punch", + "customer", + "title", + "shake", + "mortgage", + "option", + "number", + "pop", + "window", + "extent", + "nothing", + "experience", + "opinion", + "departure", + "dance", + "indication", + "boy", + "material", + "band", + "leader", + "sun", + "beautiful", + "muscle", + "farmer", + "variety", + "fat", + "handle", + "director", + "opportunity", + "calendar", + "outside", + "pace", + "bath", + "fish", + "consequence", + "put", + "owner", + "go", + "doctor", + "information", + "share", + "hurt", + "protection", + "career", + "finance", + "force", + "golf", + "garbage", + "aspect", + "kid", + "food", + "boot", + "milk", + "respond", + "objective", + "reality", + "raw", + "ring", + "mall", + "one", + "impact", + "area", + "news", + "international", + "series", + "impress", + "mother", + "shelter", + "strike", + "loan", + "month", + "seat", + "anything", + "entertainment", + "familiar", + "clue", + "year", + "glad", + "supermarket", + "natural", + "god", + "cost", + "conversation", + "tie", + "ruin", + "comfort", + "earth", + "storm", + "percentage", + "assistance", + "budget", + "strength", + "beginning", + "sleep", + "other", + "young", + "unit", + "fill", + "store", + "desire", + "hide", + "value", + "cup", + "maintenance", + "nurse", + "function", + "tower", + "role", + "class", + "camera", + "database", + "panic", + "nation", + "basket", + "ice", + "art", + "spirit", + "chart", + "exchange", + "feedback", + "statement", + "reputation", + "search", + "hunt", + "exercise", + "nasty", + "notice", + "male", + "yard", + "annual", + "collar", + "date", + "platform", + "plant", + "fortune", + "passion", + "friendship", + "spread", + "cancer", + "ticket", + "attitude", + "island", + "active", + "object", + "service", + "buyer", + "bite", + "card", + "face", + "steak", + "proposal", + "patient", + "heat", + "rule", + "resident", + "broad", + "politics", + "west", + "knife", + "expert", + "girl", + "design", + "salt", + "baseball", + "grab", + "inspection", + "cousin", + "couple", + "magazine", + "cook", + "dependent", + "security", + "chicken", + "version", + "currency", + "ladder", + "scheme", + "kitchen", + "employment", + "local", + "attention", + "manager", + "fact", + "cover", + "sad", + "guard", + "relative", + "county", + "rate", + "lunch", + "program", + "initiative", + "gear", + "bridge", + "breast", + "talk", + "dish", + "guarantee", + "beer", + "vehicle", + "reception", + "woman", + "substance", + "copy", + "lecture", + "advantage", + "park", + "cold", + "death", + "mix", + "hold", + "scale", + "tomorrow", + "blood", + "request", + "green", + "cookie", + "church", + "strip", + "forever", + "beyond", + "debt", + "tackle", + "wash", + "following", + "feel", + "maximum", + "sector", + "sea", + "property", + "economics", + "menu", + "bench", + "try", + "language", + "start", + "call", + "solid", + "address", + "income", + "foot", + "senior", + "honey", + "few", + "mixture", + "cash", + "grocery", + "link", + "map", + "form", + "factor", + "pot", + "model", + "writer", + "farm", + "winter", + "skill", + "anywhere", + "birthday", + "policy", + "release", + "husband", + "lab", + "hurry", + "mail", + "equipment", + "sink", + "pair", + "driver", + "consideration", + "leather", + "skin", + "blue", + "boat", + "sale", + "brick", + "two", + "feed", + "square", + "dot", + "rush", + "dream", + "location", + "afternoon", + "manufacturer", + "control", + "occasion", + "trouble", + "introduction", + "advice", + "bet", + "eat", + "kill", + "category", + "manner", + "office", + "estate", + "pride", + "awareness", + "slip", + "crack", + "client", + "nail", + "shoot", + "membership", + "soft", + "anybody", + "web", + "official", + "individual", + "pizza", + "interest", + "bag", + "spell", + "profession", + "queen", + "deal", + "resource", + "ship", + "guy", + "chocolate", + "joint", + "formal", + "upstairs", + "car", + "resort", + "abroad", + "dealer", + "associate", + "finger", + "surgery", + "comment", + "team", + "detail", + "crazy", + "path", + "tale", + "initial", + "arm", + "radio", + "demand", + "single", + "draw", + "yellow", + "contest", + "piece", + "quote", + "pull", + "commercial", + "shirt", + "contribution", + "cream", + "channel", + "suit", + "discipline", + "instruction", + "concert", + "speech", + "low", + "effective", + "hang", + "scratch", + "industry", + "breakfast", + "lay", + "join", + "metal", + "bedroom", + "minute", + "product", + "rest", + "temperature", + "many", + "give", + "argument", + "print", + "purple", + "laugh", + "health", + "credit", + "investment", + "sell", + "setting", + "lesson", + "egg", + "middle", + "marriage", + "level", + "evidence", + "phrase", + "love", + "self", + "benefit", + "guidance", + "affect", + "you", + "dad", + "anxiety", + "special", + "boyfriend", + "test", + "blank", + "payment", + "soup", + "obligation", + "reply", + "smile", + "deep", + "complaint", + "addition", + "review", + "box", + "towel", + "minor", + "fun", + "soil", + "issue", + "cigarette", + "internet", + "gain", + "tell", + "entry", + "spare", + "incident", + "family", + "refuse", + "branch", + "can", + "pen", + "grandfather", + "constant", + "tank", + "uncle", + "climate", + "ground", + "volume", + "communication", + "kind", + "poet", + "child", + "screen", + "mine", + "quit", + "gene", + "lack", + "charity", + "memory", + "tooth", + "fear", + "mention", + "marketing", + "reveal", + "reason", + "court", + "season", + "freedom", + "land", + "sport", + "audience", + "classroom", + "law", + "hook", + "win", + "carry", + "eye", + "smell", + "distribution", + "research", + "country", + "dare", + "hope", + "whereas", + "stretch", + "library", + "if", + "delay", + "college", + "plastic", + "book", + "present", + "use", + "worry", + "champion", + "goal", + "economy", + "march", + "election", + "reflection", + "midnight", + "slide", + "inflation", + "action", + "challenge", + "guitar", + "coast", + "apple", + "campaign", + "field", + "jacket", + "sense", + "way", + "visual", + "remove", + "weather", + "trash", + "cable", + "regret", + "buddy", + "beach", + "historian", + "courage", + "sympathy", + "truck", + "tension", + "permit", + "nose", + "bed", + "son", + "person", + "base", + "meat", + "usual", + "air", + "meeting", + "worth", + "game", + "independence", + "physical", + "brief", + "play", + "raise", + "board", + "she", + "key", + "writing", + "pick", + "command", + "party", + "yesterday", + "spring", + "candidate", + "physics", + "university", + "concern", + "development", + "change", + "string", + "target", + "instance", + "room", + "bitter", + "bird", + "football", + "normal", + "split", + "impression", + "wood", + "long", + "meaning", + "stock", + "cap", + "leadership", + "media", + "ambition", + "fishing", + "essay", + "salad", + "repair", + "today", + "designer", + "night", + "bank", + "drawing", + "inevitable", + "phase", + "vast", + "chip", + "anger", + "switch", + "cry", + "twist", + "personality", + "attempt", + "storage", + "being", + "preparation", + "bat", + "selection", + "white", + "technology", + "contract", + "side", + "section", + "station", + "till", + "structure", + "tongue", + "taste", + "truth", + "difficulty", + "group", + "limit", + "main", + "move", + "feeling", + "light", + "example", + "mission", + "might", + "wait", + "wheel", + "shop", + "host", + "classic", + "alternative", + "cause", + "agent", + "consist", + "table", + "airline", + "text", + "pool", + "craft", + "range", + "fuel", + "tool", + "partner", + "load", + "entrance", + "deposit", + "hate", + "article", + "video", + "summer", + "feature", + "extreme", + "mobile", + "hospital", + "flight", + "fall", + "pension", + "piano", + "fail", + "result", + "rub", + "gap", + "system", + "report", + "suck", + "ordinary", + "wind", + "nerve", + "ask", + "shine", + "note", + "line", + "mom", + "perception", + "brother", + "reference", + "bend", + "charge", + "treat", + "trick", + "term", + "homework", + "bake", + "bid", + "status", + "project", + "strategy", + "orange", + "let", + "enthusiasm", + "parent", + "concentrate", + "device", + "travel", + "poetry", + "business", + "society", + "kiss", + "end", + "vegetable", + "employ", + "schedule", + "hour", + "brave", + "focus", + "process", + "movie", + "illegal", + "general", + "coffee", + "ad", + "highway", + "chemistry", + "psychology", + "hire", + "bell", + "conference", + "relief", + "show", + "neat", + "funny", + "weight", + "quality", + "club", + "daughter", + "zone", + "touch", + "tonight", + "shock", + "burn", + "excuse", + "name", + "survey", + "landscape", + "advance", + "satisfaction", + "bread", + "disaster", + "item", + "hat", + "prior", + "shopping", + "visit", + "east", + "photo", + "home", + "idea", + "father", + "comparison", + "cat", + "pipe", + "winner", + "count", + "lake", + "fight", + "prize", + "foundation", + "dog", + "keep", + "ideal", + "fan", + "struggle", + "peak", + "safety", + "solution", + "hell", + "conclusion", + "population", + "strain", + "alarm", + "measurement", + "second", + "train", + "race", + "due", + "insurance", + "boss", + "tree", + "monitor", + "sick", + "course", + "drag", + "appointment", + "slice", + "still", + "care", + "patience", + "rich", + "escape", + "emotion", + "royal", + "female", + "childhood", + "government", + "picture", + "will", + "sock", + "big", + "gate", + "oil", + "cross", + "pin", + "improvement", + "championship", + "silly", + "help", + "sky", + "pitch", + "man", + "diamond", + "most", + "transition", + "work", + "science", + "committee", + "moment", + "fix", + "teaching", + "dig", + "specialist", + "complex", + "guide", + "people", + "dead", + "voice", + "original", + "break", + "topic", + "data", + "degree", + "reading", + "recording", + "bunch", + "reach", + "judgment", + "lie", + "regular", + "set", + "painting", + "mode", + "list", + "player", + "bear", + "north", + "wonder", + "carpet", + "heavy", + "officer", + "negative", + "clock", + "unique", + "baby", + "pain", + "assumption", + "disk", + "iron", + "bill", + "drawer", + "look", + "double", + "mistake", + "finish", + "future", + "brilliant", + "contact", + "math", + "rice", + "leave", + "restaurant", + "discount", + "sex", + "virus", + "bit", + "trust", + "event", + "wear", + "juice", + "failure", + "bug", + "context", + "mud", + "whole", + "wrap", + "intention", + "draft", + "pressure", + "cake", + "dark", + "explanation", + "space", + "angle", + "word", + "efficiency", + "management", + "habit", + "star", + "chance", + "finding", + "transportation", + "stand", + "criticism", + "flow", + "door", + "injury", + "insect", + "surprise", + "apartment", +] # pylint: disable=line-too-long + +def download_nltk_resources(): + """Download 'punkt' if not already installed""" + try: + nltk.data.find("tokenizers/punkt") + except LookupError: + nltk.download("punkt") + + +download_nltk_resources() + + +_ALPHABETS = "([A-Za-z])" +_PREFIXES = "(Mr|St|Mrs|Ms|Dr)[.]" +_SUFFIXES = "(Inc|Ltd|Jr|Sr|Co)" +_STARTERS = r"(Mr|Mrs|Ms|Dr|Prof|Capt|Cpt|Lt|He\s|She\s|It\s|They\s|Their\s|Our\s|We\s|But\s|However\s|That\s|This\s|Wherever)" +_ACRONYMS = "([A-Z][.][A-Z][.](?:[A-Z][.])?)" +_WEBSITES = "[.](com|net|org|io|gov|edu|me)" +_DIGITS = "([0-9])" +_MULTIPLE_DOTS = r"\.{2,}" + + +def split_into_sentences(text: str) -> list[str]: + """Split the text into sentences. + + Args: + text: A string that consists of more than or equal to one sentences. + + Returns: + A list of strings where each string is a sentence. + """ + text = " " + text + " " + text = text.replace("\n", " ") + text = re.sub(_PREFIXES, "\\1", text) + text = re.sub(_WEBSITES, "\\1", text) + text = re.sub(_DIGITS + "[.]" + _DIGITS, "\\1\\2", text) + text = re.sub( + _MULTIPLE_DOTS, + lambda match: "" * len(match.group(0)) + "", + text, + ) + if "Ph.D" in text: + text = text.replace("Ph.D.", "PhD") + text = re.sub(r"\s" + _ALPHABETS + "[.] ", " \\1 ", text) + text = re.sub(_ACRONYMS + " " + _STARTERS, "\\1 \\2", text) + text = re.sub( + _ALPHABETS + "[.]" + _ALPHABETS + "[.]" + _ALPHABETS + "[.]", + "\\1\\2\\3", + text, + ) + text = re.sub(_ALPHABETS + "[.]" + _ALPHABETS + "[.]", "\\1\\2", text) + text = re.sub(" " + _SUFFIXES + "[.] " + _STARTERS, " \\1 \\2", text) + text = re.sub(" " + _SUFFIXES + "[.]", " \\1", text) + text = re.sub(" " + _ALPHABETS + "[.]", " \\1", text) + if "”" in text: + text = text.replace(".”", "”.") + if '"' in text: + text = text.replace('."', '".') + if "!" in text: + text = text.replace('!"', '"!') + if "?" in text: + text = text.replace('?"', '"?') + text = text.replace(".", ".") + text = text.replace("?", "?") + text = text.replace("!", "!") + text = text.replace("", ".") + sentences = text.split("") + sentences = [s.strip() for s in sentences] + if sentences and not sentences[-1]: + sentences = sentences[:-1] + return sentences + + +def count_words(text: str) -> int: + """Counts the number of words.""" + tokenizer = nltk.tokenize.RegexpTokenizer(r"\w+") + tokens = tokenizer.tokenize(text) + num_words = len(tokens) + return num_words + + +@functools.lru_cache(maxsize=None) +def _get_sentence_tokenizer(): + return nltk.data.load("nltk:tokenizers/punkt/english.pickle") + + +def count_stopwords(text: str) -> int: + """Counts the number of stopwords.""" + nltk.download('stopwords') + stopwords = nltk.corpus.stopwords.words('english') + tokenizer = nltk.tokenize.RegexpTokenizer(r"\w+") + tokens = tokenizer.tokenize(text) + num_stopwords = len([t for t in tokens if t.lower() in stopwords]) + return num_stopwords + +def generate_keywords(num_keywords: int) -> list[str]: + """Randomly generates a few keywords.""" + return random.sample(WORD_LIST, k=num_keywords) \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/README.md b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/README.md new file mode 100644 index 0000000000000000000000000000000000000000..062d6166779d0a7ae83c3f7166ced351b0a9e97e --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/README.md @@ -0,0 +1,44 @@ +# IFEval: Instruction Following Eval + +This is not an officially supported Google product. + +This repository contains source code and data for +[Instruction Following Evaluation for Large Language Models](arxiv.org/abs/2311.07911) + +## Dependencies + +Please make sure that all required python packages are installed via: + +``` +pip3 install -r requirements.txt +``` + +## How to run + +You need to create a jsonl file with two entries: prompt and response. +Then, call `evaluation_main` from the parent folder of +instruction_following_eval. For example: + +```bash +# Content of `--input_response_data` should be like: +# {"prompt": "Write a 300+ word summary ...", "response": "PUT YOUR MODEL RESPONSE HERE"} +# {"prompt": "I am planning a trip to ...", "response": "PUT YOUR MODEL RESPONSE HERE"} +# ... +python3 -m instruction_following_eval.evaluation_main \ + --input_data=./instruction_following_eval/data/input_data.jsonl \ + --input_response_data=./instruction_following_eval/data/input_response_data_gpt4_20231107_145030.jsonl \ + --output_dir=./instruction_following_eval/data/ +``` + +## Reference + +If you use our work, please consider citing our preprint: + +``` +@article{zhou2023instruction, + title={Instruction-Following Evaluation for Large Language Models}, + author={Zhou, Jeffrey and Lu, Tianjian and Mishra, Swaroop and Brahma, Siddhartha and Basu, Sujoy and Luan, Yi and Zhou, Denny and Hou, Le}, + journal={arXiv preprint arXiv:2311.07911}, + year={2023} +} +``` \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/evaluation_main.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/evaluation_main.py new file mode 100644 index 0000000000000000000000000000000000000000..4a341984936c4d609644a3b77f8c030ac5aa7269 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/evaluation_main.py @@ -0,0 +1,289 @@ +# coding=utf-8 +# Copyright 2024 The Google Research Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Binary of evaluating instruction following. See README.md.""" + +import collections +import dataclasses +import json +import os +from typing import Dict, Optional, Sequence, Union + +import pandas as pd + +# from absl import app +# from absl import flags +# from absl import logging + +# adding the path +import sys +sys.path.append(os.path.dirname(os.path.dirname(__file__))) +from instruction_following_eval import instructions_registry + + +# _INPUT_DATA = flags.DEFINE_string( +# "input_data", None, "path to input data", required=True +# ) + +# _INPUT_RESPONSE_DATA = flags.DEFINE_string( +# "input_response_data", None, "path to input response data", required=False +# ) + +# _OUTPUT_DIR = flags.DEFINE_string( +# "output_dir", +# None, +# "Output directory for inference and eval results.", +# required=True, +# ) + + +@dataclasses.dataclass +class InputExample: + key: int + instruction_id_list: list[str] + prompt: str + kwargs: list[Dict[str, Optional[Union[str, int]]]] + + +@dataclasses.dataclass +class OutputExample: + instruction_id_list: list[str] + prompt: str + response: str + follow_all_instructions: bool + follow_instruction_list: list[bool] + question_id: int + + +def read_prompt_list(questions): + """Read inputs from jsonl.""" + inputs = [] + for example in questions: + example["kwargs"] = [{k: v for k, v in d.items() if v is not None} for d in example["kwargs"]] + # from IPython import embed; embed() + inputs.append( + InputExample(key=example["question_id"], + instruction_id_list=example["instruction_id_list"], + prompt=example["turns"][0], + kwargs=example["kwargs"])) + return inputs + + +def write_outputs(output_jsonl_filename, outputs): + """Writes outputs to jsonl.""" + assert outputs + with open(output_jsonl_filename, "w") as f: + for o in outputs: + f.write( + json.dumps( + { + attr_name: o.__getattribute__(attr_name) + for attr_name in [ + name for name in dir(o) if not name.startswith("_") + ] + } + ) + ) + f.write("\n") + + +def test_instruction_following_strict( + inp, + prompt_to_response, +): + """Tests response to see if instrutions are followed.""" + response = prompt_to_response[inp.prompt] + instruction_list = inp.instruction_id_list + is_following_list = [] + + for index, instruction_id in enumerate(instruction_list): + instruction_cls = instructions_registry.INSTRUCTION_DICT[instruction_id] + instruction = instruction_cls(instruction_id) + + instruction.build_description(**(inp.kwargs[index])) + args = instruction.get_instruction_args() + if args and "prompt" in args: + instruction.build_description(prompt=inp.prompt) + if response.strip() and instruction.check_following(response): + is_following_list.append(True) + else: + is_following_list.append(False) + + return OutputExample( + instruction_id_list=inp.instruction_id_list, + prompt=inp.prompt, + response=response, + follow_all_instructions=all(is_following_list), + follow_instruction_list=is_following_list, + question_id=inp.key, + ) + + +def test_instruction_following_loose( + inp, + prompt_to_response, +): + """Tests response for an upper bound for following instructions.""" + response = prompt_to_response[inp.prompt] + r = response.split("\n") + response_remove_first = "\n".join(r[1:]).strip() + response_remove_last = "\n".join(r[:-1]).strip() + response_remove_both = "\n".join(r[1:-1]).strip() + revised_response = response.replace("*", "") + revised_response_remove_first = response_remove_first.replace("*", "") + revised_response_remove_last = response_remove_last.replace("*", "") + revised_response_remove_both = response_remove_both.replace("*", "") + all_responses = [ + response, + revised_response, + response_remove_first, + response_remove_last, + response_remove_both, + revised_response_remove_first, + revised_response_remove_last, + revised_response_remove_both, + ] + instruction_list = inp.instruction_id_list + is_following_list = [] + + for index, instruction_id in enumerate(instruction_list): + instruction_cls = instructions_registry.INSTRUCTION_DICT[instruction_id] + instruction = instruction_cls(instruction_id) + + instruction.build_description(**inp.kwargs[index]) + args = instruction.get_instruction_args() + if args and "prompt" in args: + instruction.build_description(prompt=inp.prompt) + + is_following = False + for r in all_responses: + if r.strip() and instruction.check_following(r): + is_following = True + break + + is_following_list.append(is_following) + + return OutputExample( + instruction_id_list=inp.instruction_id_list, + prompt=inp.prompt, + response=response, + follow_all_instructions=all(is_following_list), + follow_instruction_list=is_following_list, + question_id=inp.key, + ) + + +def read_prompt_to_response_dict(input_jsonl_filename): + """Creates dictionary matching prompt and response.""" + return_dict = {} + with open(input_jsonl_filename, "r") as f: + for l in f: + example = json.loads(l) + return_dict[example["prompt"]] = example["response"] + return return_dict + + +def print_report(outputs): + """Prints a report on accuracy scores.""" + + prompt_total = 0 + prompt_correct = 0 + instruction_total = 0 + instruction_correct = 0 + + tier0_total = collections.defaultdict(int) + tier0_correct = collections.defaultdict(int) + + tier1_total = collections.defaultdict(int) + tier1_correct = collections.defaultdict(int) + + for example in outputs: + follow_instruction_list = example.follow_instruction_list + instruction_id_list = example.instruction_id_list + + prompt_total += 1 + if all(follow_instruction_list): + prompt_correct += 1 + + instruction_total += len(instruction_id_list) + instruction_correct += sum(follow_instruction_list) + + for instruction_id, followed_or_not in zip( + instruction_id_list, follow_instruction_list + ): + instruction_id = instruction_id.split(":")[0] + tier0_total[instruction_id] += 1 + if followed_or_not: + tier0_correct[instruction_id] += 1 + + for instruction_id, followed_or_not in zip( + instruction_id_list, follow_instruction_list + ): + tier1_total[instruction_id] += 1 + if followed_or_not: + tier1_correct[instruction_id] += 1 + + print(f"prompt-level: {prompt_correct / prompt_total}") + print(f"instruction-level: {instruction_correct / instruction_total}") + print() + for instruction_id in sorted(tier0_total.keys()): + accuracy = tier0_correct[instruction_id] / tier0_total[instruction_id] + print(f"{instruction_id} {accuracy}") + print() + for instruction_id in sorted(tier1_total.keys()): + accuracy = tier1_correct[instruction_id] / tier1_total[instruction_id] + print(f"{instruction_id} {accuracy}") + + +def evaluator(questions, model_answers, _OUTPUT_DIR, model_id): + # creating output dir if it doesn't exist + inputs = read_prompt_list(questions) + prompts_df = pd.DataFrame(questions) + responses_df = pd.DataFrame([v for k,v in model_answers[model_id].items()]) + merged_df = pd.merge(prompts_df, responses_df, on='question_id') + merged_df['turns'] = merged_df['turns'].apply(lambda x: x[0]) + merged_df['choices'] = merged_df["choices"].apply(lambda x: x[0]['turns'][0]) + prompt_to_response = dict(zip(merged_df['turns'], merged_df['choices'])) + # prompt_to_response = read_prompt_to_response_dict( + # _INPUT_RESPONSE_DATA.value) + + # get instruction following results + eval_results = {} + for func, key in [ + (test_instruction_following_strict, "strict"), + # (test_instruction_following_loose, "loose"), + ]: + # logging.info("Generating %s...", key) + outputs = [] + for inp in inputs: + outputs.append(func(inp, prompt_to_response)) + follow_all_instructions = [o.follow_all_instructions for o in outputs] + accuracy = sum(follow_all_instructions) / len(outputs) + # logging.info("Accuracy: %f", accuracy) + + output_file_name = os.path.join( + _OUTPUT_DIR, f"{model_id}_{key}" + ".jsonl" + ) + write_outputs(output_file_name, outputs) + # logging.info("Generated: %s", output_file_name) + + # Prints instruction following accuracy report. + # print("=" * 64) + # print(f"{output_file_name} Accuracy Scores:") + # print_report(outputs) + + eval_results[key] = outputs + + return eval_results diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions.py new file mode 100644 index 0000000000000000000000000000000000000000..4997bab885a676d92545fd91a9a20b48d234a2b2 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions.py @@ -0,0 +1,1570 @@ +# coding=utf-8 +# Copyright 2024 The Google Research Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Library of instructions.""" +import collections +import json +import random +import re +import string +from typing import Dict, Optional, Sequence, Union + +# from absl import logging +import langdetect + +from instruction_following_eval import instructions_util + + +_InstructionArgsDtype = Optional[Dict[str, Union[int, str, Sequence[str]]]] + +_LANGUAGES = instructions_util.LANGUAGE_CODES + +# The relational operation for comparison. +_COMPARISON_RELATION = ("less than", "at least") + +# The maximum number of sentences. +_MAX_NUM_SENTENCES = 20 + +# The number of placeholders. +_NUM_PLACEHOLDERS = 4 + +# The number of bullet lists. +_NUM_BULLETS = 5 + +# The options of constrained response. +_CONSTRAINED_RESPONSE_OPTIONS = ( + "My answer is yes.", "My answer is no.", "My answer is maybe.") + +# The options of starter keywords. +_STARTER_OPTIONS = ("I would say", "My answer is", "I believe", + "In my opinion", "I think", "I reckon", "I feel", + "From my perspective", "As I see it", "According to me", + "As far as I'm concerned", "To my understanding", + "In my view", "My take on it is", "As per my perception") + +# The options of ending keywords. +# TODO(jeffreyzhou) add more ending options +_ENDING_OPTIONS = ("Any other questions?", + "Is there anything else I can help with?") + +# The number of highlighted sections. +_NUM_HIGHLIGHTED_SECTIONS = 4 + +# The section spliter. +_SECTION_SPLITER = ("Section", "SECTION") + +# The number of sections. +_NUM_SECTIONS = 5 + +# The number of paragraphs. +_NUM_PARAGRAPHS = 5 + +# The postscript marker. +_POSTSCRIPT_MARKER = ("P.S.", "P.P.S") + +# The number of keywords. +# _NUM_KEYWORDS = 2 +_NUM_KEYWORDS = 5 # Neel: increase the number of keywords to 5 for more diversity. + +# The occurrences of a single keyword. +_KEYWORD_FREQUENCY = 3 + +# The occurrences of a single letter. +_LETTER_FREQUENCY = 10 + +# The occurrences of words with all capital letters. +_ALL_CAPITAL_WORD_FREQUENCY = 20 + +# The number of words in the response. +_NUM_WORDS_LOWER_LIMIT = 100 +_NUM_WORDS_UPPER_LIMIT = 500 + + +class Instruction: + """An instruction template.""" + + def __init__(self, instruction_id): + self.id = instruction_id + + def build_description(self, **kwargs): + raise NotImplementedError("`build_description` not implemented.") + + def get_instruction_args(self): + raise NotImplementedError("`get_instruction_args` not implemented.") + + def get_instruction_args_keys(self): + raise NotImplementedError("`get_instruction_args_keys` not implemented.") + + def check_following(self, value): + raise NotImplementedError("`check_following` not implemented.") + + +class ResponseLanguageChecker(Instruction): + """Check the language of the entire response.""" + + def build_description(self, *, language = None): + """Build the instruction description. + + Args: + language: A string representing the expected language of the response. The + language has to comply to the 97 types defined in + `langid.py` (https://pypi.org/project/langid/1.1.5/), which follows + ISO 639-1 codes (https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes); + for example, `en` for English, `zh` for Chinese, `fr` for French. + + Returns: + A string representing the instruction description. + """ + self._language = language + if self._language is None: + self._language = random.choice(list(_LANGUAGES.keys())) + # TODO(tianjianlu): opens the description generation to more choices. + self._description_pattern = ( + "Your ENTIRE response should be in {language} language, no other " + + "language is allowed.") + return self._description_pattern.format(language=_LANGUAGES[self._language]) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"language": self._language} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["language"] + + def check_following(self, value): + """Check if the language of the entire response follows the instruction. + + Args: + value: A string representing the response. + + Returns: + True if the language of `value` follows instruction; otherwise False. + """ + assert isinstance(value, str) + + try: + return langdetect.detect(value) == self._language + except langdetect.LangDetectException as e: + # Count as instruction is followed. + logging.error( + "Unable to detect language for text %s due to %s", value, e + ) # refex: disable=pytotw.037 + return True + + +class NumberOfSentences(Instruction): + """Check the number of sentences.""" + + def build_description(self, *, num_sentences = None, + relation = None): + """Build the instruction description. + + Args: + num_sentences: An integer specifying the number of sentences as a + threshold. + relation: A string in (`less than`, `at least`), defining the relational + operator for comparison. + Two relational comparisons are supported for now: + if 'less than', the actual number of sentences < the threshold; + if 'at least', the actual number of sentences >= the threshold. + + Returns: + A string representing the instruction description. + """ + # The number of sentences as a threshold for comparison. + self._num_sentences_threshold = num_sentences + if (self._num_sentences_threshold is None or + self._num_sentences_threshold < 0): + self._num_sentences_threshold = random.randint(1, _MAX_NUM_SENTENCES) + + if relation is None: + self._comparison_relation = random.choice(_COMPARISON_RELATION) + elif relation not in _COMPARISON_RELATION: + raise ValueError("The supported relation for comparison must be in " + f"{_COMPARISON_RELATION}, but {relation} is given.") + else: + self._comparison_relation = relation + + self._description_pattern = ( + "Your response should contain {relation} {num_sentences} sentences.") + return self._description_pattern.format( + relation=self._comparison_relation, + num_sentences=self._num_sentences_threshold) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"num_sentences": self._num_sentences_threshold, + "relation": self._comparison_relation} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["num_sentences", "relation"] + + def check_following(self, value): + """Check if the number of sentences follows the instruction. + + Args: + value: A string representing the response. + + Returns: + True if the response follows the instruction. + + Raise: + ValueError if the string in `instruction_args` is not in + [`less_than`, `at_least`]. + """ + num_sentences = instructions_util.count_sentences(value) + if self._comparison_relation == _COMPARISON_RELATION[0]: + return num_sentences < self._num_sentences_threshold + elif self._comparison_relation == _COMPARISON_RELATION[1]: + return num_sentences >= self._num_sentences_threshold + + +class PlaceholderChecker(Instruction): + """Check the placeholders in template writing.""" + + def build_description(self, *, num_placeholders = None): + """Build the instruction description. + + Args: + num_placeholders: An integer denoting the minimum number of + placeholders required in the response. + + Returns: + A string representing the instruction description. + """ + self._num_placeholders = num_placeholders + if self._num_placeholders is None or self._num_placeholders < 0: + self._num_placeholders = random.randint(1, _NUM_PLACEHOLDERS) + self._description_pattern = ( + "The response must contain at least {num_placeholders} placeholders " + + "represented by square brackets, such as [address].") + return self._description_pattern.format( + num_placeholders=self._num_placeholders) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"num_placeholders": self._num_placeholders} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["num_placeholders"] + + def check_following(self, value): + """Check if the number of placeholders follows the instruction. + + Args: + value: A string representing the response. + + Returns: + True if the actual number of placeholders in the response is greater than + or equal to `num_placeholders`; otherwise, False. + """ + placeholders = re.findall(r"\[.*?\]", value) + num_placeholders = len(placeholders) + return num_placeholders >= self._num_placeholders + + +class BulletListChecker(Instruction): + """Checks the bullet list in the prompt.""" + + def build_description(self, *, num_bullets = None): + """Build the instruction description. + + Args: + num_bullets: An integer specifying the exact number of bullet lists + that is required to appear in the response. + + Returns: + A string representing the instruction description. + """ + self._num_bullets = num_bullets + if self._num_bullets is None or self._num_bullets < 0: + self._num_bullets = random.randint(1, _NUM_BULLETS) + self._description_pattern = ( + "Your answer must contain exactly {num_bullets} bullet points. " + + "Use the markdown bullet points such as:\n" + + "* This is point 1. \n" + + "* This is point 2") + return self._description_pattern.format( + num_bullets=self._num_bullets) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"num_bullets": self._num_bullets} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["num_bullets"] + + def check_following(self, value): + r"""Check if the number of bullet lists meets the requirement. + + Args: + value: A string representing the response. The response is expected to + contain some bullet lists that start with `\*`. + + Returns: + True if the actual number of bullet lists in the response meets the + requirement. + """ + bullet_lists = re.findall(r"^\s*\*[^\*].*$", value, flags=re.MULTILINE) + bullet_lists_2 = re.findall(r"^\s*-.*$", value, flags=re.MULTILINE) + num_bullet_lists = len(bullet_lists) + len(bullet_lists_2) + return num_bullet_lists == self._num_bullets + + +class ConstrainedResponseChecker(Instruction): + """Checks the constrained response.""" + + def build_description(self): + """Build the instruction description.""" + # A sequence of string(s) representing the options of the expected response. + self._constrained_responses = _CONSTRAINED_RESPONSE_OPTIONS + self._description_pattern = ( + "Answer with one of the following options: {response_options}") + return self._description_pattern.format( + response_options=self._constrained_responses) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response matches the constrained options. + + Args: + value: A string representing the response. + + Returns: + True if the actual response contains one of the options in the constrained + responses; otherwise False. + """ + value = value.strip() + for constrained_response in self._constrained_responses: + if constrained_response in value: + return True + return False + + +class ConstrainedStartChecker(Instruction): + """Checks the response start.""" + + def build_description(self, *, starter = None): + """Build the instruction description. + + Args: + starter: A string representing the keyward that the response should start + with. + + Returns: + A string representing the instruction description. + """ + self._starter = starter.strip() if isinstance(starter, str) else starter + if self._starter is None: + self._starter = random.choice(_STARTER_OPTIONS) + self._description_pattern = ( + "During the conversation, when it is your turn, " + + "please always start with {starter}") + return self._description_pattern.format(starter=self._starter) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"starter": self._starter} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["starter"] + + def check_following(self, value): + """Checks if the response starts with the constrained keyword or phrase. + + Args: + value: A string representing the response. + + Returns: + True if the response starts with the given phrase or keyword that is + contained in `instruction_args`; otherwise, False. + """ + response_pattern = r"^\s*" + self._starter + r".*$" + response_with_constrained_start = re.search(response_pattern, value, + flags=re.MULTILINE) + return True if response_with_constrained_start else False + + +class HighlightSectionChecker(Instruction): + """Checks the highlighted section.""" + + def build_description(self, *, num_highlights = None): + """Build the instruction description. + + Args: + num_highlights: An integer specifying the minimum number of highlighted + sections. + + Returns: + A string representing the instruction description. + """ + self._num_highlights = num_highlights + if self._num_highlights is None or self._num_highlights < 0: + self._num_highlights = random.randint(1, _NUM_HIGHLIGHTED_SECTIONS) + + self._description_pattern = ( + "Highlight at least {num_highlights} sections in your answer with " + + "markdown, i.e. *highlighted section*.") + + return self._description_pattern.format(num_highlights=self._num_highlights) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"num_highlights": self._num_highlights} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["num_highlights"] + + def check_following(self, value): + """Checks if the number of highlighted sections meets the requirement. + + Args: + value: a string repesenting the response. The response is expected to + contain highlighted sections in the format of *highlighted*. + + Returns: + True if the actual number of highlighted sections in the format of + *highlighed sections* meets the minimum requirement; otherwise False. + """ + num_highlights = 0 + highlights = re.findall(r"\*[^\n\*]*\*", value) + double_highlights = re.findall(r"\*\*[^\n\*]*\*\*", value) + for highlight in highlights: + if highlight.strip("*").strip(): + num_highlights += 1 + for highlight in double_highlights: + if highlight.removeprefix("**").removesuffix("**").strip(): + num_highlights += 1 + + return num_highlights >= self._num_highlights + + +class SectionChecker(Instruction): + """Checks the sections.""" + + def build_description(self, *, section_spliter = None, + num_sections = None): + """Build the instruction description. + + Args: + section_spliter: A string represents the section spliter keyword that + marks a new section, i.e., `Section` or `SECTION`. + num_sections: An integer specifying the number of sections. + + Returns: + A string representing the instruction description. + """ + self._section_spliter = section_spliter.strip() if isinstance( + section_spliter, str) else section_spliter + if self._section_spliter is None: + self._section_spliter = random.choice(_SECTION_SPLITER) + + self._num_sections = num_sections + if self._num_sections is None or self._num_sections < 0: + self._num_sections = random.randint(1, _NUM_SECTIONS) + + self._description_pattern = ( + "Your response must have {num_sections} sections. Mark the beginning " + + "of each section with {section_spliter} X, such as:\n" + + "{section_spliter} 1\n" + + "[content of section 1]\n" + + "{section_spliter} 2\n" + + "[content of section 2]") + + return self._description_pattern.format( + num_sections=self._num_sections, + section_spliter=self._section_spliter) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"section_spliter": self._section_spliter, + "num_sections": self._num_sections} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["section_spliter", "num_sections"] + + def check_following(self, value): + """Checks the response contains multiple sections. + + Args: + value: A string representing the response. The response is expected + to contain multiple sections (number of sections is greater than 1). + A new section starts with `Section 1`, where the number denotes the + section index. + + Returns: + True if the number of sections in the response is greater than or equal to + the minimum number of sections; otherwise, False. + """ + section_splitter_patten = r"\s?" + self._section_spliter + r"\s?\d+\s?" + sections = re.split(section_splitter_patten, value) + num_sections = len(sections) - 1 + return num_sections >= self._num_sections + + +class ParagraphChecker(Instruction): + """Checks the paragraphs.""" + + def build_description(self, *, num_paragraphs = None): + """Build the instruction description. + + Args: + num_paragraphs: An integer specifying the number of paragraphs. + + Returns: + A string representing the instruction description. + """ + self._num_paragraphs = num_paragraphs + if self._num_paragraphs is None or self._num_paragraphs < 0: + self._num_paragraphs = random.randint(1, _NUM_PARAGRAPHS) + + self._description_pattern = ( + "There should be {num_paragraphs} paragraphs. " + + "Paragraphs are separated with the markdown divider: ***") + + return self._description_pattern.format(num_paragraphs=self._num_paragraphs) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"num_paragraphs": self._num_paragraphs} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["num_paragraphs"] + + def check_following(self, value): + """Checks the response contains required number of paragraphs. + + Args: + value: A string representing the response. The response may contain + paragraphs that are separated by the markdown divider: `***`. + + Returns: + True if the actual number of paragraphs is the same as required; + otherwise, False. + """ + paragraphs = re.split(r"\s?\*\*\*\s?", value) + num_paragraphs = len(paragraphs) + + for index, paragraph in enumerate(paragraphs): + if not paragraph.strip(): + if index == 0 or index == len(paragraphs) - 1: + num_paragraphs -= 1 + else: + return False + + return num_paragraphs == self._num_paragraphs + + +class PostscriptChecker(Instruction): + """Checks the postscript.""" + + def build_description(self, *, postscript_marker = None + ): + """Build the instruction description. + + Args: + postscript_marker: A string containing the keyword that marks the start + of the postscript section. + + Returns: + A string representing the instruction description. + """ + self._postscript_marker = postscript_marker.strip() if isinstance( + postscript_marker, str) else postscript_marker + if self._postscript_marker is None: + self._postscript_marker = random.choice(_POSTSCRIPT_MARKER) + + self._description_pattern = ( + "At the end of your response, please explicitly add a postscript " + + "starting with {postscript}") + + return self._description_pattern.format(postscript=self._postscript_marker) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"postscript_marker": self._postscript_marker} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["postscript_marker"] + + def check_following(self, value): + """Checks if the response follows the postscript format. + + Args: + value: a string representing the response. The response is expected to + contain a postscript section. + + Returns: + True if the response contains a postscript section starting with + the keyword containing in the `instruction_args`; otherwise False. + """ + value = value.lower() + if self._postscript_marker == "P.P.S": + postscript_pattern = r"\s*p\.\s?p\.\s?s.*$" + elif self._postscript_marker == "P.S.": + postscript_pattern = r"\s*p\.\s?s\..*$" + else: + postscript_pattern = r"\s*" + self._postscript_marker.lower() + r".*$" + postscript = re.findall(postscript_pattern, value, flags=re.MULTILINE) + return True if postscript else False + + +class RephraseChecker(Instruction): + """Checks the repharse.""" + + def build_description(self, *, original_message): + """Build the instruction description. + + Args: + original_message: A string representing the original message. The + rephrased response should only change its words/sentences in between + its two asterisks, for example, *change me*. Both original and rephrased + messages should contain the changes in the form of *change me*. + + Returns: + A string representing the instruction description. + """ + if not self.is_change(original_message): + raise ValueError(f"Message {original_message} does not contain changes " + "in the form of *change me*.") + + self._reference_without_change = original_message + self._description = ("Rephrasing: Your rephrased response should only" + + "change the words/sentences in between two asterisks" + + "such as *change me*.") + return self._description + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"original_message": self._reference_without_change} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["original_message"] + + def check_following(self, value): + r"""Checks if the rephrasing follows the instruction. + + Args: + value: A string representing the response, which is expected to rephras + the string of `instruction_args`. + + Returns: + True if `value` and `instruction_args` only differ by the words/sentences + in between two asterisks such as *change me*; otherwise, False. + """ + + if not self.is_change(value): + raise ValueError(f"value {value} does not contain " + "changes in the form of *change me*.") + + response_without_changes = self.strip_changes(value) + reference_without_changes = self.strip_changes( + self._reference_without_change) + + return response_without_changes == reference_without_changes + + def is_change(self, response): + """Check if there is change in the response in the form of *change me*.""" + return re.search(r"\*.*\*", response) + + def strip_changes(self, response): + """Strips off the changes.""" + return re.sub(r"\*.*\*", "", response) + + +class KeywordChecker(Instruction): + """Check the exisitence of certain keywords.""" + + def build_description(self, *, keywords = None + ): + """Build the instruction description. + + Args: + keywords: A sequence of strings representing the keywords that are + expected in the response. + + Returns: + A string representing the instruction description. + """ + + if not keywords: + self._keywords = instructions_util.generate_keywords( + num_keywords=_NUM_KEYWORDS) + else: + self._keywords = keywords + self._keywords = sorted(self._keywords) + + self._description_pattern = ("Include keywords {keywords} in the response.") + + return self._description_pattern.format(keywords=self._keywords) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"keywords": self._keywords} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["keywords"] + + def check_following(self, value): + """Check if the response contain the expected keywords.""" + for keyword in self._keywords: + if not re.search(keyword, value, flags=re.IGNORECASE): + return False + return True + + +class KeywordFrequencyChecker(Instruction): + """Check the keyword frequency.""" + + def build_description(self, *, keyword = None, + frequency = None, + relation = None): + """Build the instruction description. + + Args: + keyword: A string representing a keyword that is expected in the response. + frequency: An integer specifying the number of times `keyword` is expected + to appear in the response. + relation: A string in (`less than`, `at least`), defining the relational + operator for comparison. + Two relational comparisons are supported for now: + if 'less than', the actual number of occurrences < frequency; + if 'at least', the actual number of occurrences >= frequency. + + Returns: + A string representing the instruction description. + """ + if not keyword: + self._keyword = instructions_util.generate_keywords(num_keywords=1)[0] + else: + self._keyword = keyword.strip() + + self._frequency = frequency + if self._frequency is None or self._frequency < 0: + self._frequency = random.randint(1, _KEYWORD_FREQUENCY) + + if relation is None: + self._comparison_relation = random.choice(_COMPARISON_RELATION) + elif relation not in _COMPARISON_RELATION: + raise ValueError("The supported relation for comparison must be in " + f"{_COMPARISON_RELATION}, but {relation} is given.") + else: + self._comparison_relation = relation + + self._description_pattern = ( + "In your response, the word {keyword} should appear {relation} " + + "{frequency} times.") + + return self._description_pattern.format( + keyword=self._keyword, + relation=self._comparison_relation, + frequency=self._frequency) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"keyword": self._keyword, + "frequency": self._frequency, + "relation": self._comparison_relation} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["keyword", "frequency", "relation"] + + def check_following(self, value): + """Checks if the response contain the keyword with required frequency.""" + actual_occurrences = len(re.findall( + self._keyword, value, flags=re.IGNORECASE)) + + if self._comparison_relation == _COMPARISON_RELATION[0]: + return actual_occurrences < self._frequency + elif self._comparison_relation == _COMPARISON_RELATION[1]: + return actual_occurrences >= self._frequency + + +class NumberOfWords(Instruction): + """Checks the number of words.""" + + def build_description(self, *, num_words = None, + relation = None): + """Build the instruction description. + + Args: + num_words: An integer specifying the number of words contained in the + response. + relation: A string in (`less than`, `at least`), defining the relational + operator for comparison. + Two relational comparisons are supported for now: + if 'less than', the actual number of words < num_words; + if 'at least', the actual number of words >= num_words. + + Returns: + A string representing the instruction description. + """ + + self._num_words = num_words + if self._num_words is None or self._num_words < 0: + self._num_words = random.randint( + _NUM_WORDS_LOWER_LIMIT, _NUM_WORDS_UPPER_LIMIT + ) + + if relation is None: + self._comparison_relation = random.choice(_COMPARISON_RELATION) + elif relation not in _COMPARISON_RELATION: + raise ValueError("The supported relation for comparison must be in " + f"{_COMPARISON_RELATION}, but {relation} is given.") + else: + self._comparison_relation = relation + + self._description_pattern = ( + "Answer with {relation} {num_words} words.") + + return self._description_pattern.format( + relation=self._comparison_relation, + num_words=self._num_words) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"num_words": self._num_words, + "relation": self._comparison_relation} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["num_words", "relation"] + + def check_following(self, value): + """Checks if the response contains the expected number of words.""" + num_words = instructions_util.count_words(value) + + if self._comparison_relation == _COMPARISON_RELATION[0]: + return num_words < self._num_words + elif self._comparison_relation == _COMPARISON_RELATION[1]: + return num_words >= self._num_words + + +class JsonFormat(Instruction): + """Check the Json format.""" + + def build_description(self): + self._description_pattern = ( + "Entire output should be wrapped in JSON format. You can use markdown" + " ticks such as ```." + ) + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + value = ( + value.strip() + .removeprefix("```json") + .removeprefix("```Json") + .removeprefix("```JSON") + .removeprefix("```") + .removesuffix("```") + .strip() + ) + try: + json.loads(value) + except ValueError as _: + return False + return True + + +class ParagraphFirstWordCheck(Instruction): + """Check the paragraph and the first word of the nth paragraph.""" + + def build_description(self, num_paragraphs = None, + nth_paragraph = None, + first_word = None): + r"""Build the instruction description. + + Args: + num_paragraphs: An integer indicating the number of paragraphs expected + in the response. A paragraph is a subset of the string that is + expected to be separated by '\n\n'. + nth_paragraph: An integer indicating the paragraph number that we look at. + Note that n starts from 1. + first_word: A string that represent the first word of the bth paragraph. + + Returns: + A string representing the instruction description. + """ + self._num_paragraphs = num_paragraphs + if self._num_paragraphs is None or self._num_paragraphs < 0: + self._num_paragraphs = random.randint(1, _NUM_PARAGRAPHS) + + self._nth_paragraph = nth_paragraph + if ( + self._nth_paragraph is None + or self._nth_paragraph <= 0 + or self._nth_paragraph > self._num_paragraphs + ): + # self._nth_paragraph = random.randint(1, self._num_paragraphs + 1) <-- Neel: there is a bug the +1 is overshoots + self._nth_paragraph = random.randint(1, self._num_paragraphs) + + self._first_word = first_word + if self._first_word is None: + self._first_word = instructions_util.generate_keywords(num_keywords=1)[0] + self._first_word = self._first_word.lower() + + self._description_pattern = ( + "There should be {num_paragraphs} paragraphs. " + + "Paragraphs and only paragraphs are separated with each other by two " + + "new lines as if it was '\\n\\n' in python. " + + "Paragraph {nth_paragraph} must start with word {first_word}.") + + return self._description_pattern.format( + num_paragraphs=self._num_paragraphs, + nth_paragraph=self._nth_paragraph, + first_word=self._first_word) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"num_paragraphs": self._num_paragraphs, + "nth_paragraph": self._nth_paragraph, + "first_word": self._first_word} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["num_paragraphs", "nth_paragraph", "first_word"] + + def check_following(self, value): + """Checks for required number of paragraphs and correct first word. + + Args: + value: a string representing the response. The response may contain + paragraphs that are separated by two new lines and the first word of + the nth paragraph will have to match a specified word. + + Returns: + True if the number of paragraphs is the same as required and the first + word of the specified paragraph is the same as required. Otherwise, false. + """ + + paragraphs = re.split(r"\n\n", value) + num_paragraphs = len(paragraphs) + + for paragraph in paragraphs: + if not paragraph.strip(): + num_paragraphs -= 1 + + # check that index doesn't go out of bounds + if self._nth_paragraph <= num_paragraphs: + paragraph = paragraphs[self._nth_paragraph - 1].strip() + if not paragraph: + return False + else: + return False + + first_word = "" + punctuation = {".", ",", "?", "!", "'", '"'} + + # get first word and remove punctuation + word = paragraph.split()[0].strip() + # TODO(jeffrey): make more complex? + word = word.lstrip("'") + word = word.lstrip('"') + + for letter in word: + if letter in punctuation: + break + first_word += letter.lower() + + return ( + num_paragraphs == self._num_paragraphs + and first_word == self._first_word + ) + + +# TODO(jeffrey) add relation - at least/at most? +class KeySentenceChecker(Instruction): + """Check the existence of certain key sentences.""" + + def build_description(self, key_sentences = None, + num_sentences = None): + """Build the instruction description. + + Args: + key_sentences: A sequences of strings representing the key sentences that + are expected in the response. + num_sentences: The number of key sentences that are expected to be seen in + the response. + + Returns: + A string representing the instruction description. + """ + + if not key_sentences: + # TODO(jeffrey) make a generate sentences function? wonderwords package + self._key_sentences = set(["For now, this is fine."]) + else: + self._key_sentences = key_sentences + + if not num_sentences: + self._num_sentences = random.randint(1, len(self._key_sentences)) + else: + self._num_sentences = num_sentences + + self._description_pattern = ( + "Include {num_sentences} of the following sentences {key_sentences}" + ) + + return self._description_pattern.format( + num_sentences=self._num_sentences, key_sentences=self._key_sentences + ) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"num_sentences": self._num_sentences, + "key_sentences": list(self._key_sentences)} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["num_sentences", "key_sentences"] + + def check_following(self, value): + """Checks if the response contains the expected key sentences.""" + count = 0 + sentences = instructions_util.split_into_sentences(value) + for sentence in self._key_sentences: + if sentence in sentences: + count += 1 + + return count == self._num_sentences + + +class ForbiddenWords(Instruction): + """Checks that specified words are not used in response.""" + + def build_description(self, forbidden_words = None + ): + """Build the instruction description. + + Args: + forbidden_words: A sequences of strings respresenting words that are not + allowed in the response. + + Returns: + A string representing the instruction description. + """ + + if not forbidden_words: + self._forbidden_words = instructions_util.generate_keywords( + num_keywords=_NUM_KEYWORDS) + else: + self._forbidden_words = list(set(forbidden_words)) + self._forbidden_words = sorted(self._forbidden_words) + self._description_pattern = ( + "Do not include keywords {forbidden_words} in the response." + ) + + return self._description_pattern.format( + forbidden_words=self._forbidden_words + ) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"forbidden_words": self._forbidden_words} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["forbidden_words"] + + def check_following(self, value): + """Check if the response does not contain the expected keywords.""" + for word in self._forbidden_words: + if re.search(r"\b" + word + r"\b", value, flags=re.IGNORECASE): + return False + return True + + +class RephraseParagraph(Instruction): + """Checks that the paragraph is rephrased.""" + + def build_description(self, *, original_paragraph, low, high + ): + """Builds the instruction description. + + Args: + original_paragraph: A string presenting the original paragraph. The + rephrases response should have betweeb low-high words in common. + low: An integer presenting the lower bound of similar words. + high: An integer representing the upper bound of similar words. + + Returns: + A string representing the instruction description. + """ + # TODO(jeffrey) make more encompassing + self._original_paragraph = original_paragraph + self._low = low + self._high = high + + self._description = ("Rephrase the following paragraph: " + + "{original_paragraph}\nYour response should have " + + "between {low} and {high} of the same words. " + + "Words are the same if and only if all of the " + + "letters, ignoring cases, are the same. For " + + "example, 'run' is the same as 'Run' but different " + + "to 'ran'.") + + return self._description.format(original_paragraph=original_paragraph, + low=self._low, high=self._high) + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return {"original_paragraph": self._original_paragraph, + "low": self._low, + "high": self._high} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["original_paragraph", "low", "high"] + + def check_following(self, value): + val_words = re.findall(r"\w+", value.lower()) + original_words = re.findall(r"\w+", self._original_paragraph.lower()) + similar_words = 0 + + dict_val = collections.Counter(val_words) + dict_original = collections.Counter(original_words) + + for word in dict_original: + similar_words += min(dict_original[word], dict_val[word]) + + return similar_words >= self._low and similar_words <= self._high + + +class TwoResponsesChecker(Instruction): + """Check that two responses were given.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "Give two different responses. Responses and only responses should" + " be separated by 6 asterisk symbols: ******." + ) + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyward args of `build_description`.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response has two different answers. + + Args: + value: A string representing the response. + + Returns: + True if two responses are detected and false otherwise. + """ + valid_responses = list() + responses = value.split("******") + for index, response in enumerate(responses): + if not response.strip(): + if index != 0 and index != len(responses) - 1: + return False + else: + valid_responses.append(response) + return ( + len(valid_responses) == 2 + and valid_responses[0].strip() != valid_responses[1].strip() + ) + + +class RepeatPromptThenAnswer(Instruction): + """Checks that Prompt is first repeated then answered.""" + + def build_description(self, *, prompt_to_repeat = None): + """Build the instruction description. + + Args: + prompt_to_repeat: The prompt that is meant to be repeated. + + Returns: + A string representing the instruction description. + """ + if not prompt_to_repeat: + # raise ValueError("prompt_to_repeat must be set.") + # Neel Update: I handle this in live_data.py + self._prompt_to_repeat = None + else: + self._prompt_to_repeat = prompt_to_repeat + self._description_pattern = ( + "First repeat the request word for word without change," + " then give your answer (1. do not say any words or characters" + " before repeating the request; 2. the request you need to repeat" + " does not include this sentence)" + ) + return self._description_pattern + + def get_instruction_args(self): + return {"prompt_to_repeat": self._prompt_to_repeat} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["prompt_to_repeat"] + + def check_following(self, value): + if value.strip().lower().startswith(self._prompt_to_repeat.strip().lower()): + return True + return False + + +class EndChecker(Instruction): + """Checks that the prompt ends with a given phrase.""" + + def build_description(self, *, end_phrase = None): + """Build the instruction description. + + Args: + end_phrase: A string representing the phrase the response should end with. + + Returns: + A string representing the instruction description. + """ + self._end_phrase = ( + end_phrase.strip() if isinstance(end_phrase, str) else end_phrase + ) + if self._end_phrase is None: + self._end_phrase = random.choice(_ENDING_OPTIONS) + self._description_pattern = ( + "Finish your response with this exact phrase {ender}. " + "No other words should follow this phrase.") + return self._description_pattern.format(ender=self._end_phrase) + + def get_instruction_args(self): + return {"end_phrase": self._end_phrase} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["end_phrase"] + + def check_following(self, value): + """Checks if the response ends with the expected phrase.""" + value = value.strip().strip("\"").lower() + self._end_phrase = self._end_phrase.strip().lower() + return value.endswith(self._end_phrase) + + +class TitleChecker(Instruction): + """Checks the response for a title.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "Your answer must contain a title, wrapped in double angular brackets," + " such as <>." + ) + return self._description_pattern + + def get_instruction_args(self): + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response contains a title.""" + pattern = r"<<[^\n]+>>" + re_pattern = re.compile(pattern) + titles = re.findall(re_pattern, value) + + for title in titles: + if title.lstrip("<").rstrip(">").strip(): + return True + return False + + +class LetterFrequencyChecker(Instruction): + """Checks letter frequency.""" + + def build_description(self, *, letter = None, + let_frequency = None, + let_relation = None): + """Build the instruction description. + + Args: + letter: A string representing a letter that is expected in the response. + let_frequency: An integer specifying the number of times `keyword` is + expected to appear in the response. + let_relation: A string in (`less than`, `at least`), defining the + relational operator for comparison. Two relational comparisons are + supported for now; if 'less than', the actual number of + occurrences < frequency; if 'at least', the actual number of + occurrences >= frequency. + + Returns: + A string representing the instruction description. + """ + if ( + not letter + or len(letter) > 1 + or ord(letter.lower()) < 97 + or ord(letter.lower()) > 122 + ): + self._letter = random.choice(list(string.ascii_letters)) + else: + self._letter = letter.strip() + self._letter = self._letter.lower() + + self._frequency = let_frequency + if self._frequency is None or self._frequency < 0: + self._frequency = random.randint(1, _LETTER_FREQUENCY) + + if let_relation is None: + self._comparison_relation = random.choice(_COMPARISON_RELATION) + elif let_relation not in _COMPARISON_RELATION: + raise ValueError( + "The supported relation for comparison must be in " + f"{_COMPARISON_RELATION}, but {let_relation} is given." + ) + else: + self._comparison_relation = let_relation + + self._description_pattern = ( + "In your response, the letter {letter} should appear {let_relation}" + " {let_frequency} times." + ) + + return self._description_pattern.format( + letter=self._letter, + let_frequency=self._frequency, + let_relation=self._comparison_relation, + ) + + def get_instruction_args(self): + """Returns the keyword args of build description.""" + return {"letter": self._letter, + "let_frequency": self._frequency, + "let_relation": self._comparison_relation} + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["letter", "let_frequency", "let_relation"] + + def check_following(self, value): + """Checks that the response contains the letter at the right frequency.""" + value = value.lower() + letters = collections.Counter(value) + + if self._comparison_relation == _COMPARISON_RELATION[0]: + return letters[self._letter] < self._frequency + else: + return letters[self._letter] >= self._frequency + + +class CapitalLettersEnglishChecker(Instruction): + """Checks that the response is in english and is in all capital letters.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "Your entire response should be in English, and in all capital letters." + ) + return self._description_pattern + + def get_instruction_args(self): + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks that the response is in English and in all capital letters.""" + assert isinstance(value, str) + + try: + return value.isupper() and langdetect.detect(value) == "en" + except langdetect.LangDetectException as e: + # Count as instruction is followed. + logging.error( + "Unable to detect language for text %s due to %s", value, e + ) # refex: disable=pytotw.037 + return True + + +class LowercaseLettersEnglishChecker(Instruction): + """Checks that the response is in english and is in all lowercase letters.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "Your entire response should be in English, and in all lowercase" + " letters. No capital letters are allowed." + ) + return self._description_pattern + + def get_instruction_args(self): + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks that the response is in English and in all lowercase letters.""" + assert isinstance(value, str) + + try: + return value.islower() and langdetect.detect(value) == "en" + except langdetect.LangDetectException as e: + # Count as instruction is followed. + logging.error( + "Unable to detect language for text %s due to %s", value, e + ) # refex: disable=pytotw.037 + return True + + +class CommaChecker(Instruction): + """Checks the response for no commas.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "In your entire response, refrain from the use of any commas." + ) + return self._description_pattern + + def get_instruction_args(self): + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks that the response does not contain commas.""" + return not re.search(r"\,", value) + + +class CapitalWordFrequencyChecker(Instruction): + """Checks frequency of words with all capital letters.""" + + def build_description( + self, + capital_frequency = None, + capital_relation = None, + ): + """Build the instruction description. + + Args: + capital_frequency: An integer that represents the number of words that + should be in all capital letters. + capital_relation: A string that is 'at least' or 'at most' that refers to + the frequency. + + Returns: + A string representing the instruction description. + """ + self._frequency = capital_frequency + if self._frequency is None: + self._frequency = random.randint(1, _ALL_CAPITAL_WORD_FREQUENCY) + + self._comparison_relation = capital_relation + if capital_relation is None: + self._comparison_relation = random.choice(_COMPARISON_RELATION) + elif capital_relation not in _COMPARISON_RELATION: + raise ValueError( + "The supported relation for comparison must be in " + f"{_COMPARISON_RELATION}, but {capital_relation} is given." + ) + + self._description_pattern = ( + "In your response, words with all capital letters should appear" + " {relation} {frequency} times." + ) + + return self._description_pattern.format( + frequency=self._frequency, relation=self._comparison_relation + ) + + def get_instruction_args(self): + """Returns the keyword args of build description.""" + return { + "capital_frequency": self._frequency, + "capital_relation": self._comparison_relation, + } + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return ["capital_frequency", "capital_relation"] + + def check_following(self, value): + """Checks the frequency of words with all capital letters.""" + # Hyphenated words will count as one word + words = instructions_util.nltk.word_tokenize(value) + capital_words = [word for word in words if word.isupper()] + + capital_words = len(capital_words) + + if self._comparison_relation == _COMPARISON_RELATION[0]: + return capital_words < self._frequency + else: + return capital_words >= self._frequency + + +class QuotationChecker(Instruction): + """Checks response is wrapped with double quotation marks.""" + + def build_description(self): + """Build the instruction description.""" + self._description_pattern = ( + "Wrap your entire response with double quotation marks." + ) + return self._description_pattern + + def get_instruction_args(self): + """Returns the keyword args of build description.""" + return None + + def get_instruction_args_keys(self): + """Returns the args keys of `build_description`.""" + return [] + + def check_following(self, value): + """Checks if the response is wrapped with double quotation marks.""" + value = value.strip() + return len(value) > 1 and value[0] == '"' and value[-1] == '"' diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_registry.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_registry.py new file mode 100644 index 0000000000000000000000000000000000000000..903ed738398648c7cfac61d5ffa478c22f1f0891 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_registry.py @@ -0,0 +1,186 @@ +# coding=utf-8 +# Copyright 2024 The Google Research Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Registry of all instructions.""" +from instruction_following_eval import instructions + +_KEYWORD = "keywords:" + +_LANGUAGE = "language:" + +_LENGTH = "length_constraints:" + +_CONTENT = "detectable_content:" + +_FORMAT = "detectable_format:" + +_MULTITURN = "multi-turn:" + +_COMBINATION = "combination:" + +_STARTEND = "startend:" + +_CHANGE_CASES = "change_case:" + +_PUNCTUATION = "punctuation:" + +INSTRUCTION_DICT = { + _KEYWORD + "existence": instructions.KeywordChecker, + _KEYWORD + "frequency": instructions.KeywordFrequencyChecker, + # TODO(jeffreyzhou): make a proper set of sentences to choose from + # _KEYWORD + "key_sentences": instructions.KeySentenceChecker, + _KEYWORD + "forbidden_words": instructions.ForbiddenWords, + _KEYWORD + "letter_frequency": instructions.LetterFrequencyChecker, + _LANGUAGE + "response_language": instructions.ResponseLanguageChecker, + _LENGTH + "number_sentences": instructions.NumberOfSentences, + _LENGTH + "number_paragraphs": instructions.ParagraphChecker, + _LENGTH + "number_words": instructions.NumberOfWords, + _LENGTH + "nth_paragraph_first_word": instructions.ParagraphFirstWordCheck, + _CONTENT + "number_placeholders": instructions.PlaceholderChecker, + _CONTENT + "postscript": instructions.PostscriptChecker, + _FORMAT + "number_bullet_lists": instructions.BulletListChecker, + # TODO(jeffreyzhou): Pre-create paragraph or use prompt to replace + # _CONTENT + "rephrase_paragraph": instructions.RephraseParagraph, + _FORMAT + "constrained_response": instructions.ConstrainedResponseChecker, + _FORMAT + "number_highlighted_sections": ( + instructions.HighlightSectionChecker), + _FORMAT + "multiple_sections": instructions.SectionChecker, + # TODO(tianjianlu): Re-enable rephrasing with preprocessing the message. + # _FORMAT + "rephrase": instructions.RephraseChecker, + _FORMAT + "json_format": instructions.JsonFormat, + _FORMAT + "title": instructions.TitleChecker, + # TODO(tianjianlu): Re-enable with specific prompts. + # _MULTITURN + "constrained_start": instructions.ConstrainedStartChecker, + _COMBINATION + "two_responses": instructions.TwoResponsesChecker, + _COMBINATION + "repeat_prompt": instructions.RepeatPromptThenAnswer, + _STARTEND + "end_checker": instructions.EndChecker, + _CHANGE_CASES + + "capital_word_frequency": instructions.CapitalWordFrequencyChecker, + _CHANGE_CASES + + "english_capital": instructions.CapitalLettersEnglishChecker, + _CHANGE_CASES + + "english_lowercase": instructions.LowercaseLettersEnglishChecker, + _PUNCTUATION + "no_comma": instructions.CommaChecker, + _STARTEND + "quotation": instructions.QuotationChecker, +} + +INSTRUCTION_CONFLICTS = { + _KEYWORD + "existence": {_KEYWORD + "existence"}, + _KEYWORD + "frequency": {_KEYWORD + "frequency"}, + # TODO(jeffreyzhou): make a proper set of sentences to choose from + # _KEYWORD + "key_sentences": instructions.KeySentenceChecker, + _KEYWORD + "forbidden_words": {_KEYWORD + "forbidden_words"}, + _KEYWORD + "letter_frequency": {_KEYWORD + "letter_frequency"}, + _LANGUAGE + + "response_language": { + _LANGUAGE + "response_language", + _FORMAT + "multiple_sections", + _KEYWORD + "existence", + _KEYWORD + "frequency", + _KEYWORD + "forbidden_words", + _STARTEND + "end_checker", + _CHANGE_CASES + "english_capital", + _CHANGE_CASES + "english_lowercase", + }, + _LENGTH + "number_sentences": {_LENGTH + "number_sentences"}, + _LENGTH + "number_paragraphs": { + _LENGTH + "number_paragraphs", + _LENGTH + "nth_paragraph_first_word", + _LENGTH + "number_sentences", + _LENGTH + "nth_paragraph_first_word", + }, + _LENGTH + "number_words": {_LENGTH + "number_words"}, + _LENGTH + "nth_paragraph_first_word": { + _LENGTH + "nth_paragraph_first_word", + _LENGTH + "number_paragraphs", + _FORMAT + "number_bullet_lists", # neel: added, this semi conflicts + _FORMAT + "number_highlighted_sections", # neel: added, this semi conflicts + _FORMAT + "multiple_sections", # neel: added, this semi conflicts + # NOTE: that some things are not included here because they are handled by other instructions + }, + _CONTENT + "number_placeholders": {_CONTENT + "number_placeholders"}, + _CONTENT + "postscript": {_CONTENT + "postscript"}, + _FORMAT + "number_bullet_lists": { + _FORMAT + "number_bullet_lists", + _LENGTH + "nth_paragraph_first_word", # neel added + }, + # TODO(jeffreyzhou): Pre-create paragraph or use prompt to replace + # _CONTENT + "rephrase_paragraph": instructions.RephraseParagraph, + _FORMAT + "constrained_response": set(INSTRUCTION_DICT.keys()), + _FORMAT + "number_highlighted_sections": { + _FORMAT + "number_highlighted_sections", + _LENGTH + "nth_paragraph_first_word", + }, + _FORMAT + + "multiple_sections": { + _FORMAT + "multiple_sections", + _LANGUAGE + "response_language", + _FORMAT + "number_highlighted_sections", + _LENGTH + "nth_paragraph_first_word", # neel added + }, + # TODO(tianjianlu): Re-enable rephrasing with preprocessing the message. + # _FORMAT + "rephrase": instructions.RephraseChecker, + _FORMAT + + "json_format": set(INSTRUCTION_DICT.keys()).difference( + {_KEYWORD + "forbidden_words", _KEYWORD + "existence"} + ), + _FORMAT + "title": {_FORMAT + "title"}, + # TODO(tianjianlu): Re-enable with specific prompts. + # _MULTITURN + "constrained_start": instructions.ConstrainedStartChecker, + _COMBINATION + + "two_responses": set(INSTRUCTION_DICT.keys()).difference({ + _KEYWORD + "forbidden_words", + _KEYWORD + "existence", + _LANGUAGE + "response_language", + _FORMAT + "title", + _PUNCTUATION + "no_comma" + }), + _COMBINATION + "repeat_prompt": set(INSTRUCTION_DICT.keys()).difference({ + _KEYWORD + "existence", + _FORMAT + "title", + _PUNCTUATION + "no_comma" + }), + _STARTEND + "end_checker": {_STARTEND + "end_checker"}, + _CHANGE_CASES + "capital_word_frequency": { + _CHANGE_CASES + "capital_word_frequency", + _CHANGE_CASES + "english_lowercase", + _CHANGE_CASES + "english_capital", + }, + _CHANGE_CASES + "english_capital": {_CHANGE_CASES + "english_capital"}, + _CHANGE_CASES + "english_lowercase": { + _CHANGE_CASES + "english_lowercase", + _CHANGE_CASES + "english_capital", + }, + _PUNCTUATION + "no_comma": {_PUNCTUATION + "no_comma"}, + _STARTEND + "quotation": {_STARTEND + "quotation", _FORMAT + "title"}, +} + + +def conflict_make(conflicts): + """Makes sure if A conflicts with B, B will conflict with A. + + Args: + conflicts: Dictionary of potential conflicts where key is instruction id + and value is set of instruction ids that it conflicts with. + + Returns: + Revised version of the dictionary. All instructions conflict with + themselves. If A conflicts with B, B will conflict with A. + """ + for key in conflicts: + for k in conflicts[key]: + conflicts[k].add(key) + conflicts[key].add(key) + return conflicts diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_test.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_test.py new file mode 100644 index 0000000000000000000000000000000000000000..4a4a0a423b143a9f4ae737bf97b39c11e46fd748 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_test.py @@ -0,0 +1,1290 @@ +# coding=utf-8 +# Copyright 2024 The Google Research Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Tests for instructions.py.""" + +from absl.testing import absltest +from absl.testing import parameterized +from instruction_following_eval import instructions + + +# pylint:disable=g-complex-comprehension +class InstructionsTest(parameterized.TestCase): + + @parameterized.named_parameters( + [ + { + 'testcase_name': ( + f'_response={response}_language={language}' + ), + 'response': response, + 'language': language, + } + for response, language in [('The response is English', 'en')] + ] + ) + def test_response_language(self, response, language): + """Test on single language response.""" + instruction_id = 'language:response_language' + instruction = instructions.ResponseLanguageChecker(instruction_id) + instruction.build_description(language=language) + self.assertTrue(instruction.check_following(response)) + + @parameterized.named_parameters( + [ + { + 'testcase_name': ( + f'_response={response}_language={language}' + ), + 'response': response, + 'language': language, + } + for response, language in [("Desayunamos en McDonald's hoy", 'es'), + ('Today we visit the Louvre', 'en'),] + ] + ) + def test_response_multilanguage(self, response, language): + """Test on responses that contain multi-language tokens.""" + instruction_id = 'language:response_language' + instruction = instructions.ResponseLanguageChecker(instruction_id) + instruction.build_description(language=language) + self.assertTrue(instruction.check_following(response)) + + @parameterized.named_parameters( + [ + { + 'testcase_name': ( + f'_response={response}_relation={relation}' + f'_num_sentences={num_sentences}_expected={expected}' + ), + 'response': response, + 'relation': relation, + 'num_sentences': num_sentences, + 'expected': expected, + } + for response, relation, num_sentences, expected in [ + ('xx,x. xx,x! xx/x. x{x}x?', instructions._COMPARISON_RELATION[0], + 4, False), + ('xxxx. xx,x! xxxx. x(x)x?', instructions._COMPARISON_RELATION[0], + 5, True), + ('xxxx. xx,x! xx|x. x&x x?', instructions._COMPARISON_RELATION[1], + 4, True), + ('xx-x. xx,x! xx}x. x,xx?', instructions._COMPARISON_RELATION[1], + 5, False), + ] + ] + ) + def test_number_sentences(self, response, relation, num_sentences, expected): + """Test the number of sentences.""" + instruction_id = 'length_constraints:number_sentences' + instruction = instructions.NumberOfSentences(instruction_id) + instruction.build_description(relation=relation, + num_sentences=num_sentences) + actual = instruction.check_following(response) + self.assertEqual(actual, expected) + + @parameterized.named_parameters( + [ + { + 'testcase_name': ( + f'_templated={template}_num_placeholders={num_placeholders}' + f'_expected={expected}' + ), + 'template': template, + 'num_placeholders': num_placeholders, + 'expected': expected, + } + for template, num_placeholders, expected in [ + (('Sure, here is a short template with 5 placeholders:\n' + + '[Name]\n[Email]\n[Phone]\n[Address]\n[Website]\n' + + 'This template can be used for a variety of purposes, such ' + + 'ascreating a contact list, sending out surveys, or creating ' + + 'a sign-up form.'), 5, True), + (('My [adjective] [noun] is [adjective] [noun]. I [verb] and ' + + '[verb].'), 7, False), + ] + ] + ) + def test_number_placeholders(self, template, num_placeholders, expected): + """Test the number of placeholders.""" + instruction_id = 'detectable_content:number_placeholders' + instruction = instructions.PlaceholderChecker(instruction_id) + instruction.build_description(num_placeholders=num_placeholders) + actual = instruction.check_following(template) + self.assertEqual(actual, expected) + + BULLET_TEST_MESSAGE_1 = """ + A Markdown bullet point is a way of formatting text to create a list. To + create a bullet point, start each line with an asterisk (*). For example: + * This is a bullet point. + *(no space required)Another bullet point. + * (no newline ending required)Another bullet point. + markdown bullet points are often used to create to-do lists or to list items + in a step-by-step guide.""" + BULLET_TEST_MESSAGE_2 = """ + Check that inline asterisk (*), *, will not be counted. Only * that starts a + bullet list will be counted: + * This is a bullet point. + * Another bullet point. + . dot is not counted""" + BULLET_TEST_MESSAGE_3 = """ + Here are three bullets starting with asterisk: + * I am a large language model, also known as a conversational AI. + * I am trained on a massive amount of text data, and I am able to communicate. + * I am still under development, but I am learning new things every day.""" + + BULLET_TEST_MESSAGE_4 = """ + Here are three markdown bullets: + - I am a large language model, also known as a conversational AI. + - I am trained on a massive amount of text data, and I am able to communicate. + -I am still under development, but I am learning new things every day.""" + + BULLET_TEST_MESSAGE_5 = """ + Paragraph 1 + *** + Paragraph 2 + *** + Paragraph 3 + * only one bullet point + """ + + @parameterized.named_parameters( + [ + { + 'testcase_name': ( + f'_templated={template}_num_bullets={num_bullets}' + f'_expected={expected}' + ), + 'template': template, + 'num_bullets': num_bullets, + 'expected': expected, + } + for template, num_bullets, expected in [ + (BULLET_TEST_MESSAGE_1, 3, True), + (BULLET_TEST_MESSAGE_2, 2, True), + (BULLET_TEST_MESSAGE_3, 3, True), + (BULLET_TEST_MESSAGE_4, 3, True), + (BULLET_TEST_MESSAGE_5, 1, True)] + ] + ) + def test_number_bullet_lists(self, template, num_bullets, expected): + """Test the number of bullets.""" + instruction_id = 'detectable_format:exact_number_bullet_points' + instruction = instructions.BulletListChecker(instruction_id) + instruction.build_description(num_bullets=num_bullets) + actual = instruction.check_following(template) + self.assertEqual(actual, expected) + + CONSTRAINED_RESPONSE_TEST_RESPONSE_1 = """\n My answer is no.\n""" + CONSTRAINED_RESPONSE_TEST_RESPONSE_2 = """My answer is no. """ + CONSTRAINED_RESPONSE_TEST_RESPONSE_3 = """ + My answer is no. I am still under development and I am always learning and + improving. I am not the best chatbot in the world, but I am striving to be + the best that I can be.""" + + def test_constrained_response(self): + """Test the constrained response checker.""" + instruction_id = 'detectable_format:constrained_response' + instruction = instructions.ConstrainedResponseChecker(instruction_id) + instruction.build_description() + + with self.subTest('test with CONSTRAINED_RESPONSE_TEST_RESPONSE_1'): + self.assertTrue(instruction.check_following( + self.CONSTRAINED_RESPONSE_TEST_RESPONSE_1)) + + with self.subTest('test with CONSTRAINED_RESPONSE_TEST_RESPONSE_2'): + self.assertTrue(instruction.check_following( + self.CONSTRAINED_RESPONSE_TEST_RESPONSE_2)) + + with self.subTest('test with CONSTRAINED_RESPONSE_TEST_RESPONSE_3'): + self.assertTrue(instruction.check_following( + self.CONSTRAINED_RESPONSE_TEST_RESPONSE_3)) + + HIGHLIGHTED_TEST_MESSAGE_1 = """ + To highlight text with Markdown, you can use the * character before and after + the text you want to highlight. For example, if you want to highlight the + word `hello`, you would type:*hello*, You can also use the ** character to + create bold text. For example, if you want to bold the word `hello`, you + would type: **hello** """ + HIGHLIGHTED_TEST_MESSAGE_2 = """ + Sure, here are the numerical methods for solving partial differential + equations highlighted with Markdown: + *Finite difference methods + *Finite element methods* + *Boundary element methods + *Monte Carlo methods + I hope this helps!""" + HIGHLIGHTED_TEST_MESSAGE_3 = """ + There is allowed to be *two different* highlighted *sections in the same* + line. **This is also true** for **double markdown highlights.** + """ + + @parameterized.named_parameters( + [ + { + 'testcase_name': ( + f'_response={response}' + f'_min_num_highlights={min_num_highlights}' + f'_expected={expected}' + ), + 'response': response, + 'min_num_highlights': min_num_highlights, + 'expected': expected, + } + for response, min_num_highlights, expected in [ + (HIGHLIGHTED_TEST_MESSAGE_1, 2, True), + (HIGHLIGHTED_TEST_MESSAGE_2, 2, False), + (HIGHLIGHTED_TEST_MESSAGE_3, 4, True)] + ] + ) + def test_number_highlights(self, response, min_num_highlights, expected): + """Test the minimum number of highlighted sections.""" + instruction_id = 'detectable_format:minimum_number_highlighted_sections' + instruction = instructions.HighlightSectionChecker(instruction_id) + instruction.build_description(num_highlights=min_num_highlights) + actual = instruction.check_following(response) + self.assertEqual(actual, expected) + + SECTION_TEST_MESSAGE_1 = """ + Your response must have multiple sections. Mark the beginning of each section + with "Section X", such as: + Section 1 + [content of section 1] + Section 2 + [content of section 2]""" + + SECTION_TEST_MESSAGE_2 = """SECTION 1 + [content of section 1] + SECTION 2 + [content of section 2]""" + + def test_section_checker(self): + """Test the number of sections.""" + instruction_id = 'detectable_format:multiple_sections' + instruction = instructions.SectionChecker(instruction_id) + section_keyword = 'Section' + min_num_sections = 3 + instruction.build_description(section_spliter=section_keyword, + num_sections=min_num_sections) + with self.subTest(f'test {section_keyword} and {min_num_sections}'): + self.assertFalse( + instruction.check_following(self.SECTION_TEST_MESSAGE_1)) + + section_keyword = 'SECTION' + min_num_sections = 2 + instruction.build_description(section_spliter=section_keyword, + num_sections=min_num_sections) + with self.subTest(f'test {section_keyword} and {min_num_sections}'): + self.assertTrue( + instruction.check_following(self.SECTION_TEST_MESSAGE_2)) + + PARAGRAPH_TEST_MESSAGE_1 = """ + paragraph 1 + *** + paragraph 2 + *** + paragraph 3""" + + PARAGRAPH_TEST_MESSAGE_2 = """ + *** + paragraph 1 + *** + paragraph 2 + *** + paragraph 3""" + + PARAGRAPH_TEST_MESSAGE_3 = """ + paragraph 1 + *** + paragraph 2 + *** + paragraph 3 + ***""" + + PARAGRAPH_TEST_MESSAGE_4 = """ + paragraph 1 + *** + paragraph 2 + *** + ***""" + + def test_paragraph_checker(self): + """Test the number of sections.""" + instruction_id = 'length_constraint:number_paragraphs' + instruction = instructions.ParagraphChecker(instruction_id) + num_paragraphs = 3 + instruction.build_description(num_paragraphs=num_paragraphs) + with self.subTest(f'test {self.PARAGRAPH_TEST_MESSAGE_1} and ' + f'{num_paragraphs} paragraphs'): + self.assertTrue(instruction.check_following( + self.PARAGRAPH_TEST_MESSAGE_1)) + + num_paragraphs = 3 + instruction.build_description(num_paragraphs=num_paragraphs) + with self.subTest(f'test {self.PARAGRAPH_TEST_MESSAGE_2} and ' + f'{num_paragraphs} paragraphs'): + self.assertTrue(instruction.check_following( + self.PARAGRAPH_TEST_MESSAGE_2)) + + num_paragraphs = 3 + instruction.build_description(num_paragraphs=num_paragraphs) + with self.subTest(f'test {self.PARAGRAPH_TEST_MESSAGE_3} and ' + f'{num_paragraphs} paragraphs'): + self.assertTrue(instruction.check_following( + self.PARAGRAPH_TEST_MESSAGE_3)) + + num_paragraphs = 2 + instruction.build_description(num_paragraphs=num_paragraphs) + with self.subTest(f'test {self.PARAGRAPH_TEST_MESSAGE_4} and ' + f'{num_paragraphs} paragraphs'): + self.assertFalse(instruction.check_following( + self.PARAGRAPH_TEST_MESSAGE_4)) + + POSTSCRIPT_TEST_MESSAGE_1 = """ + I will do my best to follow your instructions and always start my responses + with "My response is:". I will try to be as consistent as possible, but + please be patient with me if I make a mistake. I am still under development, + and I am always learning new things. + + P.S. I hope this is what you were looking for.""" + + POSTSCRIPT_TEST_MESSAGE_2 = """ + Sure, here is my response with a postscript starting with P.P.S.: + + My response is: I hope this answers your question. + + P.P.S. I am always happy to answer any other questions you may have. + + Do you have any other questions for me?""" + + # Postscript does not have to start as a new line. + # Relaxed the constraint in cl/525253841. + POSTSCRIPT_TEST_MESSAGE_3 = """ + The radius of a unit circle is 1. However, I can give you a funny and wrong + answer: the radius of a unit circle is 0. This is because a unit circle is a + circle with a radius of 1, and if the radius is 0, then the circle has no + size and is just a point. (not starting a new line) P.S. I hope you enjoyed + my joke!""" + + POSTSCRIPT_TEST_MESSAGE_4 = """ + If the length of a square is one, the area of the square will also be one. + p.p.s what if the entire response was lower case letters? + """ + + POSTSCRIPT_TEST_MESSAGE_5 = """ + The mysteries of space and time are mysterious. + P. S. Sometimes there are even spaces between P. and S.. + """ + + def test_postscript_checker(self): + """Test the postscript checker.""" + instruction_id = 'detectable_content:postscript' + instruction = instructions.PostscriptChecker(instruction_id) + postscript_start_keyword = instructions._POSTSCRIPT_MARKER[0] + instruction.build_description(postscript_marker=postscript_start_keyword) + with self.subTest(f'test {postscript_start_keyword}'): + self.assertTrue( + instruction.check_following(self.POSTSCRIPT_TEST_MESSAGE_1)) + + postscript_start_keyword = 'PS:' + instruction.build_description(postscript_marker=postscript_start_keyword) + with self.subTest(f'test {postscript_start_keyword}'): + self.assertFalse( + instruction.check_following(self.POSTSCRIPT_TEST_MESSAGE_1)) + + postscript_start_keyword = instructions._POSTSCRIPT_MARKER[1] + instruction.build_description(postscript_marker=postscript_start_keyword) + with self.subTest(f'test {postscript_start_keyword}'): + self.assertTrue( + instruction.check_following(self.POSTSCRIPT_TEST_MESSAGE_2)) + + postscript_start_keyword = 'P.S.' + instruction.build_description(postscript_marker=postscript_start_keyword) + with self.subTest(f'test {postscript_start_keyword}'): + self.assertTrue( + instruction.check_following(self.POSTSCRIPT_TEST_MESSAGE_3)) + + postscript_start_keyword = 'P.P.S' + instruction.build_description(postscript_marker=postscript_start_keyword) + with self.subTest(f'test {postscript_start_keyword}'): + self.assertTrue( + instruction.check_following(self.POSTSCRIPT_TEST_MESSAGE_4)) + + postscript_start_keyword = 'P.S.' + instruction.build_description(postscript_marker=postscript_start_keyword) + with self.subTest(f'test {postscript_start_keyword}'): + self.assertTrue( + instruction.check_following(self.POSTSCRIPT_TEST_MESSAGE_5)) + + CONSTRAINED_START_TEST_MESSAGE_1 = """ + My response is: ASIC is a specialized chip for specific tasks in electronic + devices, offering advantages in efficiency and processing speed.""" + + CONSTRAINED_START_TEST_MESSAGE_2 = """ + My response is: ASIC is a specialized chip for specific tasks in + electronic + devices, offering advantages in efficiency and processing speed.""" + + CONSTRAINED_START_TEST_MESSAGE_3 = """ + An ASIC, or Application-Specific Integrated Circuit, is a type of specialized + chip that, my response is, is designed to perform specific tasks in electronic + devices.""" + + def test_constrained_start_checker(self): + """Test the constrained start checker.""" + instruction_id = 'multi-turn:constrained_start' + instruction = instructions.ConstrainedStartChecker(instruction_id) + start_keyword = 'My response is:' + instruction.build_description(starter=start_keyword) + with self.subTest(f'test {start_keyword}'): + self.assertTrue( + instruction.check_following(self.CONSTRAINED_START_TEST_MESSAGE_1)) + + with self.subTest(f'test {start_keyword} with spaces in the beginning'): + self.assertTrue(instruction.check_following( + self.CONSTRAINED_START_TEST_MESSAGE_2)) + + start_keyword = 'my response is' + with self.subTest(f'test {start_keyword} embedded in the middle'): + self.assertFalse( + instruction.check_following(self.CONSTRAINED_START_TEST_MESSAGE_3)) + + REPHRASE_TEST_REPHRASED_MESSAGE_1 = """ + I am *content*.""" + REPHRASE_TEST_ORIGINAL_MESSAGE_1 = """ + I am *happy*.""" + + REPHRASE_TEST_REPHRASED_MESSAGE_1_NOCHANGE = """ + I am .""" + + REPHRASE_TEST_REPHRASED_MESSAGE_1_FORMAT = """ + I am [content].""" + + REPHRASE_TEST_REPHRASED_MESSAGE_2 = """ + It is raining heavily *at this moment*.""" + REPHRASE_TEST_ORIGINAL_MESSAGE_2 = """ + *At present,* there is heavy rainfall occurring.""" + + def test_rephrase_checker(self): + """Test the rephrase checker.""" + instruction_id = 'detectable_format:rephrasing' + instruction = instructions.RephraseChecker(instruction_id) + instruction.build_description( + original_message=self.REPHRASE_TEST_ORIGINAL_MESSAGE_1) + with self.subTest(f'test {self.REPHRASE_TEST_REPHRASED_MESSAGE_1}'): + self.assertTrue( + instruction.check_following(self.REPHRASE_TEST_REPHRASED_MESSAGE_1)) + + instruction.build_description( + original_message=self.REPHRASE_TEST_ORIGINAL_MESSAGE_1) + with self.subTest( + f'test {self.REPHRASE_TEST_REPHRASED_MESSAGE_1_NOCHANGE}'): + with self.assertRaises(ValueError): + instruction.check_following( + self.REPHRASE_TEST_REPHRASED_MESSAGE_1_NOCHANGE) + + instruction.build_description( + original_message=self.REPHRASE_TEST_ORIGINAL_MESSAGE_1) + with self.subTest(f'test {self.REPHRASE_TEST_REPHRASED_MESSAGE_1_FORMAT}'): + with self.assertRaises(ValueError): + instruction.check_following( + self.REPHRASE_TEST_REPHRASED_MESSAGE_1_FORMAT) + + instruction.build_description( + original_message=self.REPHRASE_TEST_ORIGINAL_MESSAGE_2) + with self.subTest(f'test {self.REPHRASE_TEST_REPHRASED_MESSAGE_2}'): + self.assertFalse( + instruction.check_following(self.REPHRASE_TEST_REPHRASED_MESSAGE_2)) + + TEST_INCLUDE_KEYWORD_MESSAGE_1 = """ + Paris is a city of beauty and romance. The romantic river Seine winds its way + through the city, past iconic landmarks like the Eiffel Tower and the Louvre + Museum, where the Mona Lisa resides. Whether you're taking a boat cruise down + the river or simply strolling along the banks, you're sure to be captivated + by the city's charm.""" + + TEST_INCLUDE_KEYWORD_MESSAGE_2 = """ + Paris is a city of beauty, romance, and history. It is home to some of the + most iconic landmarks in the world, including the Eiffel Tower, the Louvre + Museum, and the Notre Dame Cathedral. The city is also known for its romantic + river cruises, its delicious food, and its stylish people. + """ + + KEYWORDS = ('romantic', 'river', 'Mona Lisa') + + def test_keyword_checker(self): + """Test the inclusion of keywords.""" + instruction_id = 'keywords:include_keywords' + instruction = instructions.KeywordChecker(instruction_id) + + instruction.build_description(keywords=self.KEYWORDS) + with self.subTest(f'test {self.TEST_INCLUDE_KEYWORD_MESSAGE_1}'): + self.assertTrue( + instruction.check_following(self.TEST_INCLUDE_KEYWORD_MESSAGE_1)) + + instruction.build_description(keywords=self.KEYWORDS) + with self.subTest(f'test {self.TEST_INCLUDE_KEYWORD_MESSAGE_2}'): + self.assertFalse( + instruction.check_following(self.TEST_INCLUDE_KEYWORD_MESSAGE_2)) + + TEST_KEYWORD_FREQUNECY_MESSAGE_1 = """ + keyword, Keyword, KEYWORD + """ + TEST_KEYWORD_FREQUENCY_KEYWORD_1 = ' keyword ' + + TEST_KEYWORD_FREQUNECY_MESSAGE_2 = """ + *keyword + *Keyword + *KEYWORD + """ + TEST_KEYWORD_FREQUENCY_KEYWORD_2 = 'KEYWORD' + + def test_keyword_frequency_checker(self): + """Test the frequency of keywords.""" + + instruction_id = 'keywords:keyword_frequency' + instruction = instructions.KeywordFrequencyChecker(instruction_id) + + frequency = 4 + instruction.build_description(keyword=self.TEST_KEYWORD_FREQUENCY_KEYWORD_1, + frequency=frequency, + relation=instructions._COMPARISON_RELATION[0]) + with self.subTest( + f'test {self.TEST_KEYWORD_FREQUENCY_KEYWORD_1} {frequency}'): + self.assertTrue( + instruction.check_following(self.TEST_KEYWORD_FREQUNECY_MESSAGE_1)) + + frequency = 3 + instruction.build_description(keyword=self.TEST_KEYWORD_FREQUENCY_KEYWORD_1, + frequency=frequency, + relation=instructions._COMPARISON_RELATION[1]) + with self.subTest( + f'test {self.TEST_KEYWORD_FREQUENCY_KEYWORD_1} {frequency}'): + self.assertTrue( + instruction.check_following(self.TEST_KEYWORD_FREQUNECY_MESSAGE_1)) + + frequency = 4 + instruction.build_description(keyword=self.TEST_KEYWORD_FREQUENCY_KEYWORD_2, + frequency=frequency, + relation=instructions._COMPARISON_RELATION[1]) + with self.subTest( + f'test {self.TEST_KEYWORD_FREQUENCY_KEYWORD_2} {frequency}'): + self.assertFalse( + instruction.check_following(self.TEST_KEYWORD_FREQUNECY_MESSAGE_2)) + + TEST_NUM_WORDS_MESSAGE_1 = """ + d3sCRi7 lArge lAnguagE M0del w1tH 20 w0RdS.""" + + TEST_NUM_WORDS_MESSAGE_2 = """ + L4RGE L4NGU4GE M0DEL: AI syst3m th4t und3rstands, g3n3r4tes, or tr4nsforms + l4ngu4g3 b4s3d on pr3vious l3arning & d4t4.""" + + def test_num_words_checker(self): + """Test the checker on the number of words.""" + instruction_id = 'length_constraint:number_words' + instruction = instructions.NumberOfWords(instruction_id) + + word_counts = 8 + instruction.build_description(num_words=word_counts, + relation=instructions._COMPARISON_RELATION[0]) + with self.subTest( + f'test {self.TEST_NUM_WORDS_MESSAGE_1} {word_counts}'): + self.assertTrue( + instruction.check_following(self.TEST_NUM_WORDS_MESSAGE_1)) + + word_counts = 16 + instruction.build_description(num_words=word_counts, + relation=instructions._COMPARISON_RELATION[0]) + with self.subTest( + f'test {self.TEST_NUM_WORDS_MESSAGE_2} less than {word_counts}'): + self.assertFalse( + instruction.check_following(self.TEST_NUM_WORDS_MESSAGE_2)) + + word_counts = 16 + instruction.build_description(num_words=word_counts, + relation=instructions._COMPARISON_RELATION[1]) + with self.subTest( + f'test {self.TEST_NUM_WORDS_MESSAGE_2} at least {word_counts}'): + self.assertTrue( + instruction.check_following(self.TEST_NUM_WORDS_MESSAGE_2)) + + PARAGRAPH_FIRST_WORD_TEST_1 = """ + paragraph 1 + + I paragraph 2 + + paragraph 3""" + + PARAGRAPH_FIRST_WORD_TEST_2 = """ + paragraph 1 + + I paragraph 2""" + + PARAGRAPH_FIRST_WORD_TEST_3 = """ + paragraph 1 + + fail paragraph 2 + + paragraph 3""" + + PARAGRAPH_FIRST_WORD_TEST_4 = """ + Wow this is a very long response. + + I can't believe there is more than three paragraphs. + + Really more than three? No way! + + I can't believe it but I guess I am living proof. + + Haha, you go that right.""" + + PARAGRAPH_FIRST_WORD_TEST_5 = """ + Wow this is a very long response. + + I can't believe there is more than three paragraphs. + + "Really?! more than three? No way!" + + I can't believe it but I guess I am living proof. + + Haha, you go that right.""" + + PARAGRAPH_FIRST_WORD_TEST_6 = """ + Wow this is a very long response. + + I can't believe there is more than three paragraphs. + + Rea!lly more than three? No way! + + I can't believe it but I guess I am living proof. + + Haha, you go that right.""" + + def test_paragraph_first_word(self): + """Test number of paragraphs and first word of nth paragraph.""" + instruction_id = 'length_constraints:nth_paragraph_first_word' + instruction = instructions.ParagraphFirstWordCheck(instruction_id) + tests = [ + self.PARAGRAPH_FIRST_WORD_TEST_1, + self.PARAGRAPH_FIRST_WORD_TEST_2, + self.PARAGRAPH_FIRST_WORD_TEST_3, + self.PARAGRAPH_FIRST_WORD_TEST_4, + self.PARAGRAPH_FIRST_WORD_TEST_5, + self.PARAGRAPH_FIRST_WORD_TEST_6, + ] + + for test in tests: + if (test == self.PARAGRAPH_FIRST_WORD_TEST_1 + or test == self.PARAGRAPH_FIRST_WORD_TEST_2 + or test == self.PARAGRAPH_FIRST_WORD_TEST_3): + num_paragraphs = 3 + nth_paragraph = 2 + first_word = 'I' + elif test == self.PARAGRAPH_FIRST_WORD_TEST_4: + num_paragraphs = 5 + nth_paragraph = 5 + first_word = 'haha' + else: + num_paragraphs = 5 + nth_paragraph = 3 + first_word = 'Really' + + instruction.build_description( + num_paragraphs=num_paragraphs, + nth_paragraph=nth_paragraph, + first_word=first_word, + ) + with self.subTest( + f'test {test} \n. Test for ' + f'{num_paragraphs} paragraphs and ' + f'for paragraph {nth_paragraph} ' + f'{first_word} is first word' + ): + if (test == self.PARAGRAPH_FIRST_WORD_TEST_1 + or test == self.PARAGRAPH_FIRST_WORD_TEST_4 + or test == self.PARAGRAPH_FIRST_WORD_TEST_5): + self.assertTrue(instruction.check_following(test)) + else: + self.assertFalse(instruction.check_following(test)) + + TEST_KEY_SENTENCES_1 = """ + Puppies are fun. They are playful, energetic, and always up for a good time. +Puppies love to run, jump, and play fetch. They are also very good at +cuddling and giving kisses. If you are looking for a fun and loving pet, +a puppy is a great choice. + """ + + TEST_KEY_SENTENCES_2 = """ + I like to eat candy. When I'm feeling happy, sad, or even angry, candy +always makes me feel better. I like to share candy with my friends and +family. It's a great way to show them how much I care. + """ + + TEST_KEY_SENTENCES_3 = """ +I know that candy isn't the healthiest thing to eat, but I don't care. +I love it too much. I'll just have to make sure to eat it in moderation. + """ + + key_sentences = {'Puppies love to run, jump, and play fetch.', + 'I like to eat candy.', 'Puppies are fun.'} + + def test_key_sentences(self): + """Test the inclusion of key sentences.""" + instruction_id = 'keywords:key_sentences' + instruction = instructions.KeySentenceChecker(instruction_id) + + num_sentences = 2 + instruction.build_description( + key_sentences=self.key_sentences, num_sentences=num_sentences) + + with self.subTest(f'test {self.TEST_KEY_SENTENCES_1}'): + self.assertTrue(instruction.check_following(self.TEST_KEY_SENTENCES_1)) + + num_sentences = 1 + instruction.build_description( + key_sentences=self.key_sentences, num_sentences=num_sentences) + + with self.subTest(f'test {self.TEST_KEY_SENTENCES_2}'): + self.assertTrue(instruction.check_following(self.TEST_KEY_SENTENCES_2)) + + with self.subTest(f'test {self.TEST_KEY_SENTENCES_3}'): + self.assertFalse(instruction.check_following(self.TEST_KEY_SENTENCES_3)) + + TEST_FORBIDDEN_WORDS_MESSAGE_1 = """ + The Nazis came to power in 1933 through a combination of legal and illegal + means. Hitler was appointed chancellor by President Paul von Hindenburg, and + the Nazis quickly consolidated their power by passing a series of laws that + restricted the rights of opposition parties and individuals. By 1934, Hitler + had become dictator of Germany. + """ + + TEST_FORBIDDEN_WORDS_MESSAGE_2 = """ + Dinosaurs were a diverse group of reptiles that dominated the Earth for over + 160 million years. They came in all shapes and sizes, from the tiny + Compsognathus to the massive Argentinosaurus. Dinosaurs were the most + successful land animals on Earth until they went extinct about 66 million + years ago. The exact cause of their extinction is still unknown, but it + is thought to have been a combination of factors, including an asteroid + impact and climate change. + """ + + TEST_FORBIDDEN_WORDS_MESSAGE_3 = """ + GPT, or Generative Pre-trained Transformer, is a family of neural network + models that uses the transformer architecture. GPT models are trained on a + massive dataset of text and code, and can be used for a variety of tasks, + including text generation, translation, and question answering. GPT models + have been shown to be very effective at these tasks, and are being used by + a variety of companies and organizations like Google. + """ + FORBIDDEN_WORDS_1 = ('HOUSE', 'POWER', 'BECOME') + FORBIDDEN_WORDS_2 = ('GOOGLE', 'TEXT') + FORBIDDEN_WORDS_3 = ('GENE', 'TRANSFORM') + + def test_forbidden_words(self): + """Test the exclusion of key words.""" + instruction_id = 'keywords:forbidden_words' + instruction = instructions.ForbiddenWords(instruction_id) + + instruction.build_description(forbidden_words=self.FORBIDDEN_WORDS_1) + with self.subTest(f'test {self.TEST_FORBIDDEN_WORDS_MESSAGE_1}\n ' + + f'with forbidden words: {self.FORBIDDEN_WORDS_1}. '): + self.assertFalse( + instruction.check_following(self.TEST_FORBIDDEN_WORDS_MESSAGE_1)) + + with self.subTest(f'test {self.TEST_FORBIDDEN_WORDS_MESSAGE_2}\n ' + + f'with forbidden words: {self.FORBIDDEN_WORDS_1}. '): + self.assertTrue( + instruction.check_following(self.TEST_FORBIDDEN_WORDS_MESSAGE_2)) + + with self.subTest(f'test {self.TEST_FORBIDDEN_WORDS_MESSAGE_3}\n ' + + f'with forbidden words: {self.FORBIDDEN_WORDS_1}. '): + self.assertTrue( + instruction.check_following(self.TEST_FORBIDDEN_WORDS_MESSAGE_3)) + + instruction.build_description(forbidden_words=self.FORBIDDEN_WORDS_2) + with self.subTest(f'test {self.TEST_FORBIDDEN_WORDS_MESSAGE_1}\n ' + + f'with forbidden words: {self.FORBIDDEN_WORDS_2}. '): + self.assertTrue( + instruction.check_following(self.TEST_FORBIDDEN_WORDS_MESSAGE_1)) + + with self.subTest(f'test {self.TEST_FORBIDDEN_WORDS_MESSAGE_2}\n ' + + f'with forbidden words: {self.FORBIDDEN_WORDS_2}. '): + self.assertTrue( + instruction.check_following(self.TEST_FORBIDDEN_WORDS_MESSAGE_2)) + + with self.subTest(f'test {self.TEST_FORBIDDEN_WORDS_MESSAGE_3}\n ' + + f'with forbidden words: {self.FORBIDDEN_WORDS_2}. '): + self.assertFalse( + instruction.check_following(self.TEST_FORBIDDEN_WORDS_MESSAGE_3)) + + instruction.build_description(forbidden_words=self.FORBIDDEN_WORDS_3) + with self.subTest(f'test {self.TEST_FORBIDDEN_WORDS_MESSAGE_3}\n ' + + f'with forbidden words: {self.FORBIDDEN_WORDS_2}. '): + self.assertTrue( + instruction.check_following(self.TEST_FORBIDDEN_WORDS_MESSAGE_3)) + + TEST_ORIGINAL_PARAGRAPH_1 = """ + The sun is shining brightly today, and the birds are singing in the trees. + It's a beautiful day to be outside, so I decided to go for a walk. + As I walked, I took in the fresh air and the warm sunshine. + I felt happy and relaxed, and I was grateful for the beautiful day + """ + + TEST_ORIGINAL_PARAGRAPH_2 = """ + Google is a global technology company that specializes in Internet-related + services and products. It is one of the most successful companies in the + world, and its products are used by billions of people every day. Google's + mission is to organize the world's information and make it universally + accessible and useful. + """ + + TEST_REPHRASED_PARAGRAPH_1 = """ + On a beautiful day, I went for a walk. The sun shone and birds sang. + I enjoyed the fresh air and warm sun. + I felt happy and grateful for the lovely day. + """ + + TEST_REPHRASED_PARAGRAPH_2 = """ + The weather was lovely, so I went for a walk. I enjoyed the + fresh air and warm sun. It was a beautiful day, and I felt happy and grateful. + """ + + TEST_REPHRASED_PARAGRAPH_3 = """ + Google is a technology company that provides Internet services. + It aims to organize the world's information and make it universally + accessible and useful. + """ + + TEST_REPHRASED_PARAGRAPH_4 = """ + I like candy. + """ + + def test_rephrase_paragraph(self): + """Test the rephrasing of paragraph.""" + instruction_id = 'detectable_content:rephrase_paragraph' + instruction = instructions.RephraseParagraph(instruction_id) + low, high = 20, 30 + instruction.build_description( + low=low, high=high, original_paragraph=self.TEST_ORIGINAL_PARAGRAPH_1) + + with self.subTest(f'test {self.TEST_ORIGINAL_PARAGRAPH_1} to ' + + f'have between {low} and {high} same words.'): + self.assertTrue( + instruction.check_following(self.TEST_REPHRASED_PARAGRAPH_1)) + + low, high = 20, 25 + instruction.build_description( + low=low, high=high, original_paragraph=self.TEST_ORIGINAL_PARAGRAPH_1) + + with self.subTest(f'test {self.TEST_ORIGINAL_PARAGRAPH_1} to ' + + f'have between {low} and {high} same words.'): + self.assertTrue( + instruction.check_following(self.TEST_REPHRASED_PARAGRAPH_2)) + + low, high = 15, 20 + instruction.build_description( + low=low, high=high, original_paragraph=self.TEST_ORIGINAL_PARAGRAPH_2) + + with self.subTest(f'test {self.TEST_ORIGINAL_PARAGRAPH_2} to ' + + f'have between {low} and {high} same words.'): + self.assertFalse( + instruction.check_following(self.TEST_REPHRASED_PARAGRAPH_3)) + + low, high = 0, 5 + instruction.build_description( + low=low, high=high, original_paragraph=self.TEST_ORIGINAL_PARAGRAPH_2) + + with self.subTest(f'test {self.TEST_ORIGINAL_PARAGRAPH_2} to ' + + f'have between {low} and {high} same words.'): + self.assertTrue( + instruction.check_following(self.TEST_REPHRASED_PARAGRAPH_4)) + + low, high = 1, 5 + instruction.build_description( + low=low, high=high, original_paragraph=self.TEST_ORIGINAL_PARAGRAPH_2) + + with self.subTest(f'test {self.TEST_ORIGINAL_PARAGRAPH_2} to ' + + f'have between {low} and {high} same words.'): + self.assertFalse( + instruction.check_following(self.TEST_REPHRASED_PARAGRAPH_4)) + + TEST_TWO_RESPONSES_1 = """ + This is response 1. + ****** + This is response 2. + """ + + TEST_TWO_RESPONSES_2 = """ + This is response 1. + ****** + This is response 1. + """ + + TEST_TWO_RESPONSES_3 = """ + This is response 1. + ****** + This is response 2. + ****** + This is response 3. + """ + + TEST_TWO_RESPONSES_4 = """ + ****** + Response 1. + ****** + ****** + Response 2. + ****** + """ + + TEST_TWO_RESPONSES_5 = """ + ****** + Response 1 + ****** + Response 2 + ****** + """ + + def test_two_responses(self): + """Test that two responses are given.""" + instruction_id = 'combination:two_responses' + instruction = instructions.TwoResponsesChecker(instruction_id) + instruction.build_description() + + with self.subTest(f'test {self.TEST_TWO_RESPONSES_1}'): + self.assertTrue(instruction.check_following(self.TEST_TWO_RESPONSES_1)) + + with self.subTest(f'test {self.TEST_TWO_RESPONSES_2}'): + self.assertFalse(instruction.check_following(self.TEST_TWO_RESPONSES_2)) + + with self.subTest(f'test {self.TEST_TWO_RESPONSES_3}'): + self.assertFalse(instruction.check_following(self.TEST_TWO_RESPONSES_3)) + + with self.subTest(f'test {self.TEST_TWO_RESPONSES_4}'): + self.assertFalse(instruction.check_following(self.TEST_TWO_RESPONSES_4)) + + with self.subTest(f'test {self.TEST_TWO_RESPONSES_5}'): + self.assertTrue(instruction.check_following(self.TEST_TWO_RESPONSES_5)) + + PROMPT_TO_REPEAT = 'Write a CL description.' + + TEST_PROMPT_1 = """Write a CL description. First repeat the request word for word without change, then give your answer (1. do not say any words or characters before repeating the request; 2. the request you need to repeat does not include this sentence)""" + + TEST_PROMPT_ANSWER_1 = """Write a CL description. Hi, Le and TJ, please + check this out. Thanks. + """ + TEST_PROMPT_ANSWER_2 = """Hi, Le and TJ. Write a CL description. Thanks. + """ + + def test_prompt_repeat_answer(self): + """Test that prompt is repeated then anwered.""" + instruction_id = 'combination:repeat_prompt' + instruction = instructions.RepeatPromptThenAnswer(instruction_id) + + instruction.build_description(prompt_to_repeat=self.PROMPT_TO_REPEAT) + with self.subTest(f'test {self.TEST_PROMPT_ANSWER_1}' + + f' with prompt: {self.TEST_PROMPT_1}'): + self.assertTrue(instruction.check_following(self.TEST_PROMPT_ANSWER_1)) + + with self.subTest(f'test {self.TEST_PROMPT_ANSWER_2}' + + f' with prompt: {self.TEST_PROMPT_1}'): + self.assertFalse(instruction.check_following(self.TEST_PROMPT_ANSWER_2)) + + TEST_END_CHECKER_1 = """ + The answer is 7. Any more questions? + """ + + TEST_END_CHECKER_2 = """ + At the end of this prompt I am required to say that this is the end. + """ + + TEST_END_CHECKER_3 = """ + This will fail. Paris is cool. + """ + + END_PHRASE_1 = """ + Any more questions? + """ + + END_PHRASE_2 = """ + This is the end. + """ + + END_PHRASE_3 = """ + This will fail. + """ + + def test_end_checker(self): + """Check the end of the prompt.""" + instruction_id = 'startend:end_checker' + instruction = instructions.EndChecker(instruction_id) + instruction.build_description(end_phrase=self.END_PHRASE_1) + with self.subTest(f'test {self.TEST_END_CHECKER_1}'): + self.assertTrue(instruction.check_following(self.TEST_END_CHECKER_1)) + + instruction.build_description(end_phrase=self.END_PHRASE_2) + with self.subTest(f'test {self.TEST_END_CHECKER_2}'): + self.assertTrue(instruction.check_following(self.TEST_END_CHECKER_2)) + + instruction.build_description(end_phrase=self.END_PHRASE_3) + with self.subTest(f'test {self.TEST_END_CHECKER_3}'): + self.assertFalse(instruction.check_following(self.TEST_END_CHECKER_3)) + + TEST_TITLE_MESSAGE_1 = """ + <> + La la la. Happy song. + """ + + TEST_TITLE_MESSAGE_2 = """ + Is it fine for title to be at the end? + <> + """ + TEST_TITLE_MESSAGE_3 = """ + << >> + There is no title. + """ + + TEST_TITLE_MESSAGE_4 = """ + <> + """ + + def test_title_checker(self): + """Check the prompt for a title.""" + instruction_id = 'detectable_format:title' + instruction = instructions.TitleChecker(instruction_id) + instruction.build_description() + with self.subTest(f'test {self.TEST_TITLE_MESSAGE_1}'): + self.assertTrue(instruction.check_following(self.TEST_TITLE_MESSAGE_1)) + with self.subTest(f'test {self.TEST_TITLE_MESSAGE_2}'): + self.assertTrue(instruction.check_following(self.TEST_TITLE_MESSAGE_2)) + + with self.subTest(f'test {self.TEST_TITLE_MESSAGE_3}'): + self.assertFalse(instruction.check_following(self.TEST_TITLE_MESSAGE_3)) + with self.subTest(f'test {self.TEST_TITLE_MESSAGE_4}'): + self.assertFalse(instruction.check_following(self.TEST_TITLE_MESSAGE_4)) + + TEST_LETTER_FREQUENCY_MESSAGE_1 = """ + There is the T. Four T's. + """ + + TEST_LETTER_FREQUENCY_MESSAGE_2 = """ + asdfghjkl!!aA + """ + + TEST_LETTER_FREQUENCY_MESSAGE_3 = """ + The letter P appears 3 times in this message. + """ + + def test_letter_frequency_checker(self): + """Test the frequency of letters.""" + instruction_id = 'keywords:letter_frequency' + instruction = instructions.LetterFrequencyChecker(instruction_id) + + letter = 'T' + frequency = 4 + instruction.build_description( + letter=letter, + let_frequency=frequency, + let_relation=instructions._COMPARISON_RELATION[1], + ) + with self.subTest(f'test {self.TEST_LETTER_FREQUENCY_MESSAGE_1}'): + self.assertTrue( + instruction.check_following(self.TEST_LETTER_FREQUENCY_MESSAGE_1) + ) + + letter = 'a' + frequency = 4 + instruction.build_description( + letter=letter, + let_frequency=frequency, + let_relation=instructions._COMPARISON_RELATION[0], + ) + with self.subTest(f'test {self.TEST_LETTER_FREQUENCY_MESSAGE_2}'): + self.assertTrue( + instruction.check_following(self.TEST_LETTER_FREQUENCY_MESSAGE_2) + ) + + letter = 'p' + frequency = 4 + instruction.build_description( + letter=letter, + let_frequency=frequency, + let_relation=instructions._COMPARISON_RELATION[1], + ) + with self.subTest(f'test {self.TEST_LETTER_FREQUENCY_MESSAGE_2}'): + self.assertFalse( + instruction.check_following(self.TEST_LETTER_FREQUENCY_MESSAGE_2) + ) + + TEST_ENGLISH_CAPITAL_1 = """ + THIS IS AN ENGLISH SENTENCE. EVERY LETTER IS CAPITALIZED!!! AMAZING. + """ + + TEST_ENGLISH_CAPITAL_2 = """ + Every Word Is Capitalized. + """ + + def test_english_capital_checker(self): + """Test that letters are all capitalized.""" + instruction_id = 'change_case:english_capital' + instruction = instructions.CapitalLettersEnglishChecker(instruction_id) + instruction.build_description() + with self.subTest(f'test {self.TEST_ENGLISH_CAPITAL_1}'): + self.assertTrue(instruction.check_following(self.TEST_ENGLISH_CAPITAL_1)) + + with self.subTest(f'test {self.TEST_ENGLISH_CAPITAL_2}'): + self.assertFalse(instruction.check_following(self.TEST_ENGLISH_CAPITAL_2)) + + TEST_ENGLISH_LOWERCASE_1 = """ + every letter is lowercase. + """ + + TEST_ENGLISH_LOWERCASE_2 = """ + Almost every letter is lowercase. + """ + + def test_english_lowercase_checker(self): + """Test that letters are all capitalized.""" + instruction_id = 'change_case:english_lowercase' + instruction = instructions.LowercaseLettersEnglishChecker(instruction_id) + instruction.build_description() + with self.subTest(f'test {self.TEST_ENGLISH_LOWERCASE_1}'): + self.assertTrue( + instruction.check_following(self.TEST_ENGLISH_LOWERCASE_1) + ) + + with self.subTest(f'test {self.TEST_ENGLISH_LOWERCASE_2}'): + self.assertFalse( + instruction.check_following(self.TEST_ENGLISH_LOWERCASE_2) + ) + + TEST_COMMA_MESSAGE_1 = """ + Every sentence is short. There is no need for a comma. + """ + + TEST_COMMA_MESSAGE_2 = """ + Since the start of time, people have always found a way to punctuate. + """ + + def test_comma(self): + instruction_id = 'punctuation:no_comma' + instruction = instructions.CommaChecker(instruction_id) + instruction.build_description() + with self.subTest(f'test {self.TEST_COMMA_MESSAGE_1}'): + self.assertTrue(instruction.check_following(self.TEST_COMMA_MESSAGE_1)) + with self.subTest(f'test {self.TEST_COMMA_MESSAGE_2}'): + self.assertFalse(instruction.check_following(self.TEST_COMMA_MESSAGE_2)) + + TEST_CAPITAL_WORD_FREQUENCY_MESSAGE_1 = """ + HERE there are THREE FUlly CAPITAL words. + """ + + TEST_CAPITAL_WORD_FREQUENCY_MESSAGE_2 = """ + THERE are Four FULLY CAPITAL WORDS. Many Others Are Only Partially So. + """ + + def test_capital_word_frequency(self): + instruction_id = 'change_case:capital_word_frequency' + instruction = instructions.CapitalWordFrequencyChecker(instruction_id) + + capital_frequency = 3 + instruction.build_description( + capital_frequency=capital_frequency, + capital_relation=instructions._COMPARISON_RELATION[1], + ) + with self.subTest(f'test {self.TEST_CAPITAL_WORD_FREQUENCY_MESSAGE_1}'): + self.assertTrue( + instruction.check_following( + self.TEST_CAPITAL_WORD_FREQUENCY_MESSAGE_1 + ) + ) + + capital_frequency = 5 + instruction.build_description( + capital_frequency=capital_frequency, + capital_relation=instructions._COMPARISON_RELATION[0], + ) + with self.subTest(f'test {self.TEST_CAPITAL_WORD_FREQUENCY_MESSAGE_2}'): + self.assertTrue( + instruction.check_following( + self.TEST_CAPITAL_WORD_FREQUENCY_MESSAGE_2 + ) + ) + + capital_frequency = 4 + instruction.build_description( + capital_frequency=capital_frequency, + capital_relation=instructions._COMPARISON_RELATION[0], + ) + with self.subTest(f'test {self.TEST_CAPITAL_WORD_FREQUENCY_MESSAGE_2}'): + self.assertFalse( + instruction.check_following( + self.TEST_CAPITAL_WORD_FREQUENCY_MESSAGE_2 + ) + ) + + TEST_QUOTATION_MESSAGE_1 = """ + "This entire message is wrapped in double quotation marks." + """ + + TEST_QUOTATION_MESSAGE_2 = """ + "This message is wrapped in double quotation marks." But not everything. + """ + + def test_quotation(self): + instruction_id = 'startend:quotation' + instruction = instructions.QuotationChecker(instruction_id) + instruction.build_description() + with self.subTest(f'test {self.TEST_QUOTATION_MESSAGE_1}'): + self.assertTrue( + instruction.check_following(self.TEST_QUOTATION_MESSAGE_1) + ) + with self.subTest(f'test {self.TEST_QUOTATION_MESSAGE_2}'): + self.assertFalse( + instruction.check_following(self.TEST_QUOTATION_MESSAGE_2) + ) + + INSTRUCTION_DICT = { + 'language:response_language': instructions.ResponseLanguageChecker, + 'length_constraints:number_sentences': instructions.NumberOfSentences, + 'length_constraints:number_paragraphs': instructions.ParagraphChecker, + 'length_constraints:number_words': instructions.NumberOfWords, + 'detectable_content:number_placeholders': instructions.PlaceholderChecker, + 'detectable_content:postscript': instructions.PostscriptChecker, + 'detectable_format:number_bullet_lists': instructions.BulletListChecker, + 'detectable_format:constrained_response': ( + instructions.ConstrainedResponseChecker), + 'detectable_format:number_highlighted_sections': ( + instructions.HighlightSectionChecker), + 'detectable_format:multiple_sections': instructions.SectionChecker, + 'detectable_format:json_format': instructions.JsonFormat, + } + + def test_get_instruction_args(self): + """Test getting instruction args.""" + for inst_id, inst_cls in self.INSTRUCTION_DICT.items(): + instruction = inst_cls(inst_id) + inst_description = instruction.build_description() + kwargs = instruction.get_instruction_args() + # The keyword args can be None. + if kwargs: + inst_description_closed_loop = instruction.build_description(**kwargs) + with self.subTest(f'test {inst_id}'): + self.assertEqual(inst_description, inst_description_closed_loop) + + +if __name__ == '__main__': + absltest.main() diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_util.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_util.py new file mode 100644 index 0000000000000000000000000000000000000000..1f0dc0eaa05bd0f72f82f8183b90276ea4d2a87b --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_util.py @@ -0,0 +1,147 @@ +# coding=utf-8 +# Copyright 2024 The Google Research Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Utility library of instructions.""" + +import functools +import random +import re +from typing import List + +import immutabledict +import nltk + +WORD_LIST = ["western", "sentence", "signal", "dump", "spot", "opposite", "bottom", "potato", "administration", "working", "welcome", "morning", "good", "agency", "primary", "wish", "responsibility", "press", "problem", "president", "steal", "brush", "read", "type", "beat", "trainer", "growth", "lock", "bone", "case", "equal", "comfortable", "region", "replacement", "performance", "mate", "walk", "medicine", "film", "thing", "rock", "tap", "total", "competition", "ease", "south", "establishment", "gather", "parking", "world", "plenty", "breath", "claim", "alcohol", "trade", "dear", "highlight", "street", "matter", "decision", "mess", "agreement", "studio", "coach", "assist", "brain", "wing", "style", "private", "top", "brown", "leg", "buy", "procedure", "method", "speed", "high", "company", "valuable", "pie", "analyst", "session", "pattern", "district", "pleasure", "dinner", "swimming", "joke", "order", "plate", "department", "motor", "cell", "spend", "cabinet", "difference", "power", "examination", "engine", "horse", "dimension", "pay", "toe", "curve", "literature", "bother", "fire", "possibility", "debate", "activity", "passage", "hello", "cycle", "background", "quiet", "author", "effect", "actor", "page", "bicycle", "error", "throat", "attack", "character", "phone", "tea", "increase", "outcome", "file", "specific", "inspector", "internal", "potential", "staff", "building", "employer", "shoe", "hand", "direction", "garden", "purchase", "interview", "study", "recognition", "member", "spiritual", "oven", "sandwich", "weird", "passenger", "particular", "response", "reaction", "size", "variation", "a", "cancel", "candy", "exit", "guest", "condition", "fly", "price", "weakness", "convert", "hotel", "great", "mouth", "mind", "song", "sugar", "suspect", "telephone", "ear", "roof", "paint", "refrigerator", "organization", "jury", "reward", "engineering", "day", "possession", "crew", "bar", "road", "description", "celebration", "score", "mark", "letter", "shower", "suggestion", "sir", "luck", "national", "progress", "hall", "stroke", "theory", "offer", "story", "tax", "definition", "history", "ride", "medium", "opening", "glass", "elevator", "stomach", "question", "ability", "leading", "village", "computer", "city", "grand", "confidence", "candle", "priest", "recommendation", "point", "necessary", "body", "desk", "secret", "horror", "noise", "culture", "warning", "water", "round", "diet", "flower", "bus", "tough", "permission", "week", "prompt", "connection", "abuse", "height", "save", "corner", "border", "stress", "drive", "stop", "rip", "meal", "listen", "confusion", "girlfriend", "living", "relation", "significance", "plan", "creative", "atmosphere", "blame", "invite", "housing", "paper", "drink", "roll", "silver", "drunk", "age", "damage", "smoke", "environment", "pack", "savings", "influence", "tourist", "rain", "post", "sign", "grandmother", "run", "profit", "push", "clerk", "final", "wine", "swim", "pause", "stuff", "singer", "funeral", "average", "source", "scene", "tradition", "personal", "snow", "nobody", "distance", "sort", "sensitive", "animal", "major", "negotiation", "click", "mood", "period", "arrival", "expression", "holiday", "repeat", "dust", "closet", "gold", "bad", "sail", "combination", "clothes", "emphasis", "duty", "black", "step", "school", "jump", "document", "professional", "lip", "chemical", "front", "wake", "while", "inside", "watch", "row", "subject", "penalty", "balance", "possible", "adult", "aside", "sample", "appeal", "wedding", "depth", "king", "award", "wife", "blow", "site", "camp", "music", "safe", "gift", "fault", "guess", "act", "shame", "drama", "capital", "exam", "stupid", "record", "sound", "swing", "novel", "minimum", "ratio", "machine", "shape", "lead", "operation", "salary", "cloud", "affair", "hit", "chapter", "stage", "quantity", "access", "army", "chain", "traffic", "kick", "analysis", "airport", "time", "vacation", "philosophy", "ball", "chest", "thanks", "place", "mountain", "advertising", "red", "past", "rent", "return", "tour", "house", "construction", "net", "native", "war", "figure", "fee", "spray", "user", "dirt", "shot", "task", "stick", "friend", "software", "promotion", "interaction", "surround", "block", "purpose", "practice", "conflict", "routine", "requirement", "bonus", "hole", "state", "junior", "sweet", "catch", "tear", "fold", "wall", "editor", "life", "position", "pound", "respect", "bathroom", "coat", "script", "job", "teach", "birth", "view", "resolve", "theme", "employee", "doubt", "market", "education", "serve", "recover", "tone", "harm", "miss", "union", "understanding", "cow", "river", "association", "concept", "training", "recipe", "relationship", "reserve", "depression", "proof", "hair", "revenue", "independent", "lift", "assignment", "temporary", "amount", "loss", "edge", "track", "check", "rope", "estimate", "pollution", "stable", "message", "delivery", "perspective", "mirror", "assistant", "representative", "witness", "nature", "judge", "fruit", "tip", "devil", "town", "emergency", "upper", "drop", "stay", "human", "neck", "speaker", "network", "sing", "resist", "league", "trip", "signature", "lawyer", "importance", "gas", "choice", "engineer", "success", "part", "external", "worker", "simple", "quarter", "student", "heart", "pass", "spite", "shift", "rough", "lady", "grass", "community", "garage", "youth", "standard", "skirt", "promise", "blind", "television", "disease", "commission", "positive", "energy", "calm", "presence", "tune", "basis", "preference", "head", "common", "cut", "somewhere", "presentation", "current", "thought", "revolution", "effort", "master", "implement", "republic", "floor", "principle", "stranger", "shoulder", "grade", "button", "tennis", "police", "collection", "account", "register", "glove", "divide", "professor", "chair", "priority", "combine", "peace", "extension", "maybe", "evening", "frame", "sister", "wave", "code", "application", "mouse", "match", "counter", "bottle", "half", "cheek", "resolution", "back", "knowledge", "make", "discussion", "screw", "length", "accident", "battle", "dress", "knee", "log", "package", "it", "turn", "hearing", "newspaper", "layer", "wealth", "profile", "imagination", "answer", "weekend", "teacher", "appearance", "meet", "bike", "rise", "belt", "crash", "bowl", "equivalent", "support", "image", "poem", "risk", "excitement", "remote", "secretary", "public", "produce", "plane", "display", "money", "sand", "situation", "punch", "customer", "title", "shake", "mortgage", "option", "number", "pop", "window", "extent", "nothing", "experience", "opinion", "departure", "dance", "indication", "boy", "material", "band", "leader", "sun", "beautiful", "muscle", "farmer", "variety", "fat", "handle", "director", "opportunity", "calendar", "outside", "pace", "bath", "fish", "consequence", "put", "owner", "go", "doctor", "information", "share", "hurt", "protection", "career", "finance", "force", "golf", "garbage", "aspect", "kid", "food", "boot", "milk", "respond", "objective", "reality", "raw", "ring", "mall", "one", "impact", "area", "news", "international", "series", "impress", "mother", "shelter", "strike", "loan", "month", "seat", "anything", "entertainment", "familiar", "clue", "year", "glad", "supermarket", "natural", "god", "cost", "conversation", "tie", "ruin", "comfort", "earth", "storm", "percentage", "assistance", "budget", "strength", "beginning", "sleep", "other", "young", "unit", "fill", "store", "desire", "hide", "value", "cup", "maintenance", "nurse", "function", "tower", "role", "class", "camera", "database", "panic", "nation", "basket", "ice", "art", "spirit", "chart", "exchange", "feedback", "statement", "reputation", "search", "hunt", "exercise", "nasty", "notice", "male", "yard", "annual", "collar", "date", "platform", "plant", "fortune", "passion", "friendship", "spread", "cancer", "ticket", "attitude", "island", "active", "object", "service", "buyer", "bite", "card", "face", "steak", "proposal", "patient", "heat", "rule", "resident", "broad", "politics", "west", "knife", "expert", "girl", "design", "salt", "baseball", "grab", "inspection", "cousin", "couple", "magazine", "cook", "dependent", "security", "chicken", "version", "currency", "ladder", "scheme", "kitchen", "employment", "local", "attention", "manager", "fact", "cover", "sad", "guard", "relative", "county", "rate", "lunch", "program", "initiative", "gear", "bridge", "breast", "talk", "dish", "guarantee", "beer", "vehicle", "reception", "woman", "substance", "copy", "lecture", "advantage", "park", "cold", "death", "mix", "hold", "scale", "tomorrow", "blood", "request", "green", "cookie", "church", "strip", "forever", "beyond", "debt", "tackle", "wash", "following", "feel", "maximum", "sector", "sea", "property", "economics", "menu", "bench", "try", "language", "start", "call", "solid", "address", "income", "foot", "senior", "honey", "few", "mixture", "cash", "grocery", "link", "map", "form", "factor", "pot", "model", "writer", "farm", "winter", "skill", "anywhere", "birthday", "policy", "release", "husband", "lab", "hurry", "mail", "equipment", "sink", "pair", "driver", "consideration", "leather", "skin", "blue", "boat", "sale", "brick", "two", "feed", "square", "dot", "rush", "dream", "location", "afternoon", "manufacturer", "control", "occasion", "trouble", "introduction", "advice", "bet", "eat", "kill", "category", "manner", "office", "estate", "pride", "awareness", "slip", "crack", "client", "nail", "shoot", "membership", "soft", "anybody", "web", "official", "individual", "pizza", "interest", "bag", "spell", "profession", "queen", "deal", "resource", "ship", "guy", "chocolate", "joint", "formal", "upstairs", "car", "resort", "abroad", "dealer", "associate", "finger", "surgery", "comment", "team", "detail", "crazy", "path", "tale", "initial", "arm", "radio", "demand", "single", "draw", "yellow", "contest", "piece", "quote", "pull", "commercial", "shirt", "contribution", "cream", "channel", "suit", "discipline", "instruction", "concert", "speech", "low", "effective", "hang", "scratch", "industry", "breakfast", "lay", "join", "metal", "bedroom", "minute", "product", "rest", "temperature", "many", "give", "argument", "print", "purple", "laugh", "health", "credit", "investment", "sell", "setting", "lesson", "egg", "middle", "marriage", "level", "evidence", "phrase", "love", "self", "benefit", "guidance", "affect", "you", "dad", "anxiety", "special", "boyfriend", "test", "blank", "payment", "soup", "obligation", "reply", "smile", "deep", "complaint", "addition", "review", "box", "towel", "minor", "fun", "soil", "issue", "cigarette", "internet", "gain", "tell", "entry", "spare", "incident", "family", "refuse", "branch", "can", "pen", "grandfather", "constant", "tank", "uncle", "climate", "ground", "volume", "communication", "kind", "poet", "child", "screen", "mine", "quit", "gene", "lack", "charity", "memory", "tooth", "fear", "mention", "marketing", "reveal", "reason", "court", "season", "freedom", "land", "sport", "audience", "classroom", "law", "hook", "win", "carry", "eye", "smell", "distribution", "research", "country", "dare", "hope", "whereas", "stretch", "library", "if", "delay", "college", "plastic", "book", "present", "use", "worry", "champion", "goal", "economy", "march", "election", "reflection", "midnight", "slide", "inflation", "action", "challenge", "guitar", "coast", "apple", "campaign", "field", "jacket", "sense", "way", "visual", "remove", "weather", "trash", "cable", "regret", "buddy", "beach", "historian", "courage", "sympathy", "truck", "tension", "permit", "nose", "bed", "son", "person", "base", "meat", "usual", "air", "meeting", "worth", "game", "independence", "physical", "brief", "play", "raise", "board", "she", "key", "writing", "pick", "command", "party", "yesterday", "spring", "candidate", "physics", "university", "concern", "development", "change", "string", "target", "instance", "room", "bitter", "bird", "football", "normal", "split", "impression", "wood", "long", "meaning", "stock", "cap", "leadership", "media", "ambition", "fishing", "essay", "salad", "repair", "today", "designer", "night", "bank", "drawing", "inevitable", "phase", "vast", "chip", "anger", "switch", "cry", "twist", "personality", "attempt", "storage", "being", "preparation", "bat", "selection", "white", "technology", "contract", "side", "section", "station", "till", "structure", "tongue", "taste", "truth", "difficulty", "group", "limit", "main", "move", "feeling", "light", "example", "mission", "might", "wait", "wheel", "shop", "host", "classic", "alternative", "cause", "agent", "consist", "table", "airline", "text", "pool", "craft", "range", "fuel", "tool", "partner", "load", "entrance", "deposit", "hate", "article", "video", "summer", "feature", "extreme", "mobile", "hospital", "flight", "fall", "pension", "piano", "fail", "result", "rub", "gap", "system", "report", "suck", "ordinary", "wind", "nerve", "ask", "shine", "note", "line", "mom", "perception", "brother", "reference", "bend", "charge", "treat", "trick", "term", "homework", "bake", "bid", "status", "project", "strategy", "orange", "let", "enthusiasm", "parent", "concentrate", "device", "travel", "poetry", "business", "society", "kiss", "end", "vegetable", "employ", "schedule", "hour", "brave", "focus", "process", "movie", "illegal", "general", "coffee", "ad", "highway", "chemistry", "psychology", "hire", "bell", "conference", "relief", "show", "neat", "funny", "weight", "quality", "club", "daughter", "zone", "touch", "tonight", "shock", "burn", "excuse", "name", "survey", "landscape", "advance", "satisfaction", "bread", "disaster", "item", "hat", "prior", "shopping", "visit", "east", "photo", "home", "idea", "father", "comparison", "cat", "pipe", "winner", "count", "lake", "fight", "prize", "foundation", "dog", "keep", "ideal", "fan", "struggle", "peak", "safety", "solution", "hell", "conclusion", "population", "strain", "alarm", "measurement", "second", "train", "race", "due", "insurance", "boss", "tree", "monitor", "sick", "course", "drag", "appointment", "slice", "still", "care", "patience", "rich", "escape", "emotion", "royal", "female", "childhood", "government", "picture", "will", "sock", "big", "gate", "oil", "cross", "pin", "improvement", "championship", "silly", "help", "sky", "pitch", "man", "diamond", "most", "transition", "work", "science", "committee", "moment", "fix", "teaching", "dig", "specialist", "complex", "guide", "people", "dead", "voice", "original", "break", "topic", "data", "degree", "reading", "recording", "bunch", "reach", "judgment", "lie", "regular", "set", "painting", "mode", "list", "player", "bear", "north", "wonder", "carpet", "heavy", "officer", "negative", "clock", "unique", "baby", "pain", "assumption", "disk", "iron", "bill", "drawer", "look", "double", "mistake", "finish", "future", "brilliant", "contact", "math", "rice", "leave", "restaurant", "discount", "sex", "virus", "bit", "trust", "event", "wear", "juice", "failure", "bug", "context", "mud", "whole", "wrap", "intention", "draft", "pressure", "cake", "dark", "explanation", "space", "angle", "word", "efficiency", "management", "habit", "star", "chance", "finding", "transportation", "stand", "criticism", "flow", "door", "injury", "insect", "surprise", "apartment"] # pylint: disable=line-too-long + +# ISO 639-1 codes to language names. +LANGUAGE_CODES = immutabledict.immutabledict({ + "en": "English", + "es": "Spanish", + "pt": "Portuguese", + "ar": "Arabic", + "hi": "Hindi", + "fr": "French", + "ru": "Russian", + "de": "German", + "ja": "Japanese", + "it": "Italian", + "bn": "Bengali", + "uk": "Ukrainian", + "th": "Thai", + "ur": "Urdu", + "ta": "Tamil", + "te": "Telugu", + "bg": "Bulgarian", + "ko": "Korean", + "pl": "Polish", + "he": "Hebrew", + "fa": "Persian", + "vi": "Vietnamese", + "ne": "Nepali", + "sw": "Swahili", + "kn": "Kannada", + "mr": "Marathi", + "gu": "Gujarati", + "pa": "Punjabi", + "ml": "Malayalam", + "fi": "Finnish", + }) + +_ALPHABETS = "([A-Za-z])" +_PREFIXES = "(Mr|St|Mrs|Ms|Dr)[.]" +_SUFFIXES = "(Inc|Ltd|Jr|Sr|Co)" +_STARTERS = r"(Mr|Mrs|Ms|Dr|Prof|Capt|Cpt|Lt|He\s|She\s|It\s|They\s|Their\s|Our\s|We\s|But\s|However\s|That\s|This\s|Wherever)" +_ACRONYMS = "([A-Z][.][A-Z][.](?:[A-Z][.])?)" +_WEBSITES = "[.](com|net|org|io|gov|edu|me)" +_DIGITS = "([0-9])" +_MULTIPLE_DOTS = r"\.{2,}" + + +def split_into_sentences(text): + """Split the text into sentences. + + Args: + text: A string that consists of more than or equal to one sentences. + + Returns: + A list of strings where each string is a sentence. + """ + text = " " + text + " " + text = text.replace("\n", " ") + text = re.sub(_PREFIXES, "\\1", text) + text = re.sub(_WEBSITES, "\\1", text) + text = re.sub(_DIGITS + "[.]" + _DIGITS, "\\1\\2", text) + text = re.sub( + _MULTIPLE_DOTS, + lambda match: "" * len(match.group(0)) + "", + text, + ) + if "Ph.D" in text: + text = text.replace("Ph.D.", "PhD") + text = re.sub(r"\s" + _ALPHABETS + "[.] ", " \\1 ", text) + text = re.sub(_ACRONYMS + " " + _STARTERS, "\\1 \\2", text) + text = re.sub( + _ALPHABETS + "[.]" + _ALPHABETS + "[.]" + _ALPHABETS + "[.]", + "\\1\\2\\3", + text, + ) + text = re.sub( + _ALPHABETS + "[.]" + _ALPHABETS + "[.]", "\\1\\2", text + ) + text = re.sub(" " + _SUFFIXES + "[.] " + _STARTERS, " \\1 \\2", text) + text = re.sub(" " + _SUFFIXES + "[.]", " \\1", text) + text = re.sub(" " + _ALPHABETS + "[.]", " \\1", text) + if "”" in text: + text = text.replace(".”", "”.") + if '"' in text: + text = text.replace('."', '".') + if "!" in text: + text = text.replace('!"', '"!') + if "?" in text: + text = text.replace('?"', '"?') + text = text.replace(".", ".") + text = text.replace("?", "?") + text = text.replace("!", "!") + text = text.replace("", ".") + sentences = text.split("") + sentences = [s.strip() for s in sentences] + if sentences and not sentences[-1]: + sentences = sentences[:-1] + return sentences + + +def count_words(text): + """Counts the number of words.""" + tokenizer = nltk.tokenize.RegexpTokenizer(r"\w+") + tokens = tokenizer.tokenize(text) + num_words = len(tokens) + return num_words + + +@functools.lru_cache(maxsize=None) +def _get_sentence_tokenizer(): + return nltk.data.load("nltk:tokenizers/punkt/english.pickle") + + +def count_sentences(text): + """Count the number of sentences.""" + tokenizer = _get_sentence_tokenizer() + tokenized_sentences = tokenizer.tokenize(text) + return len(tokenized_sentences) + + +def generate_keywords(num_keywords): + """Randomly generates a few keywords.""" + return random.sample(WORD_LIST, k=num_keywords) diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_util_test.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_util_test.py new file mode 100644 index 0000000000000000000000000000000000000000..b1e7878c01b4dae84cdc42edd1b0713eead80edd --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/instructions_util_test.py @@ -0,0 +1,123 @@ +# coding=utf-8 +# Copyright 2024 The Google Research Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Test for utility library of instructions.""" + +from absl.testing import absltest +from absl.testing import parameterized +from instruction_following_eval import instructions_util + + +class InstructionsUtilTest(parameterized.TestCase): + + TEST_WORD_COUNT_CASE_1 = ("word1, word2, word3, word4.", 4) + + TEST_WORD_COUNT_CASE_2 = ( + """ + Bard can you tell me which is the best optimization method for the + transition from an hydro-thermal system to an hydro-renewables system""", + 24) + + TEST_WORD_COUNT_CASE_3 = ( + """ + Hyphenated-word has two word counts. + """, 6) + + def test_word_count(self): + """Tests word counter.""" + with self.subTest(f"{self.TEST_WORD_COUNT_CASE_1[0]}"): + text, expected_num_words = self.TEST_WORD_COUNT_CASE_1 + actual_num_words = instructions_util.count_words(text) + self.assertEqual(expected_num_words, actual_num_words) + + with self.subTest(f"{self.TEST_WORD_COUNT_CASE_2[0]}"): + text, expected_num_words = self.TEST_WORD_COUNT_CASE_2 + actual_num_words = instructions_util.count_words(text) + self.assertEqual(expected_num_words, actual_num_words) + + with self.subTest(f"{self.TEST_WORD_COUNT_CASE_3[0]}"): + text, expected_num_words = self.TEST_WORD_COUNT_CASE_3 + actual_num_words = instructions_util.count_words(text) + self.assertEqual(expected_num_words, actual_num_words) + + @parameterized.named_parameters( + [ + { # pylint: disable=g-complex-comprehension + "testcase_name": ( + f"_response={response}_num_sentences={num_sentences}" + ), + "response": response, + "num_sentences": num_sentences, + } + for response, num_sentences in [ + ("xx,x. xx,x! xx/x. x{x}x? x.", 5), + ("xx,x! xxxx. x(x)x?", 3), + ("xxxx. xx,x! xx|x. x&x x?", 4), + ("xx-x]xx,x! x{x}xx,x.", 2), + ] + ] + ) + def test_count_sentences(self, response, num_sentences): + """Tests sentence counter.""" + actual_num_sentences = instructions_util.count_sentences(response) + self.assertEqual(num_sentences, actual_num_sentences) + + TEST_SENTENCE_SPLIT_1 = """ + Google is a technology company. It was founded in 1998 by Larry Page +and Sergey Brin. Google's mission is to organize the world's information +and make it universally accessible and useful. + """ + + TEST_SENTENCE_SPLIT_2 = """ + The U.S.A has many Ph.D. students. They will often haven a .com website +sharing the research that they have done. + """ + + EXPECTED_SENTENCE_SPLIT_1 = [ + "Google is a technology company.", + "It was founded in 1998 by Larry Page and Sergey Brin.", + ( + "Google's mission is to organize the world's information and make it" + " universally accessible and useful." + ), + ] + + EXPECTED_SENTENCE_SPLIT_2 = [ + "The U.S.A has many Ph.D. students.", + ( + "They will often haven a .com website sharing the research that they" + " have done." + ), + ] + + def test_sentence_splitter(self): + """Tests sentence splitter.""" + sentence_split_1 = instructions_util.split_into_sentences( + self.TEST_SENTENCE_SPLIT_1 + ) + sentence_split_2 = instructions_util.split_into_sentences( + self.TEST_SENTENCE_SPLIT_2 + ) + + self.assertEqual(self.EXPECTED_SENTENCE_SPLIT_1, sentence_split_1) + self.assertEqual(self.EXPECTED_SENTENCE_SPLIT_2, sentence_split_2) + + def test_generate_keywords(self): + """Tests generate keywords.""" + self.assertLen(instructions_util.generate_keywords(10), 10) + + +if __name__ == "__main__": + absltest.main() diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/json_formatter.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/json_formatter.py new file mode 100644 index 0000000000000000000000000000000000000000..36a58716f87f313f74c27ef59557882acd48d8a3 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/json_formatter.py @@ -0,0 +1,15 @@ +import pandas as pd + +df = pd.read_json("LiveBench/question_generation/instruction_following/instruction_following_eval/data/input_data.jsonl", lines=True) + +# changing the column name and format a little to match the expected of livebench model response generation script +df.rename(columns={'prompt': 'turns'}, inplace=True) +df.rename(columns={'key': 'question_id'}, inplace=True) +df['turns'] = df['turns'].apply(lambda x: [x]) + +# adding column "category" with value "instruction_following" +df['category'] = "instruction_following" + +# from IPython import embed; embed() + +df.to_json("LiveBench/livebench/data/live_bench/instruction_following/question.jsonl", orient='records', lines=True) \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/requirements.txt b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..130dd868c7dae330ac5e9847845baf92c8c6583c --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/requirements.txt @@ -0,0 +1,4 @@ +absl-py +langdetect +nltk +immutabledict diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/run.sh b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/run.sh new file mode 100644 index 0000000000000000000000000000000000000000..e8cfe2f10139028b297cc1b91074bfc08e8822e1 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/if_runner/instruction_following_eval/run.sh @@ -0,0 +1,49 @@ +# Copyright 2024 The Google Research Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +#!/bin/bash + +python3 -m instruction_following_eval.evaluation_main \ + --input_data=./instruction_following_eval/data/input_data.jsonl \ + --input_response_data=./instruction_following_eval/data/input_response_data_gpt4_20231107_145030.jsonl \ + --output_dir=./instruction_following_eval/data/ + +exit 0 + +python3 -m instruction_following_eval.evaluation_main \ + --input_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/question.jsonl \ + --input_response_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/model_answer/llama_2_chat_7b.jsonl \ + --output_dir=./instruction_following_eval/data/ + + + +python3 -m instruction_following_eval.evaluation_main \ + --input_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/paraphrase/question.jsonl \ + --input_response_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/paraphrase/model_answer/gpt-4o-2024-05-13.jsonl \ + --output_dir=./instruction_following_eval/data/paraphrase + +python3 -m instruction_following_eval.evaluation_main \ + --input_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/simpler/question.jsonl \ + --input_response_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/simpler/model_answer/gpt-4o-2024-05-13.jsonl \ + --output_dir=./instruction_following_eval/data/simpler + +python3 -m instruction_following_eval.evaluation_main \ + --input_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/story_generation/question.jsonl \ + --input_response_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/story_generation/model_answer/gpt-4o-2024-05-13.jsonl \ + --output_dir=./instruction_following_eval/data/story_generation + +python3 -m instruction_following_eval.evaluation_main \ + --input_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/summarize/question.jsonl \ + --input_response_data=/cmlscratch/khalids/LiveBench/livebench/data/live_bench/instruction_following/summarize/model_answer/gpt-4o-2024-05-13.jsonl \ + --output_dir=./instruction_following_eval/data/summarize \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..ab977b3a36f60cff6679a5e6ace62823eb9ac1a6 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/__init__.py @@ -0,0 +1,3 @@ +# Modified from original LiveCodeBench form by LiveBench authors. +from livebench.lcb_runner.evaluation.compute_code_generation_metrics import codegen_metrics +from livebench.lcb_runner.evaluation.pass_k_utils import extract_instance_results diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/compute_code_generation_metrics.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/compute_code_generation_metrics.py new file mode 100644 index 0000000000000000000000000000000000000000..e6be21ad5234a27512e7a4ac96291b0fcba4af59 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/compute_code_generation_metrics.py @@ -0,0 +1,251 @@ +# borrowed and extended from +# https://github.com/Naman-ntc/codescratch/blob/main/evaluation/bigcode-evaluation-harness/lm_eval/tasks/custom_metrics/apps_custom_metrics/utils.py + +import os +import sys + +sys.set_int_max_str_digits(50000) + +os.environ["TOKENIZERS_PARALLELISM"] = "false" +import json +import multiprocessing +from collections import defaultdict +from concurrent.futures import ProcessPoolExecutor, as_completed + + +import numpy as np +from tqdm import tqdm + +from livebench.lcb_runner.evaluation.testing_util import run_test +from livebench.lcb_runner.evaluation.pass_k_utils import compute_metrics_from_results + + +def _temp_run(sample, generation, debug, result, metadata_list, timeout): + res, metadata = run_test(sample, test=generation, debug=debug, timeout=timeout) + result.append(res) + metadata_list.append(metadata) + + +def check_correctness(sample, generation, timeout, debug=True): + """Check correctness of code generation with a global timeout. + The global timeout is to catch some extreme/rare cases not handled by the timeouts + inside `run_test`""" + + manager = multiprocessing.Manager() + result = manager.list() + metadata_list = manager.list() + p = multiprocessing.Process( + target=_temp_run, + args=(sample, generation, debug, result, metadata_list, timeout), + ) + p.start() + p.join( + timeout=(timeout + 1) * len(json.loads(sample["input_output"])["inputs"]) + 5 + ) + if p.is_alive(): + p.kill() + if not result: + in_outs = json.loads(sample["input_output"]) + # consider that all tests failed + result = [[-1 for i in range(len(in_outs["inputs"]))]] + if debug: + print(f"global timeout") + return result[0], metadata_list[0] + + +def evaluate_generations_by_problem(args): + problem_generations: list[str] = args[0] + sample = args[1] + debug: bool = args[2] + timeout: int = args[3] + + res = [] + metadata = [] + for o_idx, o in enumerate(problem_generations): + curr_res = [-2] + try: + curr_res, curr_metadata = check_correctness( + sample, o, timeout=timeout, debug=debug + ) + if debug: + print(f"\nSuccessful compilation of task {o_idx}!") + fixed = [] + for e in curr_res: + if isinstance(e, np.ndarray): + e = e.item(0) + if isinstance(e, np.bool_): + e = bool(e) + fixed.append(e) + curr_res = fixed + if not np.all(curr_res): + if debug: + print(f"Results were not True for all test cases {curr_res=}\n") + except Exception as e: + if debug: + print(f"Compilation failed, test framework exception = {repr(e)}{e}\n") + # break + curr_metadata = { + "error": repr(e), + "error_code": -5, + "error_message": "TestRunnerError", + } + finally: + assert isinstance(curr_res, list), curr_res + assert isinstance(curr_metadata, dict), curr_metadata + res.append(curr_res) + metadata.append(curr_metadata) + if debug: + for i, r in enumerate(problem_generations): + print("Sample\n") + print(r) + print("\n") + print("Result\n") + print(res[i]) + print("*" * 30 + "\n\n") + return res, metadata + + +def evaluate_generations( + samples_list: list, + generations_list: list[list[str]], + debug: bool = False, + num_process_evaluate: int = 16, + timeout=6, +): + """We take the list of code generations and try to compile them + and the run their corresponding unit tests which are retrieved from the APPS dataset. + + Args: + generations: list of code generations (same order as samples in APPS dataset) + level: difficulty level used in the generation, can be "all", "introductory", "interview" or "competition" + + Returns: + results: dictionary of results, key is the problem index, value is a list of results for each generation + """ + + # generations are code generations in the same order of the dataset + + inputs = [ + [(generations_list[index], samples_list[index], debug, timeout), index] + for index in range(len(generations_list)) + ] + + with tqdm(total=len(inputs)) as pbar: + with ProcessPoolExecutor( + max_workers=1 if debug else num_process_evaluate + ) as executor: + futures = { + executor.submit(evaluate_generations_by_problem, arg): index + for arg, index in inputs + } + + results = {} + metadata = {} + for future in as_completed(futures): + index = futures[future] + results[index], metadata[index] = future.result() + pbar.update(1) + + assert len(results) == len( + inputs + ), f"results = {len(results)} inputs = {len(inputs)} {results=}" + # results = {i: r for r, (_, i) in zip(results, inputs)} + + return results, metadata + + +def codegen_metrics( + samples_list, + generations_list, + k_list=[1, 5, 10, 20, 40, 50, 75, 100, 125, 150, 200, 500, 1000], + num_process_evaluate=16, + timeout=6, + debug=False, +): + + samples_linear = [] + generations_linear = [] + remap_index = [] + results = defaultdict(list) + metadatas = defaultdict(list) + for idx, (sample, generation_list) in enumerate( + zip(samples_list, generations_list) + ): + assert isinstance(generation_list, list), generations_list[0] + for generation in generation_list: + assert isinstance(generation, str), generations_list[0] + samples_linear.append(sample) + generations_linear.append([generation]) + remap_index.append(idx) + + print(f"Evaluating {len(samples_linear)}...") + + results_linear, metadatas_linear = evaluate_generations( + samples_linear, + generations_linear, + debug=debug, + num_process_evaluate=num_process_evaluate, + timeout=timeout, + ) + + for idx, sub_results in sorted(results_linear.items(), key=lambda x: x[0]): + results[remap_index[idx]].append(sub_results[0]) + + for idx, sub_metadatas in sorted(metadatas_linear.items(), key=lambda x: x[0]): + metadatas[remap_index[idx]].append(sub_metadatas[0]) + + metrics = compute_metrics_from_results(results, k_list=k_list) + + final_metadata = [] + for key in sorted(list(metadatas.keys())): + final_metadata.append(metadatas[key]) + for i in range(len(final_metadata)): + if type(final_metadata[i]) is not list: + final_metadata[i] = [json.dumps(final_metadata[i])] + else: + final_metadata[i] = [json.dumps(x) for x in final_metadata[i]] + + assert len(final_metadata[i]) == len( + generations_list[0] + ), f"{len(final_metadata[i])=}" + + return [metrics, results, final_metadata] + + +if __name__ == "__main__": + # print( + # check_correctness( + # { + # "input_output": json.dumps( + # { + # "inputs": [ + # json.dumps([1] * 100000) + # + "\n" + # + json.dumps([100000, -100000] * (100000 // 2)) + # ], + # "outputs": [json.dumps([100000, 0] * (100000 // 2))], + # "fn_name": "mostFrequentIDs", + # } + # ) + # }, + # "class Solution:\n def mostFrequentIDs(self, nums: List[int], freq: List[int]) -> List[int]:\n from collections import defaultdict\n \n # Count of each ID\n count = defaultdict(int)\n # How many IDs exist for a given frequency\n freq_of_count = defaultdict(int)\n \n max_freq = 0\n ans = []\n \n for i in range(len(nums)):\n x = nums[i]\n change = freq[i]\n \n old_freq = count[x]\n new_freq = old_freq + change\n \n # If there was an old frequency, decrease its usage\n if old_freq > 0:\n freq_of_count[old_freq] -= 1\n if freq_of_count[old_freq] == 0:\n del freq_of_count[old_freq]\n \n # Update with the new frequency\n count[x] = new_freq\n freq_of_count[new_freq] += 1\n \n # Update max_freq if needed\n if new_freq > max_freq:\n max_freq = new_freq\n \n # If the collection at max_freq is empty, reduce max_freq until we find a non-empty bin\n while max_freq > 0 and max_freq not in freq_of_count:\n max_freq -= 1\n \n # If the collection is empty, max_freq will be 0\n ans.append(max_freq)\n \n return ans", + # 6, + # debug=True, + # ) + # ) + + print( + check_correctness( + { + "input_output": json.dumps( + { + "inputs": ")))))", + "outputs": "0", + }, + ) + }, + "\nMOD = 998244353\n\nS = input().strip()\nn = len(S)\n\nif n % 2 != 0:\n print(0)\n exit()\n\n# Initialize DP table\ndp = [[0] * (n + 2) for _ in range(n + 1)]\ndp[0][0] = 1\n\nfor i in range(1, n + 1):\n c = S[i-1]\n for b in range(n + 1):\n if dp[i-1][b] == 0:\n continue\n if c == '(':\n new_b = b + 1\n if new_b <= n:\n dp[i][new_b] = (dp[i][new_b] + dp[i-1][b]) % MOD\n elif c == ')':\n if b > 0:\n new_b = b - 1\n dp[i][new_b] = (dp[i][new_b] + dp[i-1][b]) % MOD\n else: # '?'\n # Replace with '('\n new_b = b + 1\n if new_b <= n:\n dp[i][new_b] = (dp[i][new_b] + dp[i-1][b]) % MOD\n # Replace with ')'\n if b > 0:\n new_b = b - 1\n dp[i][new_b] = (dp[i][new_b] + dp[i-1][b]) % MOD\n\nprint(dp[n][0] % MOD)\n", + 6, + debug=True, + ) + ) \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/pass_k_utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/pass_k_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..a49382f0857448ef494d77a4c6107db952c9823a --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/pass_k_utils.py @@ -0,0 +1,66 @@ +import numpy as np + + +def estimate_pass_at_k(num_samples, num_correct, k): + """Estimates pass@k of each problem and returns them in an array.""" + + def estimator(n: int, c: int, k: int) -> float: + """Calculates 1 - comb(n - c, k) / comb(n, k).""" + if n - c < k: + return 1.0 + return 1.0 - np.prod(1.0 - k / np.arange(n - c + 1, n + 1)) + + import itertools + + if isinstance(num_samples, int): + num_samples_it = itertools.repeat(num_samples, len(num_correct)) + else: + assert len(num_samples) == len(num_correct) + num_samples_it = iter(num_samples) + + return np.array( + [estimator(int(n), int(c), k) for n, c in zip(num_samples_it, num_correct)] + ) + + +def compute_metrics_from_results(results, k_list=[1, 5]): + total = [] + correct = [] + task_ids = [] + for task_id, res in results.items(): + all_correct = [] + for generation in res: + gen = np.array(generation) + all_correct.append(np.all(gen > 0)) + task_ids.append(task_id) + total.append(len(all_correct)) + correct.append(sum(all_correct)) + total = np.array(total) + correct = np.array(correct) + ks = k_list + detail_pass_at_k = { + f"pass@{k}": estimate_pass_at_k(total, correct, k).tolist() + for k in ks + if (total >= k).all() + } + pass_at_k = { + f"pass@{k}": estimate_pass_at_k(total, correct, k).mean() + for k in ks + if (total >= k).all() + } + detail_metrics = {k: dict(zip(task_ids, v)) for k, v in detail_pass_at_k.items()} + pass_at_k["detail"] = detail_metrics + return pass_at_k + + +def extract_instance_results(results): + instance_wise_grades = {} + for task_id, res in results.items(): + instance_wise_grades[task_id] = [] + for generation in res: + instance_wise_grades[task_id].append(all([g > 0 for g in generation])) + + instance_wise_grades = [ + v for _, v in sorted(instance_wise_grades.items(), key=lambda item: item[0]) + ] + return instance_wise_grades diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/testing_util.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/testing_util.py new file mode 100644 index 0000000000000000000000000000000000000000..4b83b70d70fd1ca86627d154f790bd7c34d2e3c6 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/evaluation/testing_util.py @@ -0,0 +1,556 @@ +import ast +import json +import sys +import faulthandler +import platform + +# used for debugging to time steps +from datetime import datetime + +# to run the solution files we're using a timing based approach +import signal + +import numpy as np + +from io import StringIO + +# used for testing the code that reads from input +from unittest.mock import patch, mock_open + +# from pyext import RuntimeModule +from types import ModuleType + +from enum import Enum +from decimal import Decimal +import time + +import_string = "from string import *\nfrom re import *\nfrom datetime import *\nfrom collections import *\nfrom heapq import *\nfrom bisect import *\nfrom copy import *\nfrom math import *\nfrom random import *\nfrom statistics import *\nfrom itertools import *\nfrom functools import *\nfrom operator import *\nfrom io import *\nfrom sys import *\nfrom json import *\nfrom builtins import *\nfrom typing import *\nimport string\nimport re\nimport datetime\nimport collections\nimport heapq\nimport bisect\nimport copy\nimport math\nimport random\nimport statistics\nimport itertools\nimport functools\nimport operator\nimport io\nimport sys\nimport json\nsys.setrecursionlimit(50000)\n" + + +def truncatefn(s, length=300): + if isinstance(s, str): + pass + else: + s = str(s) + if len(s) <= length: + return s + + return s[: length // 2] + "...(truncated) ..." + s[-length // 2 :] + + +class CODE_TYPE(Enum): + call_based = 0 + standard_input = 1 + + +# stuff for setting up signal timer +class TimeoutException(Exception): + pass + + +def timeout_handler(signum, frame): + print("timeout occured: alarm went off") + raise TimeoutException + + +# used to capture stdout as a list +# from https://stackoverflow.com/a/16571630/6416660 +# alternative use redirect_stdout() from contextlib +class Capturing(list): + def __enter__(self): + self._stdout = sys.stdout + sys.stdout = self._stringio = StringIO() + # Make closing the StringIO a no-op + self._stringio.close = lambda x: 1 + return self + + def __exit__(self, *args): + self.append(self._stringio.getvalue()) + del self._stringio # free up some memory + sys.stdout = self._stdout + + +def clean_if_name(code: str) -> str: + try: + astree = ast.parse(code) + last_block = astree.body[-1] + if isinstance(last_block, ast.If): + condition = last_block.test + if ast.unparse(condition).strip() == "__name__ == '__main__'": + code = ( + ast.unparse(astree.body[:-1]) + "\n" + ast.unparse(last_block.body) # type: ignore + ) + except: + pass + + return code + + +def make_function(code: str) -> str: + try: + import_stmts = [] + all_other_stmts = [] + astree = ast.parse(code) + for stmt in astree.body: + if isinstance(stmt, (ast.Import, ast.ImportFrom)): + import_stmts.append(stmt) + else: + all_other_stmts.append(stmt) + + function_ast = ast.FunctionDef( + name="wrapped_function", + args=ast.arguments( + posonlyargs=[], args=[], kwonlyargs=[], kw_defaults=[], defaults=[] + ), + body=all_other_stmts, + decorator_list=[], + lineno=-1, + ) + main_code = ( + import_string + + "\n" + + ast.unparse(import_stmts) # type: ignore + + "\n" + + ast.unparse(function_ast) # type: ignore + ) + return main_code + except Exception as e: + return code + + +def call_method(method, inputs): + + if isinstance(inputs, list): + inputs = "\n".join(inputs) + + inputs_line_iterator = iter(inputs.split("\n")) + + # sys.setrecursionlimit(10000) + + # @patch('builtins.input', side_effect=inputs.split("\n")) + @patch("builtins.open", mock_open(read_data=inputs)) + @patch("sys.stdin", StringIO(inputs)) + @patch("sys.stdin.readline", lambda *args: next(inputs_line_iterator)) + @patch("sys.stdin.readlines", lambda *args: inputs.split("\n")) + @patch("sys.stdin.read", lambda *args: inputs) + # @patch('sys.stdout.write', print) + def _inner_call_method(_method): + try: + return _method() + except SystemExit as e: + pass + finally: + pass + + return _inner_call_method(method) + + +def get_function(compiled_sol, fn_name: str): # type: ignore + try: + assert hasattr(compiled_sol, fn_name) + return getattr(compiled_sol, fn_name) + except Exception as e: + return + + +def compile_code(code: str, timeout: int): + signal.alarm(timeout) + try: + tmp_sol = ModuleType("tmp_sol", "") + exec(code, tmp_sol.__dict__) + if "class Solution" in code: + # leetcode wraps solutions in `Solution` + # this is a hack to check if it is leetcode solution or not + # currently livecodebench only supports LeetCode but + # else condition allows future extensibility to other platforms + compiled_sol = tmp_sol.Solution() + else: + # do nothing in the other case since function is accesible + compiled_sol = tmp_sol + + assert compiled_sol is not None + finally: + signal.alarm(0) + + return compiled_sol + + +def convert_line_to_decimals(line: str) -> tuple[bool, list[Decimal]]: + try: + decimal_line = [Decimal(elem) for elem in line.split()] + except: + return False, [] + return True, decimal_line + + +def get_stripped_lines(val: str): + ## you don't want empty lines to add empty list after splitlines! + val = val.strip() + + return [val_line.strip() for val_line in val.split("\n")] + + +def grade_call_based( + code: str, all_inputs: list, all_outputs: list, fn_name: str, timeout: int +): + # call-based clean up logic + # need to wrap in try-catch logic after to catch the correct errors, but for now this is fine. + code = import_string + "\n\n" + code + compiled_sol = compile_code(code, timeout) + + if compiled_sol is None: + return + + method = get_function(compiled_sol, fn_name) + + if method is None: + return + + all_inputs = [ + [json.loads(line) for line in inputs.split("\n")] for inputs in all_inputs + ] + + all_outputs = [json.loads(output) for output in all_outputs] + + total_execution = 0 + all_results = [] + for idx, (gt_inp, gt_out) in enumerate(zip(all_inputs, all_outputs)): + signal.alarm(timeout) + faulthandler.enable() + try: + # can lock here so time is useful + start = time.time() + prediction = method(*gt_inp) + total_execution += time.time() - start + signal.alarm(0) + + # don't penalize model if it produces tuples instead of lists + # ground truth sequences are not tuples + if isinstance(prediction, tuple): + prediction = list(prediction) + + tmp_result = prediction == gt_out + + # handle floating point comparisons + + all_results.append(tmp_result) + + if not tmp_result: + return all_results, { + "output": truncatefn(prediction), + "inputs": truncatefn(gt_inp), + "expected": truncatefn(gt_out), + "error_code": -2, + "error_message": "Wrong Answer", + } + except Exception as e: + signal.alarm(0) + if "timeoutexception" in repr(e).lower(): + all_results.append(-3) + return all_results, { + "error": repr(e), + "error_code": -3, + "error_message": "Time Limit Exceeded", + "inputs": truncatefn(gt_inp), + "expected": truncatefn(gt_out), + } + else: + all_results.append(-4) + return all_results, { + "error": repr(e), + "error_code": -4, + "error_message": "Runtime Error", + "inputs": truncatefn(gt_inp), + "expected": truncatefn(gt_out), + } + + finally: + signal.alarm(0) + faulthandler.disable() + + return all_results, {"execution time": total_execution} + + +def grade_stdio( + code: str, + all_inputs: list, + all_outputs: list, + timeout: int, +): + ## runtime doesn't interact well with __name__ == '__main__' + code = clean_if_name(code) + + ## we wrap the given code inside another function + code = make_function(code) + + compiled_sol = compile_code(code, timeout) + if compiled_sol is None: + return + + method = get_function(compiled_sol, "wrapped_function") + + if method is None: + return + + all_results = [] + total_execution_time = 0 + for idx, (gt_inp, gt_out) in enumerate(zip(all_inputs, all_outputs)): + signal.alarm(timeout) + faulthandler.enable() + + signal.alarm(timeout) + with Capturing() as captured_output: + try: + start = time.time() + call_method(method, gt_inp) + total_execution_time += time.time() - start + # reset the alarm + signal.alarm(0) + except Exception as e: + signal.alarm(0) + if "timeoutexception" in repr(e).lower(): + all_results.append(-3) + return all_results, { + "error": repr(e), + "error_code": -3, + "error_message": "Time Limit Exceeded", + "inputs": truncatefn(gt_inp), + "expected": truncatefn(gt_out), + } + else: + all_results.append(-4) + return all_results, { + "error": repr(e), + "error_code": -4, + "error_message": "Runtime Error", + "inputs": truncatefn(gt_inp), + "expected": truncatefn(gt_out), + } + + finally: + signal.alarm(0) + faulthandler.disable() + + prediction = captured_output[0] + + stripped_prediction_lines = get_stripped_lines(prediction) + stripped_gt_out_lines = get_stripped_lines(gt_out) + + ## WA happens in multiple circumstances + ## so cache the return to make it clean! + WA_send_args = { + "output": truncatefn(prediction), + "inputs": truncatefn(gt_inp), + "expected": truncatefn(gt_out), + "error_code": -2, + } + + if len(stripped_prediction_lines) != len(stripped_gt_out_lines): + all_results.append(-2) + WA_send_args["error_message"] = "Wrong answer: mismatched output length" + return all_results, WA_send_args + + for output_line_idx, ( + stripped_prediction_line, + stripped_gt_out_line, + ) in enumerate(zip(stripped_prediction_lines, stripped_gt_out_lines)): + WA_send_args["error_message"] = ( + f"Wrong answer at {output_line_idx=}: {truncatefn(stripped_prediction_line)} != {truncatefn(stripped_gt_out_line)}" + ) + + ## CASE 1: exact match + if stripped_prediction_line == stripped_gt_out_line: + continue + + ## CASE 2: element-wise comparision + ## if there are floating elements + ## use `decimal` library for good floating point comparision + ## otherwise gotcha: np.isclose(50000000000000000, 50000000000000001) = True + ## note that we should always be able to convert to decimals + + success, decimal_prediction_line = convert_line_to_decimals( + stripped_prediction_line + ) + if not success: + all_results.append(-2) + return all_results, WA_send_args + success, decimal_gtout_line = convert_line_to_decimals(stripped_gt_out_line) + if not success: + all_results.append(-2) + return all_results, WA_send_args + + if decimal_prediction_line == decimal_gtout_line: + continue + + all_results.append(-2) + return all_results, WA_send_args + all_results.append(True) + + return all_results, {"execution time": total_execution_time} + + +def run_test(sample, test=None, debug=False, timeout=6): + """ + if test(generated_code) is not None it'll try to run the code. + otherwise it'll just return an input and output pair. + """ + signal.signal(signal.SIGALRM, timeout_handler) + + # Disable functionalities that can make destructive changes to the test. + # max memory is set to 4GB + reliability_guard() + + if debug: + print(f"start = {datetime.now().time()}") + + try: + in_outs = json.loads(sample["input_output"]) + except ValueError as e: + raise e + in_outs = None + + if in_outs: + if in_outs.get("fn_name") is None: + which_type = CODE_TYPE.standard_input # Standard input + method_name = None + + else: + which_type = CODE_TYPE.call_based # Call-based + method_name = in_outs["fn_name"] + + if debug: + print(f"loaded input_output = {datetime.now().time()}") + + if test is None: + assert False, "should not happen: test code is none" + return in_outs, {"error": "no test code provided"} + elif test is not None: + results = [] + sol = import_string + if debug: + print(f"loading test code = {datetime.now().time()}") + + if which_type == CODE_TYPE.call_based: + signal.alarm(timeout) + try: + results, metadata = grade_call_based( + code=test, + all_inputs=in_outs["inputs"], + all_outputs=in_outs["outputs"], + fn_name=method_name, + timeout=timeout, + ) + return results, metadata + except Exception as e: + return [-4], { + "error_code": -4, + "error_message": f"Error during testing: {e}", + } + finally: + signal.alarm(0) + elif which_type == CODE_TYPE.standard_input: + # sol + # if code has if __name__ == "__main__": then remove it + + signal.alarm(timeout) + try: + results, metadata = grade_stdio( + code=test, + all_inputs=in_outs["inputs"], + all_outputs=in_outs["outputs"], + timeout=timeout, + ) + return results, metadata + except Exception as e: + return [-4], { + "error_code": -4, + "error_message": f"Error during testing: {e}", + } + finally: + signal.alarm(0) + + +def reliability_guard(maximum_memory_bytes=None): + """ + This disables various destructive functions and prevents the generated code + from interfering with the test (e.g. fork bomb, killing other processes, + removing filesystem files, etc.) + WARNING + This function is NOT a security sandbox. Untrusted code, including, model- + generated code, should not be blindly executed outside of one. See the + Codex paper for more information about OpenAI's code sandbox, and proceed + with caution. + """ + + if maximum_memory_bytes is not None: + import resource + + resource.setrlimit( + resource.RLIMIT_AS, (maximum_memory_bytes, maximum_memory_bytes) + ) + resource.setrlimit( + resource.RLIMIT_DATA, (maximum_memory_bytes, maximum_memory_bytes) + ) + if not platform.uname().system == "Darwin": + resource.setrlimit( + resource.RLIMIT_STACK, (maximum_memory_bytes, maximum_memory_bytes) + ) + + faulthandler.disable() + + import builtins + + # builtins.exit = None + builtins.quit = None + + import os + + os.environ["OMP_NUM_THREADS"] = "1" + + os.kill = None + os.system = None + os.putenv = None + os.remove = None + os.removedirs = None + os.rmdir = None + os.fchdir = None + os.setuid = None + os.fork = None + os.forkpty = None + os.killpg = None + os.rename = None + os.renames = None + os.truncate = None + os.replace = None + os.unlink = None + os.fchmod = None + os.fchown = None + os.chmod = None + os.chown = None + os.chroot = None + os.fchdir = None + os.lchflags = None + os.lchmod = None + os.lchown = None + os.getcwd = None + os.chdir = None + + import shutil + + shutil.rmtree = None + shutil.move = None + shutil.chown = None + + import subprocess + + subprocess.Popen = None # type: ignore + + __builtins__["help"] = None + + import sys + + sys.modules["ipdb"] = None + sys.modules["joblib"] = None + sys.modules["resource"] = None + sys.modules["psutil"] = None + sys.modules["tkinter"] = None \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/utils/extraction_utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/utils/extraction_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..79c5b0d8967e570f18a16ada3225d2f64dce01b7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/lcb_runner/utils/extraction_utils.py @@ -0,0 +1,63 @@ +from livebench.lcb_runner.lm_styles import LMStyle + + +def extract_code(model_output: str, lmstyle: LMStyle): + outputlines = model_output.rstrip().split("\n") + if lmstyle == LMStyle.CodeLLaMaInstruct: + indexlines = [i for i, line in enumerate(outputlines) if "PYTHON]" in line] + if len(indexlines) < 2: + indexlines = [i for i, line in enumerate(outputlines) if "```" in line] + elif lmstyle == LMStyle.GenericBase: + return model_output.rstrip() + else: + indexlines = [i for i, line in enumerate(outputlines) if "```" in line] + if len(indexlines) < 2: + if len(model_output) > 1 and model_output[0] == '`' and model_output[-1] == '`': + return model_output[1:-1] + elif len(indexlines) == 1 and indexlines[0] == len(outputlines) - 1: + return '\n'.join(outputlines[:-1]) + return model_output.rstrip() + # return "\n".join(outputlines[indexlines[0] + 1 : indexlines[1]]) + return "\n".join(outputlines[indexlines[-2] + 1 : indexlines[-1]]) + + +def extract_test_output_code(model_output: str, lmstyle: LMStyle = None): + outputlines = model_output.split("\n") + # find the last line startwith assert... + indexlines = [i for i, line in enumerate(outputlines) if line.startswith("assert")] + if indexlines: + return outputlines[indexlines[-1]] + if lmstyle and lmstyle == LMStyle.CodeLLaMaInstruct: + indexlines = [i for i, line in enumerate(outputlines) if "PYTHON]" in line] + else: + # first try to extract ```python if not then try ``` + indexlines = [ + i + for i, line in enumerate(outputlines) + if "```python" in line or "```Python" in line + ] + if indexlines: + start_index = indexlines[0] + else: + start_index = None + indexlines = [i for i, line in enumerate(outputlines) if "```" in line] + if start_index is not None: + indexlines = [i for i in indexlines if i > start_index] + indexlines = [start_index] + indexlines + + if len(indexlines) < 2: + return "" + return "\n".join(outputlines[indexlines[0] + 1 : indexlines[1]]) + + +def extract_execution_code(model_output: str, lmstyle: LMStyle, cot: bool = False): + if cot: + if "[ANSWER]" in model_output: + model_output = model_output.split("[ANSWER]")[1].strip() + if "==" in model_output: + model_output = model_output.split("==")[1].strip() + if "[/ANSWER]" in model_output: + model_output = model_output.split("[/ANSWER]")[0].strip() + else: + model_output = model_output.split("\n")[0].strip() + return model_output.strip() \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/amazon.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/amazon.yml new file mode 100644 index 0000000000000000000000000000000000000000..501083e12afab4e6c3be164f418e8786d2935387 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/amazon.yml @@ -0,0 +1,25 @@ +# AWS Models +--- +display_name: amazon.nova-micro-v1:0 +api_name: + aws: amazon.nova-micro-v1:0 +--- +display_name: amazon.nova-micro-v1:0:128k +api_name: + aws: amazon.nova-micro-v1:0:128k +--- +display_name: amazon.nova-lite-v1:0 +api_name: + aws: amazon.nova-lite-v1:0 +--- +display_name: amazon.nova-lite-v1:0:300k +api_name: + aws: amazon.nova-lite-v1:0:300k +--- +display_name: amazon.nova-pro-v1:0 +api_name: + aws: amazon.nova-pro-v1:0 +--- +display_name: amazon.nova-pro-v1:0:300k +api_name: + aws: amazon.nova-pro-v1:0:300k \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/anthropic.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/anthropic.yml new file mode 100644 index 0000000000000000000000000000000000000000..3526ffbe77e1095c5dcaf1bbda50a72bb6485bd6 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/anthropic.yml @@ -0,0 +1,358 @@ +# Anthropic Models +--- +display_name: claude-3-opus-20240229 +api_name: + anthropic: claude-3-opus-20240229 +aliases: + - claude-3-opus +--- +display_name: claude-3-sonnet-20240229 +api_name: + anthropic: claude-3-sonnet-20240229 +--- +display_name: claude-3-haiku-20240307 +api_name: + anthropic: claude-3-haiku-20240307 +--- +display_name: claude-3-5-sonnet-20240620 +api_name: + anthropic: claude-3-5-sonnet-20240620 +--- +display_name: claude-3-5-sonnet-20241022 +api_name: + anthropic: claude-3-5-sonnet-20241022 +aliases: + - claude-3-5-sonnet +--- +display_name: claude-3-5-haiku-20241022 +api_name: + anthropic: claude-3-5-haiku-20241022 +aliases: + - claude-3-5-haiku +--- +display_name: claude-3-7-sonnet-20250219-thinking-25k +api_name: + anthropic: claude-3-7-sonnet-20250219 +aliases: + - claude-3-7-sonnet-thinking-25k +api_kwargs: + default: + thinking: + type: enabled + budget_tokens: 25000 + max_tokens: 32000 + temperature: 1 + extra_headers: + anthropic-beta: output-128k-2025-02-19 +--- +display_name: claude-3-7-sonnet-20250219-thinking-64k +api_name: + anthropic: claude-3-7-sonnet-20250219 +aliases: + - claude-3-7-sonnet-thinking-64k + - claude-3-7-sonnet-thinking +api_kwargs: + default: + thinking: + type: enabled + budget_tokens: 63000 + max_tokens: 64000 + temperature: 1 + extra_headers: + anthropic-beta: output-128k-2025-02-19 +--- +display_name: claude-3-7-sonnet-20250219-base +api_name: + anthropic: claude-3-7-sonnet-20250219 +aliases: + - claude-3-7-sonnet-base + - claude-3-7-sonnet +api_kwargs: + default: + extra_headers: + anthropic-beta: output-128k-2025-02-19 +--- +display_name: claude-4-sonnet-20250514-base +api_name: + anthropic: claude-sonnet-4-20250514 +api_kwargs: + default: + temperature: 1 +aliases: + - claude-4-sonnet-base + - claude-4-sonnet +--- +display_name: claude-4-sonnet-20250514-thinking-64k +api_name: + anthropic: claude-sonnet-4-20250514 +api_kwargs: + default: + temperature: 1 + thinking: + type: enabled + budget_tokens: 63000 + max_tokens: 64000 +aliases: + - claude-4-sonnet-thinking-64k + - claude-4-sonnet-thinking +--- +display_name: claude-4-opus-20250514-base +api_name: + anthropic: claude-opus-4-20250514 +api_kwargs: + default: + temperature: 1 +aliases: + - claude-4-opus-base + - claude-4-opus +--- +display_name: claude-4-opus-20250514-thinking-32k +api_name: + anthropic: claude-opus-4-20250514 +api_kwargs: + default: + temperature: 1 + thinking: + type: enabled + budget_tokens: 31000 + max_tokens: 32000 +aliases: + - claude-4-opus-thinking-32k + - claude-4-opus-thinking +--- +display_name: claude-4-1-opus-20250805-thinking-32k +api_name: + anthropic: claude-opus-4-1-20250805 +api_kwargs: + default: + temperature: 1 + thinking: + type: enabled + budget_tokens: 31000 + max_tokens: 32000 +aliases: + - claude-4-1-opus-thinking-32k + - claude-4-1-opus-thinking +--- +display_name: claude-4-1-opus-20250805-base +api_name: + anthropic: claude-opus-4-1-20250805 +api_kwargs: + default: + temperature: 1 +aliases: + - claude-4-1-opus-base + - claude-4-1-opus +--- +display_name: claude-sonnet-4-5-20250929 +api_name: + anthropic: claude-sonnet-4-5-20250929 +api_kwargs: + default: + temperature: 1 +aliases: + - claude-sonnet-4-5 +--- +display_name: claude-sonnet-4-5-20250929-thinking-64k +api_name: + anthropic: claude-sonnet-4-5-20250929 +api_kwargs: + default: + temperature: 1 + thinking: + type: enabled + budget_tokens: 63000 + max_tokens: 64000 +aliases: + - claude-sonnet-4-5-20250929-thinking + - claude-sonnet-4-5-thinking +--- +display_name: claude-haiku-4-5-20251001 +api_name: + anthropic: claude-haiku-4-5-20251001 +api_kwargs: + default: + temperature: 1 +aliases: + - claude-haiku-4-5 +--- +display_name: claude-haiku-4-5-20251001-thinking-64k +api_name: + anthropic: claude-haiku-4-5-20251001 +api_kwargs: + default: + temperature: 1 + thinking: + type: enabled + budget_tokens: 63000 + max_tokens: 64000 +aliases: + - claude-haiku-4-5-thinking +--- +display_name: claude-opus-4-5-20251101-high-effort +api_name: + anthropic: claude-opus-4-5-20251101 +aliases: + - claude-opus-4-5-high-effort +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: high + betas: + - effort-2025-11-24 +--- +display_name: claude-opus-4-5-20251101-thinking-64k-high-effort +api_name: + anthropic: claude-opus-4-5-20251101 +aliases: + - claude-opus-4-5-thinking-high-effort +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: high + thinking: + type: enabled + budget_tokens: 63000 + max_tokens: 64000 + betas: + - effort-2025-11-24 +--- +display_name: claude-opus-4-5-20251101-medium-effort +api_name: + anthropic: claude-opus-4-5-20251101 +aliases: + - claude-opus-4-5-medium-effort +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: medium + betas: + - effort-2025-11-24 +--- +display_name: claude-opus-4-5-20251101-thinking-64k-medium-effort +api_name: + anthropic: claude-opus-4-5-20251101 +aliases: + - claude-opus-4-5-thinking-medium-effort +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: medium + thinking: + type: enabled + budget_tokens: 63000 + max_tokens: 64000 + betas: + - effort-2025-11-24 +--- +display_name: claude-opus-4-5-20251101-low-effort +api_name: + anthropic: claude-opus-4-5-20251101 +aliases: + - claude-opus-4-5-low-effort +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: low + betas: + - effort-2025-11-24 +--- +display_name: claude-opus-4-5-20251101-thinking-64k-low-effort +api_name: + anthropic: claude-opus-4-5-20251101 +aliases: + - claude-opus-4-5-thinking-low-effort +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: low + thinking: + type: enabled + budget_tokens: 63000 + max_tokens: 64000 + betas: + - effort-2025-11-24 +--- +display_name: claude-opus-4-6-thinking-auto-high-effort +api_name: + anthropic: claude-opus-4-6 +aliases: + - claude-opus-4-6-thinking +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: high + thinking: + type: auto + max_tokens: 64000 + betas: + - auto-thinking-2026-01-12 + - effort-2025-11-24 +--- +display_name: claude-sonnet-4-6-thinking-auto-high-effort +api_name: + anthropic: claude-sonnet-4-6 +aliases: + - claude-sonnet-4-6-thinking +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: high + thinking: + type: auto + max_tokens: 128000 + betas: + - auto-thinking-2026-01-12 + - effort-2025-11-24 +--- +display_name: claude-sonnet-4-6-thinking-auto-medium-effort +api_name: + anthropic: claude-sonnet-4-6 +aliases: + - claude-sonnet-4-6-thinking-medium-effort +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: medium + thinking: + type: auto + max_tokens: 128000 + betas: + - auto-thinking-2026-01-12 + - effort-2025-11-24 +--- +display_name: claude-sonnet-4-6-thinking-auto-low-effort +api_name: + anthropic: claude-sonnet-4-6 +aliases: + - claude-sonnet-4-6-thinking-low-effort +api_kwargs: + default: + temperature: 1 + extra_body: + output_config: + effort: low + thinking: + type: auto + max_tokens: 128000 + betas: + - auto-thinking-2026-01-12 + - effort-2025-11-24 diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/arcee.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/arcee.yml new file mode 100644 index 0000000000000000000000000000000000000000..ca8a4bdf612600622f189080bdc34c2b122190eb --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/arcee.yml @@ -0,0 +1,16 @@ +# Arcee AI Models +--- +display_name: arcee-trinity-large-preview +api_name: + https://openrouter.ai/api/v1: arcee-ai/trinity-large-preview:free +default_provider: https://openrouter.ai/api/v1 +api_keys: + https://openrouter.ai/api/v1: OPENROUTER_API_KEY +aliases: + - trinity-large-preview + - arcee-trinity +api_kwargs: + default: + extra_body: + reasoning: + enabled: true \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/cohere.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/cohere.yml new file mode 100644 index 0000000000000000000000000000000000000000..0c5c62cba69767202d1f730af93d48ee67f58096 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/cohere.yml @@ -0,0 +1,39 @@ +# Cohere Models +--- +display_name: command-r-plus-04-2024 +api_name: + https://api.cohere.ai/compatibility/v1: command-r-plus-04-2024 +api_keys: + https://api.cohere.ai/compatibility/v1: CO_API_KEY +--- +display_name: command-r-03-2024 +api_name: + https://api.cohere.ai/compatibility/v1: command-r-03-2024 +api_keys: + https://api.cohere.ai/compatibility/v1: CO_API_KEY +--- +display_name: command +api_name: + https://api.cohere.ai/compatibility/v1: command +api_keys: + https://api.cohere.ai/compatibility/v1: CO_API_KEY +--- +display_name: command-r-08-2024 +api_name: + https://api.cohere.ai/compatibility/v1: command-r-08-2024 +api_keys: + https://api.cohere.ai/compatibility/v1: CO_API_KEY +--- +display_name: command-r-plus-08-2024 +api_name: + https://api.cohere.ai/compatibility/v1: command-r-plus-08-2024 +api_keys: + https://api.cohere.ai/compatibility/v1: CO_API_KEY +--- +display_name: command-a-03-2025 +api_name: + https://api.cohere.ai/compatibility/v1: command-a-03-2025 +api_keys: + https://api.cohere.ai/compatibility/v1: CO_API_KEY +aliases: + - command-a \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/deepseek.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/deepseek.yml new file mode 100644 index 0000000000000000000000000000000000000000..766a48cd56a9d7f0ec87ee6e69c56bb79b9554e1 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/deepseek.yml @@ -0,0 +1,178 @@ +# Deepseek Models +--- +display_name: deepseek-r1 +api_name: + https://api.deepseek.com: deepseek-reasoner + together: deepseek-ai/DeepSeek-R1 +default_provider: together +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY +api_kwargs: + default: + temperature: 0.7 + max_tokens: 64000 + top_p: 0.95 + https://api.deepseek.com: + temperature: null + max_tokens: null +--- +display_name: deepseek-v3-0324 +api_name: + https://api.deepseek.com: deepseek-chat + together: deepseek-ai/deepseek-v3 +default_provider: together +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY +--- +display_name: deepseek-r1-distill-llama-70b +api_name: + together: deepseek-ai/DeepSeek-R1-Distill-Llama-70B + deepinfra: deepseek-ai/DeepSeek-R1-Distill-Llama-70B +default_provider: deepinfra +api_kwargs: + default: + temperature: 0.7 + top_p: 0.95 + max_tokens: 64000 +--- +display_name: deepseek-r1-distill-qwen-32b +api_name: + local: DeepSeek-R1-Distill-Qwen-32B + deepinfra: deepseek-ai/DeepSeek-R1-Distill-Qwen-32B +default_provider: deepinfra +api_kwargs: + default: + temperature: 0.7 + max_tokens: 64000 + top_p: 0.95 +--- +display_name: deepseek-r1-0528 +api_name: + local: DeepSeek-R1 + https://api.hyperbolic.xyz/v1: deepseek-ai/DeepSeek-R1-0528 + deepinfra: deepseek-ai/DeepSeek-R1-0528 + https://api.novita.ai/openai: deepseek/deepseek-r1-0528 + https://openrouter.ai/api/v1: deepseek/deepseek-r1-0528 +default_provider: https://openrouter.ai/api/v1 +api_keys: + https://api.hyperbolic.xyz/v1: HYPERBOLIC_API_KEY + https://api.novita.ai/openai: NOVITA_API_KEY + https://openrouter.ai/api/v1: OPENROUTER_API_KEY +api_kwargs: + default: + temperature: 0.7 + max_tokens: 64000 + https://api.novita.ai/openai: + max_tokens: 32768 + https://openrouter.ai/api/v1: + max_tokens: 32768 + provider: + quantizations: + - fp8 + - fp16 + require_parameters: true + sort: throughput +--- +display_name: deepseek-v3.1 +api_name: + https://api.deepseek.com: deepseek-chat + https://openrouter.ai/api/v1: deepseek/deepseek-chat-v3.1 +default_provider: https://openrouter.ai/api/v1 +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY + https://openrouter.ai/api/v1: OPENROUTER_API_KEY +--- +display_name: deepseek-v3.1-thinking +api_name: + https://api.deepseek.com: deepseek-reasoner + https://openrouter.ai/api/v1: deepseek/deepseek-chat-v3.1 +default_provider: https://openrouter.ai/api/v1 +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY + https://openrouter.ai/api/v1: OPENROUTER_API_KEY +api_kwargs: + default: + max_tokens: 64000 + temperature: 1.0 + https://openrouter.ai/api/v1: + reasoning_effort: "high" +--- +display_name: deepseek-v3.1-terminus +api_name: + https://api.deepseek.com: deepseek-chat + https://openrouter.ai/api/v1: deepseek/deepseek-v3.1-terminus +default_provider: https://openrouter.ai/api/v1 +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY + https://openrouter.ai/api/v1: OPENROUTER_API_KEY +api_kwargs: + default: + temperature: 0.7 +--- +display_name: deepseek-v3.1-terminus-thinking +api_name: + https://api.deepseek.com: deepseek-reasoner + https://openrouter.ai/api/v1: deepseek/deepseek-v3.1-terminus +default_provider: https://openrouter.ai/api/v1 +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY + https://openrouter.ai/api/v1: OPENROUTER_API_KEY +api_kwargs: + default: + max_tokens: 64000 + temperature: 1.0 + https://openrouter.ai/api/v1: + reasoning_effort: "high" +--- +display_name: deepseek-v3.2-exp +api_name: + https://api.deepseek.com: deepseek-chat +default_provider: https://api.deepseek.com +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY +api_kwargs: + default: + temperature: 0.7 +--- +display_name: deepseek-v3.2-exp-thinking +api_name: + https://api.deepseek.com: deepseek-reasoner +default_provider: https://api.deepseek.com +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY +api_kwargs: + default: + temperature: 0.7 + max_tokens: 64000 +--- +display_name: deepseek-v3.2 +api_name: + https://api.deepseek.com: deepseek-chat +default_provider: https://api.deepseek.com +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY +api_kwargs: + default: + temperature: 1 +--- +display_name: deepseek-v3.2-thinking +api_name: + https://api.deepseek.com: deepseek-reasoner +default_provider: https://api.deepseek.com +api_keys: + https://api.deepseek.com: DEEPSEEK_API_KEY +api_kwargs: + default: + temperature: 1 + max_tokens: 64000 +--- +display_name: deepseek-v3.2-speciale +api_name: + https://api.deepseek.com/v3.2_speciale_expires_on_20251215: deepseek-reasoner +default_provider: https://api.deepseek.com/v3.2_speciale_expires_on_20251215 +api_keys: + https://api.deepseek.com/v3.2_speciale_expires_on_20251215: DEEPSEEK_API_KEY +api_kwargs: + default: + temperature: 1 + max_tokens: 64000 \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/google.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/google.yml new file mode 100644 index 0000000000000000000000000000000000000000..5bbea2b95efef8dd6324eb8df1b7e492afed6eb2 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/google.yml @@ -0,0 +1,346 @@ + +# Google Models +--- +display_name: gemma-2-27b-it +api_name: + together: google/gemma-2-27b-it +--- +display_name: gemma-2-9b-it +api_name: + together: google/gemma-2-9b-it +--- +display_name: gemini-1.5-pro-001 +api_name: + google: gemini-1.5-pro-001 +--- +display_name: gemini-1.5-flash-001 +api_name: + google: gemini-1.5-flash-001 +--- +display_name: gemini-1.5-pro-exp-0801 +api_name: + google: gemini-1.5-pro-exp-0801 +--- +display_name: gemini-1.5-pro-exp-0827 +api_name: + google: gemini-1.5-pro-exp-0827 +--- +display_name: gemini-1.5-flash-exp-0827 +api_name: + google: gemini-1.5-flash-exp-0827 +--- +display_name: gemini-1.5-flash-8b-exp-0827 +api_name: + google: gemini-1.5-flash-8b-exp-0827 +--- +display_name: gemini-1.5-pro-002 +api_name: + google: gemini-1.5-pro-002 +--- +display_name: gemini-1.5-flash-002 +api_name: + google: gemini-1.5-flash-002 +--- +display_name: gemini-exp-1114 +api_name: + google: gemini-exp-1114 +--- +display_name: gemini-exp-1121 +api_name: + google: gemini-exp-1121 +--- +display_name: gemini-1.5-flash-8b-001 +api_name: + google: gemini-1.5-flash-8b-001 +aliases: + - gemini-1.5-flash-8b +--- +display_name: learnlm-1.5-pro-experimental +api_name: + google: learnlm-1.5-pro-experimental +--- +display_name: learnlm-2.0-flash-experimental +api_name: + google: learnlm-2.0-flash-experimental +--- +display_name: gemini-exp-1206 +api_name: + google: gemini-exp-1206 +--- +display_name: gemini-2.0-flash-exp +api_name: + google: gemini-2.0-flash-exp +--- +display_name: gemini-2.0-flash-thinking-exp-1219 +api_name: + google: gemini-2.0-flash-thinking-exp-1219 +api_kwargs: + max_output_tokens: 65536 + temperature: 0.7 + top_p: 0.95 + thinking_config: + include_thoughts: true +--- +display_name: gemini-2.0-flash-thinking-exp-01-21 +api_name: + google: gemini-2.0-flash-thinking-exp-01-21 +aliases: + - gemini-2.0-flash-thinking-exp +api_kwargs: + max_output_tokens: 65536 + temperature: 0.7 + top_p: 0.95 + thinking_config: + include_thoughts: true +--- +display_name: gemini-2.0-pro-exp-02-05 +api_name: + google: gemini-2.0-pro-exp-02-05 +aliases: + - gemini-2.0-pro-exp +--- +display_name: gemini-2.0-flash-001 +api_name: + google: gemini-2.0-flash-001 +aliases: + - gemini-2.0-flash +--- +display_name: gemini-2.0-flash-lite-preview-02-05 +api_name: + google: gemini-2.0-flash-lite-preview-02-05 +--- +display_name: gemini-2.0-flash-lite-001 +api_name: + google: gemini-2.0-flash-lite-001 +aliases: + - gemini-2.0-flash-lite +--- +display_name: gemma-3-27b-it +api_name: + google: gemma-3-27b-it +aliases: + - gemma-3-27b +--- +display_name: gemma-3-12b-it +api_name: + google: gemma-3-12b-it +aliases: + - gemma-3-12b +--- +display_name: gemma-3-4b-it +api_name: + google: gemma-3-4b-it +aliases: + - gemma-3-4b +--- +display_name: gemini-2.5-pro-preview-03-25 +api_name: + google: gemini-2.5-pro-preview-03-25 +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 +--- +display_name: gemini-2.5-flash-preview-04-17 +api_name: + google: gemini-2.5-flash-preview-04-17 +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 +--- +display_name: gemini-2.5-pro-preview-05-06 +api_name: + google: gemini-2.5-pro-preview-05-06 +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 +--- +display_name: gemini-2.5-flash-06-05-highthinking +api_name: + google: gemini-2.5-flash +aliases: + - gemini-2.5-flash-highthinking +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 + thinking_config: + thinking_budget: 24576 +--- +display_name: gemini-2.5-flash-06-05-nothinking +api_name: + google: gemini-2.5-flash +aliases: + - gemini-2.5-flash-06-05-nothinking +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 + thinking_config: + thinking_budget: 0 +--- +display_name: gemini-2.5-flash-06-05 +api_name: + google: gemini-2.5-flash +aliases: + - gemini-2.5-flash +api_kwargs: + default: + max_output_tokens: 65536 +--- +display_name: gemini-2.5-pro-06-05-highthinking +api_name: + google: gemini-2.5-pro +aliases: + - gemini-2.5-pro-highthinking +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 + thinking_config: + thinking_budget: 32768 +--- +display_name: gemini-2.5-pro-06-05-default +api_name: + google: gemini-2.5-pro +aliases: + - gemini-2.5-pro + - gemini-2.5-pro-default +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 +--- +display_name: gemini-2.5-pro-06-05-minthinking +api_name: + google: gemini-2.5-pro +aliases: + - gemini-2.5-pro-minthinking +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 + thinking_config: + thinking_budget: 128 +--- +display_name: gemma-3n-e4b-it +api_name: + google: gemma-3n-e4b-it +aliases: + - gemma-3n-e4b +--- +display_name: gemma-3n-e2b-it +api_name: + google: gemma-3n-e2b-it +aliases: + - gemma-3n-e2b +--- +display_name: gemini-2.5-flash-lite-preview-06-17-highthinking +api_name: + google: gemini-2.5-flash-lite +aliases: + - gemini-2.5-flash-lite-preview +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 + thinking_config: + thinking_budget: 24576 +--- +display_name: gemini-2.5-flash-lite-highthinking +api_name: + google: gemini-2.5-flash-lite +aliases: + - gemini-2.5-flash-lite-highthinking +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 + thinking_config: + thinking_budget: 24576 +--- +display_name: gemini-2.5-flash-preview-09-2025-highthinking +api_name: + google: gemini-2.5-flash-preview-09-2025 +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 + thinking_config: + thinking_budget: 24576 +--- +display_name: gemini-2.5-flash-lite-preview-09-2025-highthinking +api_name: + google: gemini-2.5-flash-lite-preview-09-2025 +api_kwargs: + default: + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 + thinking_config: + thinking_budget: 24576 +--- +display_name: gemini-3-pro-preview-11-2025-high +api_name: + google: gemini-3-pro-preview +aliases: + - gemini-3-pro-preview-high +api_kwargs: + default: + thinking_config: + thinking_level: high + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 +--- +display_name: gemini-3-pro-preview-11-2025-low +api_name: + google: gemini-3-pro-preview +aliases: + - gemini-3-pro-preview-low +api_kwargs: + default: + thinking_config: + thinking_level: low + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 +--- +display_name: gemini-3-flash-preview-high +api_name: + google: gemini-3-flash-preview +aliases: + - gemini-3-flash-preview-high +api_kwargs: + default: + thinking_config: + thinking_level: high + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 +--- +display_name: gemini-3-flash-preview-minimal +api_name: + google: gemini-3-flash-preview +aliases: + - gemini-3-flash-preview-minimal +api_kwargs: + default: + thinking_config: + thinking_level: minimal + max_output_tokens: 65536 + temperature: 1 + top_p: 0.95 \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/meta.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/meta.yml new file mode 100644 index 0000000000000000000000000000000000000000..5250d138e40872b33f26b6bc6d1584ee73f8d4a4 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/meta.yml @@ -0,0 +1,32 @@ +# Meta Models +--- +display_name: meta-llama-3.1-405b-instruct-turbo +api_name: + together: meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo +--- +display_name: meta-llama-3.1-70b-instruct-turbo +api_name: + together: meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo +--- +display_name: meta-llama-3.1-8b-instruct-turbo +api_name: + together: meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo +--- +display_name: llama-3.3-70b-instruct-turbo +api_name: + together: meta-llama/Llama-3.3-70B-Instruct-Turbo +--- +display_name: llama-3.1-nemotron-70b-instruct +api_name: + together: Llama-3.1-Nemotron-70B-Instruct-HF +aliases: + - llama-3.1-nemotron-70b-instruct + - nvidia/llama-3.1-nemotron-70b-instruct +--- +display_name: llama4-maverick-instruct-basic +api_name: + https://api.fireworks.ai/inference/v1: accounts/fireworks/models/llama4-maverick-instruct-basic +api_keys: + https://api.fireworks.ai/inference/v1: FIREWORKS_API_KEY +aliases: + - llama4-maverick \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/microsoft.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/microsoft.yml new file mode 100644 index 0000000000000000000000000000000000000000..f841b08ef64ca22b6f164998d306484cbb32db42 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/microsoft.yml @@ -0,0 +1,17 @@ +display_name: phi-4-reasoning-plus +api_name: + deepinfra: microsoft/phi-4-reasoning-plus +api_kwargs: + default: + max_tokens: 30000 + temperature: 0.8 + top_p: 0.95 +--- +display_name: phi-4-reasoning +api_name: + deepinfra: microsoft/phi-4-reasoning +api_kwargs: + default: + max_tokens: 30000 + temperature: 0.8 + top_p: 0.95 \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/minimax.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/minimax.yml new file mode 100644 index 0000000000000000000000000000000000000000..d73e2ea8ca2b718776a0f88fc20203009c1bdb23 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/minimax.yml @@ -0,0 +1,23 @@ +display_name: minimax-m2 +api_name: + https://api.novita.ai/openai: minimax/minimax-m2 +api_keys: + https://api.novita.ai/openai: NOVITA_API_KEY +api_kwargs: + default: + temperature: 1 + max_tokens: 131072 +preserve_reasoning: true +--- +display_name: minimax-m2.5 +api_name: + https://api.minimax.io/v1: MiniMax-M2.5 +api_keys: + https://api.minimax.io/v1: MINIMAX_API_KEY +aliases: + - minimax-m2.5-thinking +api_kwargs: + default: + temperature: 1 + max_tokens: 80000 +preserve_reasoning: true \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/mistral.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/mistral.yml new file mode 100644 index 0000000000000000000000000000000000000000..6312e45804c4cfe7f52bb04663d890f091999523 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/mistral.yml @@ -0,0 +1,75 @@ +# Mistral Models +--- +display_name: mistral-large-latest +api_name: + mistral: mistral-large-latest +--- +display_name: mistral-large-2402 +api_name: + mistral: mistral-large-2402 +--- +display_name: mistral-medium-23-12 +api_name: + mistral: mistral-medium-23-12 +--- +display_name: mistral-small-2402 +api_name: + mistral: mistral-small-2402 +--- +display_name: open-mixtral-8x7b +api_name: + mistral: open-mixtral-8x7b +--- +display_name: open-mixtral-8x22b +api_name: + mistral: open-mixtral-8x22b +--- +display_name: mistral-large-2407 +api_name: + mistral: mistral-large-2407 +--- +display_name: open-mistral-nemo +api_name: + mistral: open-mistral-nemo +--- +display_name: mistral-large-2411 +api_name: + mistral: mistral-large-2411 +aliases: + - mistral-large +--- +display_name: mistral-small-2409 +api_name: + mistral: mistral-small-2409 +--- +display_name: mistral-small-2501 +api_name: + mistral: mistral-small-2501 +--- +display_name: mistral-small-2503 +api_name: + mistral: mistral-small-2503 +aliases: + - mistral-small +--- +display_name: mistral-medium-2505 +api_name: + mistral: mistral-medium-2505 +aliases: + - mistral-medium +--- +display_name: devstral-small-2505 +api_name: + mistral: devstral-small-2505 +aliases: + - devstral-small +--- +display_name: devstral-2512 +api_name: + mistral: devstral-2512 +aliases: + - devstral +api_kwargs: + default: + temperature: 0.7 + top_p: 1 \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/moonshotai.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/moonshotai.yml new file mode 100644 index 0000000000000000000000000000000000000000..38e8820579b5a9fca471ce14c814f365630cc7fe --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/moonshotai.yml @@ -0,0 +1,59 @@ +--- +display_name: kimi-k2-instruct +api_name: + together: moonshotai/Kimi-K2-Instruct + https://api.moonshot.ai/v1: kimi-k2-0711-preview + https://openrouter.ai/api/v1: moonshotai/kimi-k2 +default_provider: https://openrouter.ai/api/v1 +api_keys: + https://api.moonshot.ai/v1: MOONSHOTAI_API_KEY + https://openrouter.ai/api/v1: OPENROUTER_API_KEY +api_kwargs: + default: + temperature: 0.6 + max_tokens: 127000 +--- +display_name: kimi-k2-instruct-0905 +api_name: + https://api.moonshot.ai/v1: kimi-k2-0905-preview + deepinfra: moonshotai/Kimi-K2-Instruct-0905 +api_keys: + https://api.moonshot.ai/v1: MOONSHOTAI_API_KEY +default_provider: deepinfra +api_kwargs: + default: + temperature: 0.6 + max_tokens: 127000 +--- +display_name: kimi-k2-thinking +api_name: + https://api.moonshot.ai/v1: kimi-k2-thinking-turbo + https://openrouter.ai/api/v1: moonshotai/kimi-k2-thinking + https://api.novita.ai/openai: moonshotai/kimi-k2-thinking +api_keys: + https://api.moonshot.ai/v1: MOONSHOTAI_API_KEY + https://openrouter.ai/api/v1: OPENROUTER_API_KEY + https://api.novita.ai/openai: NOVITA_API_KEY +default_provider: https://api.moonshot.ai/v1 +api_kwargs: + default: + temperature: 1 + max_tokens: 128000 + stream: true +preserve_reasoning: true +--- +display_name: kimi-k2.5-thinking +api_name: + https://api.moonshot.ai/v1: kimi-k2.5 +api_keys: + https://api.moonshot.ai/v1: MOONSHOTAI_API_KEY +default_provider: https://api.moonshot.ai/v1 +api_kwargs: + default: + temperature: 1.0 + max_tokens: 128000 + stream: true + extra_body: + thinking: + type: enabled +preserve_reasoning: true diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/openai.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/openai.yml new file mode 100644 index 0000000000000000000000000000000000000000..5097514155e0cfa28cc508da0ed97323f1cea504 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/openai.yml @@ -0,0 +1,852 @@ +# OpenAI Models +--- +display_name: gpt-4o-2024-11-20 +api_name: + openai: gpt-4o-2024-11-20 +aliases: + - gpt-4o +--- +display_name: chatgpt-4o-latest-2025-03-27 +api_name: + openai: chatgpt-4o-latest +aliases: + - chatgpt-4o-latest +--- +display_name: gpt-3.5-turbo +api_name: + openai: gpt-3.5-turbo +--- +display_name: gpt-3.5-turbo-1106 +api_name: + openai: gpt-3.5-turbo-1106 +--- +display_name: gpt-3.5-turbo-0125 +api_name: + openai: gpt-3.5-turbo-0125 +--- +display_name: gpt-4 +api_name: + openai: gpt-4 +--- +display_name: gpt-4-0314 +api_name: + openai: gpt-4-0314 +--- +display_name: gpt-4-0613 +api_name: + openai: gpt-4-0613 +--- +display_name: gpt-4-turbo +api_name: + openai: gpt-4-turbo +--- +display_name: gpt-4-turbo-2024-04-09 +api_name: + openai: gpt-4-turbo-2024-04-09 +--- +display_name: gpt-4-1106-preview +api_name: + openai: gpt-4-1106-preview +--- +display_name: gpt-4-0125-preview +api_name: + openai: gpt-4-0125-preview +--- +display_name: gpt-4o-2024-05-13 +api_name: + openai: gpt-4o-2024-05-13 +--- +display_name: gpt-4o-mini-2024-07-18 +api_name: + openai: gpt-4o-mini-2024-07-18 +aliases: + - gpt-4o-mini +--- +display_name: gpt-4o-2024-08-06 +api_name: + openai: gpt-4o-2024-08-06 +--- +display_name: gpt-4.5-preview-2025-02-27 +api_name: + openai: gpt-4.5-preview-2025-02-27 +aliases: + - gpt-4.5-preview +--- +display_name: gpt-5-minimal +api_name: + openai: gpt-5 + openai_responses: gpt-5 +default_provider: openai_responses +aliases: + - gpt-5-minimal +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: minimal + openai_responses: + max_output_tokens: null + reasoning: + effort: minimal + summary: auto +--- +display_name: gpt-5-low +api_name: + openai: gpt-5 + openai_responses: gpt-5 +default_provider: openai_responses +aliases: + - gpt-5-low +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: low + openai_responses: + max_output_tokens: null + reasoning: + effort: low + summary: auto +--- +display_name: gpt-5 +api_name: + openai: gpt-5 + openai_responses: gpt-5 +default_provider: openai_responses +aliases: + - gpt-5 +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: gpt-5-high +api_name: + openai: gpt-5 + openai_responses: gpt-5 +default_provider: openai_responses +aliases: + - gpt-5-high +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: high + openai_responses: + max_output_tokens: null + reasoning: + effort: high + summary: auto +--- +display_name: gpt-5-mini-low +api_name: + openai: gpt-5-mini + openai_responses: gpt-5-mini +default_provider: openai_responses +aliases: + - gpt-5-mini-low +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: low + openai_responses: + max_output_tokens: null + reasoning: + effort: low + summary: auto +--- +display_name: gpt-5-mini-minimal +api_name: + openai: gpt-5-mini + openai_responses: gpt-5-mini +default_provider: openai_responses +aliases: + - gpt-5-mini-minimal +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: low + openai_responses: + max_output_tokens: null + reasoning: + effort: minimal + summary: auto +--- +display_name: gpt-5-chat +api_name: + openai: gpt-5-chat-latest + openai_responses: gpt-5-chat-latest +default_provider: openai +aliases: + - gpt-5-chat +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + openai_responses: + max_output_tokens: null +--- +display_name: gpt-5-mini +api_name: + openai: gpt-5-mini + openai_responses: gpt-5-mini +default_provider: openai_responses +aliases: + - gpt-5-mini +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: gpt-5-mini-high +api_name: + openai: gpt-5-mini + openai_responses: gpt-5-mini +default_provider: openai_responses +aliases: + - gpt-5-mini-high +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: high + openai_responses: + max_output_tokens: null + reasoning: + effort: high + summary: auto +--- +display_name: gpt-5-nano-minimal +api_name: + openai: gpt-5-nano + openai_responses: gpt-5-nano +default_provider: openai_responses +aliases: + - gpt-5-nano-minimal +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: minimal + openai_responses: + max_output_tokens: null + reasoning: + effort: minimal + summary: auto +--- +display_name: gpt-5-nano-low +api_name: + openai: gpt-5-nano + openai_responses: gpt-5-nano +default_provider: openai_responses +aliases: + - gpt-5-nano-low +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: low + openai_responses: + max_output_tokens: null + reasoning: + effort: low + summary: auto +--- +display_name: gpt-5-nano +api_name: + openai: gpt-5-nano + openai_responses: gpt-5-nano +default_provider: openai_responses +aliases: + - gpt-5-nano +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: gpt-5-nano-high +api_name: + openai: gpt-5-nano + openai_responses: gpt-5-nano +default_provider: openai_responses +aliases: + - gpt-5-nano-high +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: high + openai_responses: + max_output_tokens: null + reasoning: + effort: high + summary: auto +--- +display_name: o1-mini-2024-09-12 +api_name: + openai: o1-mini-2024-09-12 +aliases: + - o1-mini +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: o1-preview-2024-09-12 +api_name: + openai: o1-preview-2024-09-12 +aliases: + - o1-preview +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: o1-2024-12-17-high +api_name: + openai: o1-2024-12-17 +aliases: + - o1 + - o1-high + - o1-2024-12-17 +api_kwargs: + default: + temperature: null + max_completion_tokens: null + reasoning_effort: high +prompt_prefix: "Formatting reenabled" +--- +display_name: o1-2024-12-17-low +api_name: + openai: o1-2024-12-17 +aliases: + - o1-low +api_kwargs: + default: + temperature: null + max_completion_tokens: null + reasoning_effort: low +prompt_prefix: "Formatting reenabled" +--- +display_name: o1-2024-12-17-medium +api_name: + openai: o1-2024-12-17 +aliases: + - o1-medium +api_kwargs: + default: + temperature: null + max_completion_tokens: null + reasoning_effort: medium +prompt_prefix: "Formatting reenabled" +--- +display_name: o3-mini-2025-01-31-high +api_name: + openai: o3-mini-2025-01-31 + openai_responses: o3-mini-2025-01-31 +default_provider: openai_responses +aliases: + - o3-mini-high + - o3-mini + - o3-mini-2025-01-31 +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: high + openai_responses: + max_output_tokens: null + reasoning: + effort: high + summary: auto +prompt_prefix: "Formatting reenabled" +--- +display_name: o3-mini-2025-01-31-low +api_name: + openai: o3-mini-2025-01-31 + openai_responses: o3-mini-2025-01-31 +default_provider: openai_responses +aliases: + - o3-mini-low +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: low + openai_responses: + max_output_tokens: null + reasoning: + effort: low + summary: auto +prompt_prefix: "Formatting reenabled" +--- +display_name: o3-mini-2025-01-31-medium +api_name: + openai: o3-mini-2025-01-31 + openai_responses: o3-mini-2025-01-31 +default_provider: openai_responses +aliases: + - o3-mini-medium +api_kwargs: + default: + temperature: null + openai: + reasoning_effort: medium + max_completion_tokens: null + openai_responses: + max_output_tokens: null + reasoning: + effort: medium + summary: auto +prompt_prefix: "Formatting reenabled" +--- +display_name: o1-pro-2025-03-19 +api_name: + openai_responses: o1-pro-2025-03-19 +aliases: + - o1-pro +api_kwargs: + default: + temperature: null + max_output_tokens: null + reasoning_effort: high +prompt_prefix: "Formatting reenabled" +--- +display_name: gpt-4.1-2025-04-14 +api_name: + openai: gpt-4.1-2025-04-14 +aliases: + - gpt-4.1 +--- +display_name: gpt-4.1-mini-2025-04-14 +api_name: + openai: gpt-4.1-mini-2025-04-14 +aliases: + - gpt-4.1-mini +--- +display_name: gpt-4.1-nano-2025-04-14 +api_name: + openai: gpt-4.1-nano-2025-04-14 +aliases: + - gpt-4.1-nano +--- +display_name: o3-2025-04-16-high +api_name: + openai: o3-2025-04-16 + openai_responses: o3-2025-04-16 +default_provider: openai_responses +aliases: + - o3-high + - o3-2025-04-16-high +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: high + openai_responses: + max_output_tokens: null + reasoning: + effort: high + summary: auto +prompt_prefix: "Formatting reenabled" +--- +display_name: o3-2025-04-16-medium +api_name: + openai: o3-2025-04-16 + openai_responses: o3-2025-04-16 +default_provider: openai_responses +aliases: + - o3-medium + - o3-2025-04-16-medium +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: medium + openai_responses: + max_output_tokens: null + reasoning: + effort: medium + summary: auto +prompt_prefix: "Formatting reenabled" +--- +display_name: o4-mini-2025-04-16-high +api_name: + openai: o4-mini-2025-04-16 + openai_responses: o4-mini-2025-04-16 +default_provider: openai_responses +aliases: + - o4-mini-high +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: high + openai_responses: + max_output_tokens: null + reasoning: + effort: high + summary: auto +prompt_prefix: "Formatting reenabled" +--- +display_name: o4-mini-2025-04-16-medium +api_name: + openai: o4-mini-2025-04-16 + openai_responses: o4-mini-2025-04-16 +default_provider: openai_responses +aliases: + - o4-mini-medium +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: medium + openai_responses: + max_output_tokens: null + reasoning: + effort: medium + summary: auto +prompt_prefix: "Formatting reenabled" +--- +display_name: o3-pro-2025-06-10-medium +api_name: + openai_responses: o3-pro-2025-06-10 +default_provider: openai_responses +aliases: + - o3-pro-medium +api_kwargs: + default: + max_output_tokens: null + temperature: null + reasoning: + effort: medium + summary: auto +prompt_prefix: "Formatting reenabled" +--- +display_name: o3-pro-2025-06-10-high +api_name: + openai_responses: o3-pro-2025-06-10 +default_provider: openai_responses +aliases: + - o3-pro-high +api_kwargs: + default: + max_output_tokens: null + temperature: null + reasoning: + effort: high + summary: auto +prompt_prefix: "Formatting reenabled" +--- +display_name: gpt-oss-120b +api_name: + https://api.fireworks.ai/inference/v1: accounts/fireworks/models/gpt-oss-120b +api_keys: + https://api.fireworks.ai/inference/v1: FIREWORKS_API_KEY +api_kwargs: + default: + max_completion_tokens: 32766 + temperature: null +--- +display_name: gpt-5-codex +api_name: + openai_responses: gpt-5-codex +aliases: + - gpt-5-codex +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: gpt-5-pro-2025-10-06 +api_name: + openai_responses: gpt-5-pro-2025-10-06 +default_provider: openai_responses +aliases: + - gpt-5-pro +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: gpt-5.1-2025-11-13-high +api_name: + openai: gpt-5.1-2025-11-13 + openai_responses: gpt-5.1-2025-11-13 +default_provider: openai_responses +aliases: + - gpt-5.1-high +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: high + openai_responses: + max_output_tokens: null + reasoning: + effort: high + summary: auto +--- +display_name: gpt-5.1-chat +api_name: + openai: gpt-5.1-chat-latest + openai_responses: gpt-5.1-chat-latest +default_provider: openai_responses +aliases: + - gpt-5.1-chat +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + openai_responses: + max_output_tokens: null +--- +display_name: gpt-5.1-2025-11-13-nothinking +api_name: + openai: gpt-5.1-2025-11-13 + openai_responses: gpt-5.1-2025-11-13 +default_provider: openai_responses +aliases: + - gpt-5.1-nothinking +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: none + openai_responses: + max_output_tokens: null + reasoning: + effort: none + summary: auto +--- +display_name: gpt-5.1-codex +api_name: + openai_responses: gpt-5.1-codex +aliases: + - gpt-5.1-codex +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: gpt-5.1-codex-mini +api_name: + openai_responses: gpt-5.1-codex-mini +aliases: + - gpt-5.1-codex-mini +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: gpt-5.1-codex-max +api_name: + openai_responses: gpt-5.1-codex-max +aliases: + - gpt-5.1-codex-max +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: gpt-5.2-codex +api_name: + openai_responses: gpt-5.2-codex +aliases: + - gpt-5.2-codex +api_kwargs: + default: + temperature: null + max_completion_tokens: null +--- +display_name: gpt-5.1-2025-11-13-medium +api_name: + openai: gpt-5.1-2025-11-13 + openai_responses: gpt-5.1-2025-11-13 +default_provider: openai_responses +aliases: + - gpt-5.1-medium +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: medium + openai_responses: + max_output_tokens: null + reasoning: + effort: medium + summary: auto +--- +display_name: gpt-5.1-2025-11-13-low +api_name: + openai: gpt-5.1-2025-11-13 + openai_responses: gpt-5.1-2025-11-13 +default_provider: openai_responses +aliases: + - gpt-5.1-low +api_kwargs: + default: + temperature: null + openai: + max_completion_tokens: null + reasoning_effort: low + openai_responses: + max_output_tokens: null + reasoning: + effort: low + summary: auto +--- +display_name: gpt-5.1-codex-max-xhigh +api_name: + openai_responses: gpt-5.1-codex-max +aliases: + - gpt-5.1-codex-max-xhigh +api_kwargs: + default: + temperature: null + max_completion_tokens: null + reasoning: + effort: xhigh + summary: auto +--- +display_name: gpt-5.1-codex-max-high +api_name: + openai_responses: gpt-5.1-codex-max +aliases: + - gpt-5.1-codex-max-high +api_kwargs: + default: + temperature: null + max_completion_tokens: null + reasoning: + effort: high + summary: auto +--- +display_name: gpt-5.2-2025-12-11-medium +api_name: + openai_responses: gpt-5.2-2025-12-11 +aliases: + - gpt-5.2-medium +api_kwargs: + default: + temperature: null + max_output_tokens: null + reasoning: + effort: medium + summary: auto +--- +display_name: gpt-5.2-2025-12-11-low +api_name: + openai_responses: gpt-5.2-2025-12-11 +aliases: + - gpt-5.2-low +api_kwargs: + default: + temperature: null + max_output_tokens: null + reasoning: + effort: low + summary: auto +--- +display_name: gpt-5.2-2025-12-11-high +api_name: + openai_responses: gpt-5.2-2025-12-11 +aliases: + - gpt-5.2-high +api_kwargs: + default: + temperature: null + max_output_tokens: null + reasoning: + effort: high + summary: auto +--- +display_name: gpt-5.2-2025-12-11-nothinking +api_name: + openai_responses: gpt-5.2-2025-12-11 +aliases: + - gpt-5.2-nothinking +api_kwargs: + default: + temperature: null + max_output_tokens: null + reasoning: + effort: none + summary: auto +--- +display_name: gpt-5.2-2025-12-11-xhigh +api_name: + openai_responses: gpt-5.2-2025-12-11 +aliases: + - gpt-5.2-xhigh +api_kwargs: + default: + temperature: null + max_output_tokens: null + reasoning: + effort: xhigh + summary: auto +--- +display_name: gpt-5.2-pro-2025-12-11-medium +api_name: + openai_responses: gpt-5.2-pro-2025-12-11 +default_provider: openai_responses +aliases: + - gpt-5.2-pro-medium +api_kwargs: + default: + temperature: null + max_completion_tokens: null + reasoning: + effort: medium + summary: auto +--- +display_name: gpt-5.2-pro-2025-12-11-high +api_name: + openai_responses: gpt-5.2-pro-2025-12-11 +default_provider: openai_responses +aliases: + - gpt-5.2-pro-high +api_kwargs: + default: + temperature: null + max_completion_tokens: null + reasoning: + effort: high + summary: auto +--- +display_name: gpt-5.2-pro-2025-12-11-xhigh +api_name: + openai_responses: gpt-5.2-pro-2025-12-11 +default_provider: openai_responses +aliases: + - gpt-5.2-pro-xhigh +api_kwargs: + default: + temperature: null + max_completion_tokens: null + reasoning: + effort: xhigh + summary: auto diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/perplexity.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/perplexity.yml new file mode 100644 index 0000000000000000000000000000000000000000..50c3c2005bc11ffd1d704c1ec2bbbf3174098f76 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/perplexity.yml @@ -0,0 +1,25 @@ +# Perplexity Models +--- +display_name: sonar +api_name: + https://api.perplexity.ai: sonar +api_keys: + https://api.perplexity.ai: PERPLEXITY_API_KEY +--- +display_name: sonar-pro +api_name: + https://api.perplexity.ai: sonar-pro +api_keys: + https://api.perplexity.ai: PERPLEXITY_API_KEY +--- +display_name: sonar-reasoning +api_name: + https://api.perplexity.ai: sonar-reasoning +api_keys: + https://api.perplexity.ai: PERPLEXITY_API_KEY +--- +display_name: sonar-reasoning-pro +api_name: + https://api.perplexity.ai: sonar-reasoning-pro +api_keys: + https://api.perplexity.ai: PERPLEXITY_API_KEY diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/qwen.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/qwen.yml new file mode 100644 index 0000000000000000000000000000000000000000..d3542a71825d6d34f49d5830d9d123d371eb689d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/qwen.yml @@ -0,0 +1,199 @@ +# Qwen Models +--- +display_name: qwen2.5-7b-instruct-turbo +api_name: + together: Qwen/Qwen2.5-7B-Instruct-Turbo +aliases: + - qwen2.5-7b-instruct +--- +display_name: qwen2.5-72b-instruct-turbo +api_name: + together: Qwen/Qwen2.5-72B-Instruct-Turbo + deepinfra: Qwen/Qwen2.5-72B-Instruct +aliases: + - qwen2.5-72b-instruct +default_provider: deepinfra +--- +display_name: qwen2.5-coder-32b-instruct +api_name: + together: Qwen/Qwen2.5-Coder-32B-Instruct +aliases: + - qwen2.5-coder-32b-instruct +--- +display_name: qwq-32b-preview +api_name: + together: Qwen/QwQ-32B-Preview +api_kwargs: + default: + max_tokens: 16000 + temperature: 0.7 + top_p: 0.95 +--- +display_name: qwq-32b +api_name: + together: Qwen/QwQ-32B +api_kwargs: + default: + max_tokens: 31000 + temperature: 0.7 + top_p: 0.95 +--- +display_name: qwen2.5-max +api_name: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: qwen-max-2025-01-25 +api_keys: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: ALIBABA_API_KEY +--- +display_name: qwen3-30b-a3b-thinking +api_name: + deepinfra: Qwen/Qwen3-30B-A3B +api_kwargs: + default: + max_tokens: 38912 + temperature: 0.6 + top_p: 0.95 +prompt_prefix: "/think" +--- +display_name: qwen3-30b-a3b +api_name: + deepinfra: Qwen/Qwen3-30B-A3B +api_kwargs: + default: + temperature: 0.7 + top_p: 0.8 + max_tokens: 32000 +prompt_prefix: "/no_think" +--- +display_name: qwen3-235b-a22b-thinking +api_name: + deepinfra: Qwen/Qwen3-235B-A22B + together: Qwen/Qwen3-235B-A22B-fp8-tput +default_provider: deepinfra +api_kwargs: + default: + max_tokens: 38912 + temperature: 0.6 + top_p: 0.95 +prompt_prefix: "/think" +--- +display_name: qwen3-32b-thinking +api_name: + deepinfra: Qwen/Qwen3-32B +api_kwargs: + default: + max_tokens: 38912 + temperature: 0.6 + top_p: 0.95 +prompt_prefix: "/think" +--- +display_name: qwen3-14b-thinking +api_name: + deepinfra: Qwen/Qwen3-14B +api_kwargs: + default: + max_tokens: 38912 + temperature: 0.6 + top_p: 0.95 +prompt_prefix: "/think" +--- +display_name: qwen3-235b-a22b-instruct-2507 +api_name: + deepinfra: Qwen/Qwen3-235B-A22B-Instruct-2507 +default_provider: deepinfra +api_kwargs: + default: + temperature: 0.7 + top_p: 0.8 + max_tokens: 16384 +--- +display_name: qwen3-coder-480b-a35b-instruct +api_name: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: qwen3-coder-480b-a35b-instruct +api_keys: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: ALIBABA_API_KEY +api_kwargs: + default: + temperature: 0.7 + top_p: 0.8 + max_tokens: 65536 +--- +display_name: qwen3-coder-plus-2025-07-22 +api_name: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: qwen3-coder-plus-2025-07-22 +api_keys: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: ALIBABA_API_KEY +api_kwargs: + default: + temperature: 0.7 + top_p: 0.8 + max_tokens: 65536 +--- +display_name: qwen3-235b-a22b-thinking-2507 +api_name: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: qwen3-235b-a22b-thinking-2507 + deepinfra: Qwen/Qwen3-235B-A22B-Thinking-2507 +api_keys: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: ALIBABA_API_KEY +default_provider: deepinfra +api_kwargs: + default: + temperature: 0.6 + top_p: 0.95 + max_tokens: 81920 +--- +display_name: qwen3-next-80b-a3b-thinking +api_name: + https://api.novita.ai/openai: qwen/qwen3-next-80b-a3b-thinking + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: qwen3-next-80b-a3b-thinking +api_keys: + https://api.novita.ai/openai: NOVITA_API_KEY + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: ALIBABA_API_KEY +api_kwargs: + default: + temperature: 0.6 + top_p: 0.95 + max_tokens: 32768 +default_provider: https://api.novita.ai/openai +--- +display_name: qwen3-next-80b-a3b-instruct +api_name: + https://api.novita.ai/openai: qwen/qwen3-next-80b-a3b-instruct + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: qwen3-next-80b-a3b-instruct +api_keys: + https://api.novita.ai/openai: NOVITA_API_KEY + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: ALIBABA_API_KEY +api_kwargs: + default: + temperature: 0.6 + top_p: 0.95 + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: + max_tokens: 32768 + https://api.novita.ai/openai: + max_tokens: 65536 +default_provider: https://dashscope-intl.aliyuncs.com/compatible-mode/v1 +--- +display_name: qwen3-max-2025-09-23 +api_name: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: qwen3-max-2025-09-23 +api_keys: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: ALIBABA_API_KEY +api_kwargs: + default: + temperature: 0.6 + max_tokens: 16384 +aliases: + - qwen3-max +--- +display_name: qwen3-max-2026-01-23 +api_name: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: qwen3-max-2026-01-23 +api_keys: + https://dashscope-intl.aliyuncs.com/compatible-mode/v1: ALIBABA_API_KEY +api_kwargs: + default: + temperature: 0.6 + top_p: 0.95 + max_tokens: 32768 + stream: true + extra_body: + enable_thinking: true diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/stepfun.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/stepfun.yml new file mode 100644 index 0000000000000000000000000000000000000000..093eed3057044b18caf4f849b2f6c001abe19258 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/stepfun.yml @@ -0,0 +1,9 @@ +# StepFun Models +--- +display_name: step-2-16k-202411 +api_name: + https://api.stepfun.com/v1: step-2-16k-202411 +api_keys: + https://api.stepfun.com/v1: STEP_API_KEY +aliases: + - step-2-16k \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/tencent.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/tencent.yml new file mode 100644 index 0000000000000000000000000000000000000000..77cfa8542cfb2875b79bb769a341fb65f2387d54 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/tencent.yml @@ -0,0 +1,14 @@ +--- +display_name: hunyuan-turbos-20250515 +api_name: + https://api.hunyuan.cloud.tencent.com/v1: hunyuan-turbos-20250515 +aliases: + - hunyuan-turbos +api_keys: + https://api.hunyuan.cloud.tencent.com/v1: HUNYUAN_API_KEY +--- +display_name: hunyuan-turbos-20250313 +api_name: + https://api.hunyuan.cloud.tencent.com/v1: hunyuan-turbos-20250313 +api_keys: + https://api.hunyuan.cloud.tencent.com/v1: HUNYUAN_API_KEY \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/xai.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/xai.yml new file mode 100644 index 0000000000000000000000000000000000000000..e0adfbf144bd7068583b1932a49ef192f9caf036 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/xai.yml @@ -0,0 +1,116 @@ +# XAI Models +--- +display_name: grok-beta +api_name: + https://api.x.ai/v1: grok-beta +api_keys: + https://api.x.ai/v1: XAI_API_KEY +--- +display_name: grok-2-1212 +api_name: + https://api.x.ai/v1: grok-2-1212 +api_keys: + https://api.x.ai/v1: XAI_API_KEY +--- +display_name: grok-3-beta +api_name: + https://api.x.ai/v1: grok-3-beta +api_keys: + https://api.x.ai/v1: XAI_API_KEY +--- +display_name: grok-3-mini-beta-high +api_name: + https://api.x.ai/v1: grok-3-mini-beta +api_keys: + https://api.x.ai/v1: XAI_API_KEY +aliases: + - grok-3-mini-beta +api_kwargs: + default: + reasoning_effort: high + max_tokens: 64000 + temperature: 0.7 +--- +display_name: grok-3-mini-beta-low +api_name: + https://api.x.ai/v1: grok-3-mini-beta +api_keys: + https://api.x.ai/v1: XAI_API_KEY +api_kwargs: + default: + reasoning_effort: low + max_tokens: 64000 + temperature: 0.7 +--- +display_name: grok-4-0709 +api_name: + https://api.x.ai/v1: grok-4-0709 +api_keys: + https://api.x.ai/v1: XAI_API_KEY +aliases: + - grok-4 +api_kwargs: + default: + max_tokens: null + temperature: 0.7 +--- +display_name: grok-code-fast-1-0825 +api_name: + https://api.x.ai/v1: grok-code-fast-1-0825 +api_keys: + https://api.x.ai/v1: XAI_API_KEY +aliases: + - grok-code-fast +api_kwargs: + default: + max_completion_tokens: null + max_tokens: null + temperature: 0.7 +--- +display_name: grok-4-fast-non-reasoning +api_name: + https://api.x.ai/v1: grok-4-fast-non-reasoning +api_keys: + https://api.x.ai/v1: XAI_API_KEY +aliases: + - grok-4-fast-non-reasoning +api_kwargs: + default: + max_tokens: null + max_completion_tokens: null + temperature: 0.7 +--- +display_name: grok-4-fast-reasoning +api_name: + https://api.x.ai/v1: grok-4-fast-reasoning +api_keys: + https://api.x.ai/v1: XAI_API_KEY +aliases: + - grok-4-fast-reasoning +api_kwargs: + default: + max_tokens: null + max_completion_tokens: null + temperature: 0.7 +--- +display_name: grok-4-1-fast-non-reasoning +api_name: + https://api.x.ai/v1: grok-4-1-fast-non-reasoning +api_keys: + https://api.x.ai/v1: XAI_API_KEY +api_kwargs: + default: + max_tokens: null + max_completion_tokens: null + temperature: 0.7 +--- +display_name: grok-4-1-fast-reasoning +api_name: + https://api.x.ai/v1: grok-4-1-fast-reasoning +api_keys: + https://api.x.ai/v1: XAI_API_KEY +api_kwargs: + default: + max_tokens: null + max_completion_tokens: null + temperature: 0.7 \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/zai.yml b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/zai.yml new file mode 100644 index 0000000000000000000000000000000000000000..02a8df5ab130d4d2afe38bbebbbead6cde5e9c4c --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/model/model_configs/zai.yml @@ -0,0 +1,94 @@ +display_name: glm-4.5 +api_name: + deepinfra: zai-org/GLM-4.5 + https://open.bigmodel.cn/api/paas/v4: glm-4.5 +default_provider: https://open.bigmodel.cn/api/paas/v4 +api_keys: + https://open.bigmodel.cn/api/paas/v4: ZAI_API_KEY +api_kwargs: + default: + temperature: 0.6 + top_p: 0.95 + max_tokens: 81920 + stream: true +--- +display_name: glm-4.5-air +api_name: + deepinfra: zai-org/GLM-4.5-Air + https://open.bigmodel.cn/api/paas/v4: glm-4.5-air +default_provider: https://open.bigmodel.cn/api/paas/v4 +api_keys: + https://open.bigmodel.cn/api/paas/v4: ZAI_API_KEY +api_kwargs: + default: + temperature: 0.6 + top_p: 0.95 + max_tokens: 81920 + stream: true +--- +display_name: glm-4.6 +api_name: + https://api.z.ai/api/paas/v4: glm-4.6 + https://openrouter.ai/api/v1: z-ai/glm-4.6 + deepinfra: zai-org/GLM-4.6 +default_provider: https://api.z.ai/api/paas/v4 +api_keys: + https://api.z.ai/api/paas/v4: ZAI_API_KEY + https://openrouter.ai/api/v1: OPENROUTER_API_KEY + deepinfra: ZAI_API_KEY +api_kwargs: + default: + temperature: 1.0 + top_p: 0.95 + max_tokens: 81920 + https://openrouter.ai/api/v1: + extra_body: + provider: + allow_fallbacks: false + quantizations: + - bf16 + - fp8 +--- +display_name: glm-4.6v +api_name: + https://api.z.ai/api/paas/v4: glm-4.6v +api_keys: + https://api.z.ai/api/paas/v4: ZAI_API_KEY +api_kwargs: + default: + temperature: 1.0 + top_p: 0.95 + max_tokens: 32768 +--- +display_name: glm-4.7 +api_name: + https://api.z.ai/api/paas/v4: glm-4.7 + https://openrouter.ai/api/v1: z-ai/glm-4.7 + https://api.fireworks.ai/inference/v1: accounts/fireworks/models/glm-4p7 + https://open.bigmodel.cn/api/paas/v4: glm-4.7 +default_provider: https://open.bigmodel.cn/api/paas/v4 +api_keys: + https://api.z.ai/api/paas/v4: ZAI_API_KEY + https://openrouter.ai/api/v1: OPENROUTER_API_KEY + https://api.fireworks.ai/inference/v1: FIREWORKS_API_KEY + https://open.bigmodel.cn/api/paas/v4: ZAI_API_KEY_v2 +api_kwargs: + default: + temperature: 1.0 + top_p: 0.95 + max_tokens: 32768 +--- +display_name: glm-5 +api_name: + https://open.bigmodel.cn/api/paas/v4: glm-5 +default_provider: https://open.bigmodel.cn/api/paas/v4 +api_keys: + https://open.bigmodel.cn/api/paas/v4: ZAI_API_KEY_v2 +api_kwargs: + default: + temperature: 1.0 + top_p: 0.95 + max_tokens: 131072 + stream: true + extra_body: + enable_thinking: true \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/coding/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/coding/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..3b50ff7f3504d6966a8e4031050bae1524ebafb4 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/coding/utils.py @@ -0,0 +1,504 @@ +import json +from pathlib import Path +from dataclasses import dataclass +import pickle +import zlib +import base64 +from enum import Enum +import subprocess + +from livebench.common import LIVE_BENCH_ROOT_PATH +from livebench.code_runner.eval import untrusted_check, PASS +from livebench.lcb_runner.utils.extraction_utils import extract_code +from livebench.lcb_runner.evaluation.compute_code_generation_metrics import codegen_metrics +from livebench.agentic_code_runner.eval.harness.constant import ( + EVALUATION_WORKDIR, + FIX_PATCH_RUN_LOG_FILE, + REPORT_FILE, +) +from livebench.agentic_code_runner.eval.harness.report import Report +from livebench.agentic_code_runner.eval.harness.test_result import TestStatus + +import shutil + +import shortuuid + +# Number of times to retry failing agentic coding questions +AGENTIC_CODING_RETRIES = 2 + +# Maximum parallelism to use when retrying agentic coding questions +AGENTIC_CODING_RETRY_MAX_PARALLELISM = 3 + +# Patterns in fix-patch-run.log that indicate a retry-worthy issue +# Key: pattern name (for logging), Value: string to search for in log +AGENTIC_CODING_RETRY_PATTERNS = { + "svelte_timeout": "Error: Test timed out in", + "vue_flaky": "FAIL packages/runtime-core/__tests__/components/Suspense.spec.ts > Suspense > mount the fallback content is in the correct position", + "vue_other_flaky": "FAIL packages/runtime-core/__tests__/components/Suspense.spec.ts > Suspense > branch switch to 3rd branch before resolve", + "vue_other_other_flaky": "FAIL packages/runtime-core/__tests__/components/Suspense.spec.ts > Suspense > nested suspense (w/ suspensible) switch several times before parent suspense resolve", + "dayjs_badmutable": "FAIL test/plugin/badMutable.test.js" +} + +# Question IDs that should be retried if incorrect (regardless of log patterns) +# These questions have flaky grading that cannot be identified by log patterns +AGENTIC_CODING_RETRY_QUESTIONS: list[str] = [ + "1af7e5326a1120764a6f82f8cde04187349a162e8a0d41f2b94b79a50a4e3cfa", + "4f1cda742a90c6655c7c5de58c5bebf34508f394106d5c89aa90773bbb988e03", + "1af7e5326a1120764a6f82f8cde04187349a162e8a0d41f2b94b79a50a4e3cfa" +] + +# from LiveCodebench, modified + +class TestType(Enum): + STDIN = "stdin" + FUNCTIONAL = "functional" + +@dataclass +class Test: + input: str + output: str + testtype: TestType + + def __post_init__(self): + self.testtype = TestType(self.testtype) + +def LCB_generation_process_results(question: dict, llm_answer: str, debug=False) -> int: + + extracted_answer = extract_code(model_output=llm_answer, lmstyle=None) # Missing out only on some slightly different handling for CodeLlamaInstruct from the original LiveCodeBench + + # if this is a completion question, check that the completion is present. + if 'partial_solution' in question and (not question['partial_solution'] is None) and (len(question['partial_solution']) > 0) and not extracted_answer.startswith(question['partial_solution']): + full_solution = question['partial_solution'] + '\n' + extracted_answer + else: + full_solution = extracted_answer + + + + # code mostly from LiveCodeBench, with modifications. + public_test_cases = json.loads(question['public_test_cases']) # type: ignore + public_test_cases = [Test(**t) for t in public_test_cases] + + try: + private_test_cases = json.loads(question['private_test_cases']) # type: ignore + except: + private_test_cases = json.loads( + pickle.loads( + zlib.decompress( + base64.b64decode(question['private_test_cases'].encode('utf-8')) # type: ignore + ) + ) + ) # type: ignore + + private_test_cases = [Test(**t) for t in private_test_cases] + metadata = json.loads(question['original_json']['metadata']) # type: ignore + eval_sample = { + "input_output": json.dumps( + { + "inputs": [ + t.input + for t in public_test_cases + private_test_cases + ], + "outputs": [ + t.output + for t in public_test_cases + private_test_cases + ], + "fn_name": metadata.get("func_name", None), + } + ) + } + + metrics, results, metadata = codegen_metrics( + [eval_sample], + [[full_solution]], + k_list=[1], # can't compute higher pass@ because we don't have more than one prediction. + num_process_evaluate=1, # multiprocessing is handled at a higher level to parallelize multiple questions at once, so we don't want to complicate this with forking here. + timeout=6, # default eval setting from livecodebench. + ) + + if metrics['pass@1'] == 1.0: + return 1 + else: + if debug: + print('INCORRECT', question['question_title'], question['question_id']) + if 'partial_solution' in question and (not question['partial_solution'] is None) and (len(question['partial_solution']) > 0) and not extracted_answer.startswith(question['partial_solution']): + print('starter code') + print(question['partial_solution']) + print('extracted answer') + print(extracted_answer) + if extracted_answer != llm_answer.replace('\n```', '').rstrip(): + print('original llm answer') + print(llm_answer) + print('results', results) + print('metadata', metadata) + return 0 + +def code_generation_process_results(question: dict, llm_answer: str, debug=False) -> int: + extracted_code = extract_code(model_output=llm_answer, lmstyle=None) + + if 'partial_solution' in question and (not question['partial_solution'] is None) and (len(question['partial_solution']) > 0) and not extracted_code.startswith(question['partial_solution']): + extracted_code = question['partial_solution'] + '\n' + extracted_code + elif 'entry_point' in question and 'def ' + question['entry_point'] not in extracted_code: + extracted_code = question['code_prompt'] + '\n' + extracted_code + + test_cases = question['tests'] + expected_time = question['expected_time'] + + stat, details = untrusted_check( # defaults from bigcodebench + code=extracted_code, + test_code=test_cases, + entry_point=question['entry_point'], + max_as_limit=30 * 1024, + max_data_limit=30 * 1024, + max_stack_limit=10, + min_time_limit=1, + gt_time_limit=expected_time + 3 if 'expected_time' in question else 20 + ) + + if stat == PASS: + return 1 + else: + if debug: + print('INCORRECT', question['question_title'], question['question_id']) + print('extracted code') + print(extracted_code) + print('stat', stat) + print('details:') + for test_id in details: + if test_id == '_captured_stdout_' or test_id == '_captured_stderr_' or test_id == '_exception_': + continue + description, trace = details[test_id] + print(f' Test {test_id}:') + print(f' Description: {description}') + print(f' Traceback: {trace}') + print() + if '_captured_stdout_' in details and details['_captured_stdout_'].strip() != '': + print('captured stdout:') + print(details['_captured_stdout_']) + if '_captured_stderr_' in details and details['_captured_stderr_'].strip() != '': + print('captured stderr:') + print(details['_captured_stderr_']) + if '_exception_' in details and details['_exception_'].strip() != '': + print('exception:') + print(details['_exception_']) + + return 0 + + +def _check_logs_for_retry_patterns( + instance_map: dict[str, dict[str, str]], + question_ids: list[str], + retry_patterns: dict[str, str] +) -> dict[str, list[str]]: + """ + Check fix-patch-run.log files for patterns indicating retry-worthy issues. + + Returns dict mapping question_id to list of matched pattern names. + """ + retry_needed = {} + + for question_id in question_ids: + if question_id not in instance_map: + continue + + log_path = Path(instance_map[question_id]["fix_log_file"]) + if not log_path.exists(): + continue + + try: + log_content = log_path.read_text() + matched_patterns = [] + + for pattern_name, pattern_string in retry_patterns.items(): + if pattern_string in log_content: + matched_patterns.append(pattern_name) + + if matched_patterns: + retry_needed[question_id] = matched_patterns + except Exception as e: + print(f"Warning: Could not read log for {question_id}: {e}") + + return retry_needed + + +def _run_evaluation_subprocess( + questions: list[dict], + answers: list[dict], + debug: bool, + max_workers: int, + only_build_image: bool = False +) -> tuple[dict[str, int], dict[str, dict[str, str]]]: + """ + Run the evaluation subprocess and parse results. + + Returns: + (results, instance_map) where results maps question_id -> score, + and instance_map maps question_id -> metadata including log paths + """ + eval_id = shortuuid.uuid() + + config_path = Path(LIVE_BENCH_ROOT_PATH / 'agentic_code_runner/eval/config.json') + config_path.parent.mkdir(parents=True, exist_ok=True) + model_name = answers[0]['model_id'] + patch_path = Path(LIVE_BENCH_ROOT_PATH / f'agentic_code_runner/data/patches/{model_name}_{eval_id}_patch.jsonl') + patch_path.parent.mkdir(parents=True, exist_ok=True) + + dataset_path = Path(LIVE_BENCH_ROOT_PATH / f'agentic_code_runner/data/dataset/{eval_id}.jsonl') + dataset_path.parent.mkdir(parents=True, exist_ok=True) + + workdir_path = Path(LIVE_BENCH_ROOT_PATH / f'agentic_code_runner/data/workdir/{model_name}_{eval_id}') + shutil.rmtree(workdir_path, ignore_errors=True) + workdir_path.mkdir(parents=True, exist_ok=True) + + report_path = Path(LIVE_BENCH_ROOT_PATH / f'agentic_code_runner/data/report/{model_name}_{eval_id}/final_report.json') + shutil.rmtree(report_path.parent, ignore_errors=True) + report_path.parent.mkdir(parents=True, exist_ok=True) + + log_path = Path(LIVE_BENCH_ROOT_PATH / f'agentic_code_runner/data/logs/{model_name}_{eval_id}/') + shutil.rmtree(log_path, ignore_errors=True) + log_path.mkdir(parents=True, exist_ok=True) + + repo_path = Path(LIVE_BENCH_ROOT_PATH / f'agentic_code_runner/data/repos') + repo_path.mkdir(parents=True, exist_ok=True) + + with open(patch_path, 'w') as f: + for question in questions: + answer = [a for a in answers if a['question_id'] == question['question_id']] + if len(answer) == 0: + print(f"No answer found for question {question['question_id']}") + continue + answer = answer[0] + answer_obj = { + "org": question['org'], + "repo": question['repo'], + "number": question['number'], + "fix_patch": answer['choices'][0]['turns'][0] + } + json.dump(answer_obj, f) + f.write('\n') + with open(dataset_path, 'w') as f: + for question in questions: + json.dump(question, f) + f.write('\n') + + config = { + "mode": "evaluation" if not only_build_image else "image", + "workdir": f"{workdir_path.as_posix()}", + "patch_files": [patch_path.as_posix()], + "dataset_files": [dataset_path.as_posix()], + "force_build": False, + "output_dir": f"{report_path.parent.as_posix()}", + "specifics": [], + "skips": [], + "repo_dir": f"{repo_path.as_posix()}", + "need_clone": True, + "global_env": [], + "clear_env": True, + "stop_on_error": False, + "max_workers": max_workers, + "max_workers_build_image": max_workers, + "max_workers_run_instance": max_workers, + "log_dir": f"{log_path.as_posix()}", + "log_level": "DEBUG" if debug else "INFO", + "instance_timeout": 480 + } + with open(config_path, 'w') as f: + json.dump(config, f) + + try: + res = subprocess.run(['python', LIVE_BENCH_ROOT_PATH / 'agentic_code_runner/eval/harness/run_evaluation.py', '--config', config_path.as_posix()]) + if res.returncode != 0: + print(f"Error running MSWEB evaluation: {res.returncode}") + return dict(), dict() + except Exception as e: + print(f"Error running MSWEB evaluation: {e}") + return dict(), dict() + finally: + config_path.unlink(missing_ok=True) + patch_path.unlink(missing_ok=True) + dataset_path.unlink(missing_ok=True) + + if only_build_image: + return dict(), dict() + + report_path = Path(LIVE_BENCH_ROOT_PATH / f'agentic_code_runner/data/report/{model_name}_{eval_id}/final_report.json') + if not report_path.exists(): + print(f"Report not found for eval {eval_id} for model {model_name}") + return dict(), dict() + report = json.load(open(report_path)) + + result = {} + instance_map: dict[str, dict[str, str]] = {} + + for question in questions: + question_id = question['question_id'] + instance_id = f"{question['org']}/{question['repo']}:pr-{question['number']}" + + # Build instance_dir and paths for all questions (need for retry log checking) + instance_dir: Path = ( + workdir_path + / question['org'] + / question['repo'] + / EVALUATION_WORKDIR + / f"pr-{question['number']}" + ) + report_file = instance_dir / REPORT_FILE + fix_log_file = instance_dir / FIX_PATCH_RUN_LOG_FILE + + instance_map[question_id] = { + "instance_id": instance_id, + "workdir": str(workdir_path), + "instance_dir": str(instance_dir), + "report_file": str(report_file), + "fix_log_file": str(fix_log_file), + "eval_id": eval_id, + "model_name": model_name + } + + if instance_id not in report['submitted_ids']: + print(f"Instance {instance_id} not found in report (question {question_id})") + result[question_id] = 0 + elif instance_id in report['error_ids'] or instance_id in report['incomplete_ids']: + # Skip questions with infrastructure errors - don't include in result + # This signals that grading should be re-run for these questions + print(f"Skipping question {question_id} ({instance_id}) due to infrastructure error") + continue + else: + result[question_id] = 1 if instance_id in report['resolved_ids'] else 0 + + if debug and result.get(question_id) == 0: + if instance_id in report['unresolved_ids']: + print(f"INCORRECT, {model_name} {question_id} ({instance_id})") + elif instance_id in report['incomplete_ids']: + print(f"INCOMPLETE, {model_name} {question_id} ({instance_id})") + elif instance_id in report['empty_patch_ids']: + print(f"EMPTY PATCH, {model_name} {question_id} ({instance_id})") + elif instance_id in report['error_ids']: + print(f"ERROR, {model_name} {question_id} ({instance_id})") + print('RUN ID', answers[[i for i, a in enumerate(answers) if a['question_id'] == question_id][0]]['run_id']) + print('EVAL ID', eval_id) + print('WORKDIR', workdir_path) + + def _failed_tests(report_obj: Report) -> list[tuple[str, TestStatus, TestStatus]]: + failing: list[tuple[str, TestStatus, TestStatus]] = [] + for test_name, test_status in report_obj._tests.items(): + if test_status.test == TestStatus.PASS and test_status.fix == TestStatus.FAIL: + failing.append((test_name, test_status.test, test_status.fix)) + elif test_status.test == TestStatus.FAIL and test_status.fix != TestStatus.PASS: + failing.append((test_name, test_status.test, test_status.fix)) + return failing + + def _format_status(test_status: TestStatus) -> str: + return test_status.value if isinstance(test_status, TestStatus) else str(test_status) + + if report_file.exists(): + try: + report_obj = Report.from_json(report_file.read_text()) + failing_tests = _failed_tests(report_obj) + if failing_tests: + print('Failing tests (test -> fix):') + for name, test_status, fix_status in failing_tests: + print(f' {name}: { _format_status(test_status)} -> { _format_status(fix_status)}') + else: + print('No failing tests identified in report.') + except Exception as e: + print(f'Could not parse report for {instance_id}: {e}') + else: + print(f'Report file not found at {report_file}') + + if fix_log_file.exists(): + print(f'Fix patch log: {fix_log_file}') + else: + print(f'Fix patch log missing: {fix_log_file}') + + # Note: result may have fewer entries than questions if some had infrastructure errors + assert len(result) <= len(questions) + assert sum(result.values()) == report['resolved_instances'] + + mapping_path = report_path.parent / "question_instance_map.json" + with open(mapping_path, 'w') as f: + json.dump(instance_map, f, indent=2) + + return result, instance_map + + +# python agentic_code_runner/eval/harness/run_evaluation.py --config agentic_code_runner/eval/config.json +def agentic_coding_process_results(questions: list[dict], answers: list[dict], debug=False, max_workers=1, only_build_image=False) -> dict[str, int]: + + if len(answers) == 0: + return dict() + + # Initial evaluation + result, instance_map = _run_evaluation_subprocess(questions, answers, debug, max_workers, only_build_image) + + # Retry logic + if AGENTIC_CODING_RETRIES > 0 and not only_build_image: + # Track questions from retry list that have already been retried once + retry_list_already_retried: set[str] = set() + + for retry_num in range(AGENTIC_CODING_RETRIES): + # Get failing question IDs (including error/incomplete that aren't in result) + all_question_ids = [q['question_id'] for q in questions] + failing_question_ids = [qid for qid in all_question_ids if result.get(qid, 0) == 0] + + if not failing_question_ids: + break + + # Check logs for retry-worthy patterns + retry_needed = _check_logs_for_retry_patterns( + instance_map, + failing_question_ids, + AGENTIC_CODING_RETRY_PATTERNS + ) + + # Add questions from AGENTIC_CODING_RETRY_QUESTIONS that are failing (only if not already retried) + for qid in failing_question_ids: + if qid in AGENTIC_CODING_RETRY_QUESTIONS and qid not in retry_list_already_retried: + if qid in retry_needed: + retry_needed[qid].append("in_retry_questions_list") + else: + retry_needed[qid] = ["in_retry_questions_list"] + # Mark this question as having been retried from the list + retry_list_already_retried.add(qid) + + # Add questions with errors/incomplete (not in result) - these should always be retried + for qid in all_question_ids: + if qid not in result: + if qid in retry_needed: + retry_needed[qid].append("error_or_incomplete") + else: + retry_needed[qid] = ["error_or_incomplete"] + + if not retry_needed: + print(f"No retry-worthy patterns found in logs, skipping remaining retries") + break + + # Filter to questions that need retry + retry_questions = [q for q in questions if q['question_id'] in retry_needed] + retry_answers = [a for a in answers if a['question_id'] in retry_needed] + + print(f"Retry {retry_num + 1}/{AGENTIC_CODING_RETRIES}: Found {len(retry_questions)} questions with retry-worthy issues") + for qid, patterns in retry_needed.items(): + print(f" {qid}: {', '.join(patterns)}") + + # Retry with reduced parallelism + retry_max_workers = min(max_workers, AGENTIC_CODING_RETRY_MAX_PARALLELISM) + print(f" Using max_workers={retry_max_workers} (reduced from {max_workers})") + + # Run retry evaluation and get UPDATED instance_map + retry_result, retry_instance_map = _run_evaluation_subprocess( + retry_questions, + retry_answers, + debug, + retry_max_workers, + only_build_image + ) + + # Update results with any successes + for question_id, score in retry_result.items(): + if score == 1: + result[question_id] = 1 + + # Update instance_map with new paths for next iteration + instance_map.update(retry_instance_map) + + return result \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/consecutive_events/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/consecutive_events/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/consecutive_events/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/consecutive_events/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..78c38f5cf2ac64ef627d692cae4f5205d584ff56 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/consecutive_events/utils.py @@ -0,0 +1,107 @@ +import re +import json + + +def extract_solution_from_response(response): + """Extract solution from LLM response between tags.""" + # Extract from ... tags (case-insensitive, take last match) + solution_matches = re.findall(r'(.*?)', response, re.DOTALL | re.IGNORECASE) + + if len(solution_matches) == 0: + return None + + content = solution_matches[-1].strip() + + try: + return json.loads(content) + except json.JSONDecodeError: + return None + + +def consecutive_events_process_results(ground_truth, llm_answer, debug=False): + """ + Evaluate LLM answer for consecutive_events task using Jaccard similarity. + + Jaccard = |intersection| / |union| = TP / (TP + FP + FN) + + Args: + ground_truth: List of dicts with user_id and max_consecutive_growth_months + llm_answer: Raw LLM response string + debug: Whether to print debug information + + Returns: + float: Jaccard similarity score between 0.0 and 1.0 + """ + # Parse ground truth if it's a string + if isinstance(ground_truth, str): + try: + ground_truth = json.loads(ground_truth) + except json.JSONDecodeError: + if debug: + print("Could not parse ground_truth as JSON") + return 0.0 + + # Extract solution from LLM response + predicted = extract_solution_from_response(llm_answer) + + if predicted is None: + if debug: + print("Could not extract solution from LLM response") + print("END OF OUTPUT:", llm_answer[-min(500, len(llm_answer)):]) + return 0.0 + + # Handle empty cases + if not ground_truth and not predicted: + return 1.0 + + if not ground_truth: + if debug: + print("Ground truth is empty but prediction is not") + return 0.0 + + if not predicted: + if debug: + print("Prediction is empty but ground truth is not") + return 0.0 + + # Build lookup dictionaries + truth_dict = {r['user_id']: r['max_consecutive_growth_months'] for r in ground_truth} + pred_dict = {} + if predicted: + for r in predicted: + if isinstance(r, dict) and 'user_id' in r: + pred_dict[r['user_id']] = r.get('max_consecutive_growth_months') + + # Calculate true positives (exact matches on both key and value) + true_positives = sum( + 1 for user_id, expected_value in truth_dict.items() + if user_id in pred_dict and pred_dict[user_id] == expected_value + ) + + # Calculate false positives and false negatives + false_positives = len([uid for uid in pred_dict if uid not in truth_dict or pred_dict[uid] != truth_dict.get(uid)]) + false_negatives = len([uid for uid in truth_dict if uid not in pred_dict or pred_dict.get(uid) != truth_dict[uid]]) + + # Jaccard = TP / (TP + FP + FN) + union = true_positives + false_positives + false_negatives + jaccard = true_positives / union if union > 0 else 0.0 + + precision = true_positives / len(pred_dict) if len(pred_dict) > 0 else 0.0 + recall = true_positives / len(truth_dict) if len(truth_dict) > 0 else 0.0 + f1 = 2 * precision * recall / (precision + recall) if (precision + recall) > 0 else 0.0 + + if debug: + print(f"True Positives: {true_positives}") + print(f"False Positives: {false_positives}") + print(f"False Negatives: {false_negatives}") + print(f"Precision: {precision:.4f}") + print(f"Recall: {recall:.4f}") + print(f"F1 Score: {f1:.4f}") + print(f"Jaccard: {jaccard:.4f}") + + if jaccard < 1.0: + print("GROUND TRUTH:", ground_truth) + print("PREDICTED:", predicted) + + return round(jaccard, 4) + \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/cta/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/cta/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..746b0ccaf26c05f539f45c65e9819e4a3047881e --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/cta/utils.py @@ -0,0 +1,32 @@ +import re +from livebench.process_results.util import last_boxed_only_string, remove_boxed + + +def clean_text(text): + text = text.lower().strip() + text = re.sub(r'[^\w]', '', text) + return text + + +def cta_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + + parsed_answer = llm_answer + + if '\\boxed{' in parsed_answer: + parsed_answer = last_boxed_only_string(parsed_answer) + parsed_answer = remove_boxed(parsed_answer) + parsed_answer = parsed_answer.replace('\\text{', '').replace('}', '').replace('\\', '') + + if clean_text(ground_truth) == clean_text(parsed_answer): + return 1 + elif clean_text(ground_truth) == clean_text(parsed_answer)[-len(clean_text(ground_truth)):]: + return 1 + else: + if debug: + print('INCORRECT') + print('GROUND TRUTH', ground_truth) + print('SOLUTION', parsed_answer) + if parsed_answer != llm_answer: + print('END OF OUTPUT', llm_answer[-100:]) + + return 0 diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/tablejoin/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/tablejoin/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..1fca9ac34c760d80429383c47c22aa2a99d67fc2 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/tablejoin/utils.py @@ -0,0 +1,79 @@ +import re +import numpy as np +from ast import literal_eval +import json +import ast +from livebench.process_results.util import last_boxed_only_string, remove_boxed + +def clean_llm_output(s): + pattern_solution = r'(.*?)' + matches = re.findall(pattern_solution, s, re.DOTALL) + if len(matches) > 0: + return clean_llm_output(matches[-1].strip()) + try: + match_d = literal_eval(s) + except: + matches = re.findall('%s(.*?)%s' % ("```python", "```"), s.replace("\n",""),re.MULTILINE) + if len(matches) == 0: + matches = re.findall('%s(.*?)%s' % ("```json", "```"), s.replace("\n",""),re.MULTILINE) + if len(matches) == 0: + matches = re.findall('%s(.*?)%s' % ("```", "```"), s.replace("\n",""),re.MULTILINE) + if len(matches) == 0: + if '\\boxed' in s: + boxed = last_boxed_only_string(s.replace('\n', '')) + if boxed: + no_boxed = remove_boxed(boxed) + matches = [re.sub(r"\\text{[\'|\"](.*?)[\'|\"]}", r"'\1'", no_boxed).replace('\\', '')] + if len(matches) == 0: + matches = [s] + if len(matches) >= 1: + matches = matches[-1] + matches = matches.replace('null', 'None') + try: + match_d = literal_eval(matches) + except: + return {} + if not isinstance(match_d, dict): + return {} + else: + keys = list(match_d.keys()) + for k in keys: + if match_d[k] is None: + del match_d[k] + return match_d + +def joinmap_process_results(_, ground_truth, llm, debug=False): + if type(ground_truth) != dict: + ground_truth = ast.literal_eval(ground_truth) + llm_clean = clean_llm_output(llm) + if len(llm_clean) == 0: + if debug: + print('could not parse output') + print('GROUND TRUTH', ground_truth) + print('END OF OUTPUT', llm[-min(500, len(llm)):]) + return 0.0 + tp = 0 + fp = 0 + fn = 0 + for k, v in llm_clean.items(): + gt = ground_truth.get(k, None) + if not gt: + fp += 1 + elif gt == v: + tp += 1 + else: + fp += 1 + fn += 1 + if isinstance(ground_truth, str): + ground_truth = json.loads(ground_truth) + for k, v in ground_truth.items(): + llm_resp = llm_clean.get(k, None) + if not llm_resp: + fn += 1 + result = np.round(((2 * tp) / ((2 * tp) + fp + fn)), 2) + if debug and result < 1: + print('INCORRECT') + print('GROUND TRUTH', ground_truth) + print('SOLUTION', llm_clean) + print('END OF OUTPUT', llm[-min(500, len(llm)):]) + return result diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/tablereformat/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/tablereformat/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..20abcc8d2524de5531b0536de7f152eeef60c3c6 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/data_analysis/tablereformat/utils.py @@ -0,0 +1,238 @@ +import json +import traceback +import pandas as pd +from io import StringIO +import re +import math +from pandas.api.types import is_string_dtype +from pandas.api.types import is_numeric_dtype + + +def read_df_func(df_type, df_str): + if df_type == "json": + try: + return pd.read_json(StringIO(df_str), orient="index", encoding="utf-8") + except: + pass + try: + return pd.read_json(StringIO(df_str), orient="records", lines=False, encoding="utf-8") + except: + pass + try: + return pd.read_json(StringIO(df_str), orient="records", lines=True, encoding="utf-8") + except: + pass + try: + return pd.read_json(StringIO(df_str), orient="table", encoding="utf-8") + except: + pass + return pd.read_json(StringIO(df_str), orient="values", encoding="utf-8") + elif df_type == "jsonl": + return pd.read_json(StringIO(df_str), orient="records", lines=True, encoding="utf-8") + elif df_type == "html": + return pd.concat(pd.read_html(StringIO(df_str), encoding="utf-8"), axis=0) + elif df_type == "csv": + return pd.read_csv(StringIO(df_str), encoding="utf-8") + elif df_type == "markdown": + return pd.read_table(StringIO(df_str), sep="|", header=0, index_col=1, skipinitialspace=True) + elif df_type == "tsv": + return pd.read_csv(StringIO(df_str), sep='\t', encoding="utf-8") + +def read_df_func_v2(df_type, df_str): + if df_type == "json": + try: + # Try table orientation first as it preserves dtypes + return pd.read_json(StringIO(df_str), orient="table", encoding="utf-8") + except: + try: + return pd.read_json(StringIO(df_str), orient="index", lines=False, encoding="utf-8") + except: + try: + return pd.read_json(StringIO(df_str), orient="records", lines=False, encoding="utf-8") + except: + print("Could not read JSON") + return None + elif df_type == "jsonl": + return pd.read_json(StringIO(df_str), orient="records", lines=True, encoding="utf-8") + elif df_type == "html": + return pd.concat(pd.read_html(StringIO(df_str), encoding="utf-8"), axis=0) + elif df_type == "csv": + return pd.read_csv(StringIO(df_str), encoding="utf-8") + elif df_type == "markdown": + # Process markdown table by removing the separator line + lines = df_str.strip().split("\n") + header = lines[0] + # Skip the separator line (typically line with |:-----|:-----|) + data_lines = lines[2:] if len(lines) > 2 else [] + processed_md = header + "\n" + "\n".join(data_lines) + df = pd.read_table(StringIO(processed_md), sep="|", header=0, skipinitialspace=True).iloc[:, 1:-1] + + # Strip whitespace from all string columns + for col in df.columns: + if df[col].dtype == 'object': + df[col] = df[col].astype(str).str.strip() + + return df + elif df_type == "tsv": + return pd.read_csv(StringIO(df_str), sep='\t', encoding="utf-8") + else: + raise ValueError(f"Unsupported file type: {df_type}") + +def clean_llm_output(s): + pattern_solution = r'(.*?)' + matches = re.findall(pattern_solution, s, re.DOTALL) + if len(matches) > 0: + return clean_llm_output(matches[-1].strip()) + pattern_json = r'```json\n(.*?)```' + matches = re.findall(pattern_json, s, re.DOTALL) + if len(matches) > 0: + return matches[-1].strip() + pattern_html = r'```html\n(.*?)```' + matches = re.findall(pattern_html, s, re.DOTALL) + if len(matches) > 0: + return matches[-1].strip() + pattern_a = r'^```.*\n' + s = re.sub(pattern_a, "", s) + # re.findall(pattern, text, re.MULTILINE) + s = s.replace("&", "&") + return s.replace("```", "").strip() + +def read_sep_table_from_text(text, header, sep=','): + text = text.strip() + # look for the first line that contains the header + header_line = 0 + while header_line < len(text.split('\n')) and text.split('\n')[header_line].strip() != header.strip(): + header_line += 1 + if header_line == len(text.split('\n')) or text.split('\n')[header_line].strip() != header.strip(): + return None + # read the table from the header index + table = text.split('\n')[header_line:] + # read the table as a csv + parsed_table = None + while parsed_table is None: + try: + parsed_table = pd.read_csv(StringIO('\n'.join(table)), sep=sep) + except: + # in case there's extra text after the table + table = table[:-1] + return parsed_table + +def read_jsonl_table_from_text(text, header): + text = text.strip().split('\n') + table = [] + for line in text: + if len(line) < 2 or line[0] != '{' or line[-1] != '}': + continue + if not all(key in line for key in header): + continue + try: + table.append(json.loads(line)) + except: + continue + if len(table) == 0: + return None + return pd.DataFrame(table) + + +def remove_initial_phrase(text): + # remove phrases like "Here is the updated table:" , "Here is the table in a new format:" + pattern = r'^\s*(Here|Input)\b.*?\b(format|table)\s*[:)]\s*' + modified_text = re.sub(pattern, '', text, flags=re.IGNORECASE) + return modified_text.strip() + +def table_process_results(input_command: str, ground_truth: str, llm_answer: str, version: str = "v1", debug=False) -> int: + if version == "v1": + input_format = input_command.split("Please convert the Input Table from ")[1].split(" format")[0].lower() + output_format = input_command.split("Please convert the Input Table from ")[1].split("format to ")[1].split(" format")[0].lower() + else: + command_lines = input_command.split('\n') + input_format_lines = [line for line in command_lines if "Source Format" in line] + input_format = input_format_lines[-1].split("Source Format: ")[1].strip().lower() + output_format_lines = [line for line in command_lines if "Target Format" in line] + output_format = output_format_lines[-1].split("Target Format: ")[1].strip().lower() + + df_read_func = read_df_func if version == "v1" else read_df_func_v2 + + gt_df = df_read_func(output_format, ground_truth) + + llm_clean = clean_llm_output(llm_answer) + # if there's an initial phrase before the table, remove it and try to score again + llm_clean = remove_initial_phrase(llm_clean) + # first check the raw LLM output + llm_df = None + try: + llm_df = df_read_func(output_format, llm_clean) + except: + if output_format == 'csv' or output_format == 'tsv': + header = (',', '\t')[output_format == 'tsv'].join(gt_df.columns) + llm_df = read_sep_table_from_text(llm_clean, header, sep=',' if output_format == 'csv' else '\t') + elif output_format == 'jsonl': + llm_df = read_jsonl_table_from_text(llm_clean, gt_df.columns) + if llm_df is None: + print('Could not read the LLM output') + print('GROUND TRUTH\n', ground_truth) + print('END OF OUTPUT\n', llm_answer[-min(3000, len(llm_answer)):]) + return 0 + score = check_table_reformat(output_format, llm_df, gt_df, debug) + + if score == 0: + # try to read table directly from the text, in case the LLM added some text before/after the table + if output_format == 'csv': + header = ','.join(gt_df.columns) + llm_df = read_sep_table_from_text(llm_clean, header, sep=',' if output_format == 'csv' else '\t') + + elif output_format == 'jsonl': + llm_df = read_jsonl_table_from_text(llm_clean, gt_df.columns) + + if llm_df is not None: + score = check_table_reformat(output_format, llm_df, gt_df, debug) + if debug and score == 0: + print('INCORRECT') + print('GROUND TRUTH\n', 'None' if gt_df is None else gt_df.head()) + print('LLM DF\n', 'None' if llm_df is None else llm_df.head()) + print('LLM ANSWER\n', llm_clean) + return score + +def check_table_reformat(output_format, llm_df, gt_df, debug=False): + try: + gt_df.columns = [s.strip() for s in gt_df.columns] + if 'index' in gt_df.columns: + gt_df = gt_df.drop(columns=['index']) + llm_df.columns = [s.strip() for s in llm_df.columns] + if 'index' in llm_df.columns: + llm_df = llm_df.drop(columns=['index']) + assert len(llm_df) == len(gt_df), f"DataFrame Length does not match, {len(llm_df)} (LLM) vs {len(gt_df)} (Ground Truth)" + assert list(sorted(llm_df.columns)) == list(sorted(gt_df.columns)), f"Columns do not match:\n{sorted(llm_df.columns)} (LLM)\n{sorted(gt_df.columns)} (Ground Truth)" + # for test_col in llm_df.columns: + # assert sorted(llm_df[test_col].tolist()) == sorted(gt_df[test_col].tolist()), f"Column content {test_col} does not match" + for i in range(len(llm_df)): + for key in llm_df.columns: + llm_val = llm_df.iloc[i][key] + gt_val = gt_df.iloc[i][key] + if isinstance(llm_val, str): + llm_val = llm_val.strip() + if isinstance(gt_val, str): + gt_val = gt_val.strip() + + if (isinstance(llm_val, float) or is_numeric_dtype(llm_val)) and (isinstance(gt_val, float) or is_numeric_dtype(gt_val)): + try: + llm_val = float(llm_val) + gt_val = float(gt_val) + except: + assert str(llm_val).strip() == str(gt_val).strip(), f"Mismatched types of values {llm_val} (LLM) vs {gt_val} (Ground Truth) for key {key} in row {i}" + continue + if math.isnan(llm_val) and math.isnan(gt_val): + continue + assert abs(llm_val - gt_val) < 1e-6, f"Unequal float values {llm_val} (LLM) vs {gt_val} (Ground Truth) for key {key} in row {i}" + else: + assert llm_val == gt_val, f"Value {llm_val} (LLM) vs {gt_val} (Ground Truth) for key {key} in row {i}" + except AssertionError as e: + if debug: + print(e) + return 0 + except Exception as e: + if debug: + print(e) + traceback.print_exc() + return 0 + return 1 diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/instruction_following/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/instruction_following/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..8ce01747887ec0792c8f024e1972e34ece781676 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/instruction_following/utils.py @@ -0,0 +1,93 @@ + +import re +from typing import Any +from livebench.if_runner.instruction_following_eval import evaluation_main +from livebench.if_runner.ifbench import evaluation_lib + +def score_results(follow_all_instructions, follow_instruction_list, threshold=0.2): + """ + This function will return 10 if ground_truth == output, + 0 if output is off by more than 20%, + and a linearly scaled value between 0 and 10 if the difference + is between 0% and 20%. + """ + # `follow_all_instructions` is either True or False, denotes if all instructions were followed. + # `follow_instruction_list` is a list of booleans, each element denotes if the corresponding instruction was followed in a prompt. + score_1 = 1 if follow_all_instructions else 0 + score_2 = [1 if follow else 0 for follow in follow_instruction_list] + score_2 = sum(score_2) / len(score_2) + avg_score = (score_1 + score_2) / 2 + return avg_score + + +def ifbench_process_results(question: dict[str, Any], llm_answer: str, debug: bool = False) -> float: + """ + Process results for IFBench format instruction following questions. + + Args: + question: Question dict containing 'key', 'instruction_id_list', 'prompt', and 'kwargs' + llm_answer: The model's response text + debug: Whether to print debug information + + Returns: + Score between 0 and 1 + """ + # Extract solution from ... tags if present + solution_match = re.search(r'(.*?)', llm_answer, re.DOTALL) + if solution_match: + response = solution_match.group(1).strip() + else: + response = llm_answer.strip() + + # Create InputExample for IFBench evaluation + inp = evaluation_lib.InputExample( + key=question.get('key', question.get('question_id', 0)), + instruction_id_list=question['instruction_id_list'], + prompt=question['turns'][0], + kwargs=question['kwargs'] + ) + + # Evaluate using IFBench's strict evaluation + try: + result = evaluation_lib.test_instruction_following_strict(inp, response) + except Exception as e: + print('ERROR', e, question.get('question_id', question.get('key'))) + print('PROMPT', question['turns'][0].split('')[1].split('')[0].strip()) + print('SOLUTION', response) + return 0 + + # Calculate score using the same method as the old format + score = score_results(result.follow_all_instructions, result.follow_instruction_list) + + if debug and score < 1: + print('INCORRECT', score, question.get('question_id', question.get('key'))) + print('INSTRUCTION IDS', question['instruction_id_list']) + print('PROMPT', question['turns'][0].split('')[1].split('')[0].strip()) + print('RESULT', {question['instruction_id_list'][i]: result.follow_instruction_list[i] + for i in range(len(question['instruction_id_list']))}) + print('SOLUTION', response) + + return score + + +def instruction_following_process_results(questions, model_answers, task: str, model_id: str, debug=False) -> int: + result_log_dir = f"data/live_bench/instruction_following/{task}/model_judgment" + results = evaluation_main.evaluator(questions, model_answers, result_log_dir, model_id) + results = results["strict"] # or "loose" depending on what we want to use. + scores = [] + for result in results: + question_id = result.question_id + follow_all_instructions = result.follow_all_instructions + follow_instruction_list = result.follow_instruction_list + scores.append({ + "question_id": question_id, + "score": score_results(follow_all_instructions, follow_instruction_list) + }) + if debug and scores[-1]['score'] < 1: + question = next((q for q in questions if q['question_id'] == question_id), None) + print('INCORRECT', scores[-1]['score'], question_id) + print('PROMPT', question['turns'][0].split('-------\n')[-1]) + print('RESULT', {question['instruction_id_list'][i]: result.follow_instruction_list[i] for i in range(len(question['instruction_id_list']))}) + print('SOLUTION', model_answers[model_id][question_id]['choices'][0]['turns'][0]) + + return scores \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/AMPS_Hard/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/AMPS_Hard/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..f3369dbebae49f13b1bc776c20bb910e9db39166 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/AMPS_Hard/utils.py @@ -0,0 +1,279 @@ +# adapted from https://github.com/EleutherAI/lm-evaluation-harness/blob/main/lm_eval/tasks/minerva_math/utils.py + + +import multiprocessing.context +import os +import re +import signal +import traceback +import warnings +from multiprocessing import Process, Queue + +from livebench.process_results.util import last_boxed_only_string, remove_boxed + +try: + import sympy + from sympy.parsing.latex import parse_latex +except ModuleNotFoundError: + raise ModuleNotFoundError( + "`sympy` is required for generating translation task prompt templates. \ +please install sympy via pip install lm-eval[math] or pip install -e .[math]", + ) + +try: + import lark +except ModuleNotFoundError: + raise ModuleNotFoundError( + "`lark` is required for parsing latex. \ +please install lark via pip install lark", + ) + +def run_with_timeout(func, args=(), timeout=8): + def wrapper(queue): + try: + result = func(*args) + queue.put(result) + except Exception as e: + queue.put(e) + + queue = Queue() + process = Process(target=wrapper, args=(queue,)) + process.start() + process.join(timeout) + + if process.is_alive(): + process.terminate() + process.join() + raise TimeoutError("Operation timed out") + + result = queue.get() + if isinstance(result, Exception): + raise result + return result + +def amps_hard_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + retval = 0 + parsed_answer = None + + if isinstance(ground_truth, list): + ground_truth = ground_truth[-1] + llm_answer = llm_answer.replace("+C","") + llm_answer = llm_answer.replace("+ C", "") + llm_answer = llm_answer.replace("+ c", "") + llm_answer = llm_answer.replace("+c", "") + llm_answer = llm_answer.replace("\\\\fbox{", "\\\\boxed{") + llm_answer = llm_answer.replace("\\dfrac", "\\frac") + llm_answer = llm_answer.replace("\\tfrac", "\\frac") + llm_answer = llm_answer.replace("\\left", "") + llm_answer = llm_answer.replace("\\right", "") + llm_answer = llm_answer.replace("\\bigl", "") + llm_answer = llm_answer.replace("\\bigr", "") + llm_answer = llm_answer.replace("\\Bigl", "") + llm_answer = llm_answer.replace("\\Bigr", "") + llm_answer = llm_answer.replace("\\,", "") + llm_answer = llm_answer.replace("\\;", "") + llm_answer = llm_answer.replace("\n", "") + llm_answer = llm_answer.replace("\\cdot", "*") + + ground_truth = ground_truth.replace("\\left", "") + ground_truth = ground_truth.replace("\\right", "") + ground_truth = ground_truth.replace(" ^", "^") + ground_truth = ground_truth.replace("\\ ", "*") + + last_boxed = last_boxed_only_string(llm_answer) + if last_boxed: + parsed_answer = normalize_final_answer(remove_boxed(last_boxed)) + + if parsed_answer is None: + # try to extract from the last block of $ $ + last_line = llm_answer.split('\n')[-1] + if last_line.count('$') >= 2: + close_pos = last_line.rfind('$') + if last_line[close_pos - 1] == '$': + # make sure this works with $$ $$ blocks too + close_pos -= 1 + open_pos = last_line.rfind('$', 0, close_pos) + math = last_line[open_pos + 1:close_pos] + if '=' in math: + math = math.split('=')[-1].strip() + elif '\\quad \\text{or} \\quad' in math: + math = math.split('\\quad \\text{or} \\quad')[-1].strip() + parsed_answer = normalize_final_answer(math) + + if parsed_answer is not None: + res = None + try: + res = is_equiv(ground_truth, parsed_answer) + except TimeoutError: + warnings.warn("Timeout when comparing ground truth and parsed answer") + except Exception as e: + warnings.warn(f"Error when comparing ground truth and parsed answer: {e}") + + if not res and os.environ.get('OPENAI_API_KEY'): + # Use LLM + res = is_equiv_llm(ground_truth, parsed_answer) + + if res: + retval = 1 + else: + if len(llm_answer) > 0 and llm_answer[-1] == '.': + llm_answer = llm_answer[:-1] + if ground_truth == llm_answer[-len(ground_truth):]: + parsed_answer = llm_answer[-len(ground_truth):] + retval = 1 + + if debug and retval == 0: + print('INCORRECT') + print('GROUND TRUTH', ground_truth) + if parsed_answer: + print('SOLUTION', parsed_answer) + print('END OF OUTPUT', '\n'.join(llm_answer.split('\n')[-2:])) + return retval + + +# class timeout: +# def __init__(self, seconds=1, error_message="Timeout"): +# self.seconds = seconds +# self.error_message = error_message + +# def handle_timeout(self, signum, frame): +# print('Timeout') +# raise TimeoutError(self.error_message) + +# def __enter__(self): +# signal.signal(signal.SIGALRM, self.handle_timeout) +# signal.alarm(self.seconds) + +# def __exit__(self, type, value, traceback): +# signal.alarm(0) + +def parse(x: str) -> list[sympy.Expr]: + try: + # first try to parse normally + parsed_xs = parse_latex(x, backend='lark') + except ( + sympy.parsing.latex.errors.LaTeXParsingError, + sympy.SympifyError, + TypeError, + Exception + ): + try: + # this almost only happened for amazon.nova-pro-v1:0 where it outputs e.g. \\frac or \\sqrt all the time + parsed_xs = parse_latex(x.replace('\\\\', '\\'), backend='lark') + except: + try: + # if all else fails, try to parse using default backend + parsed_xs = parse_latex(x) + except: + warnings.warn(f"couldn't parse {x}") + return [] + + if isinstance(parsed_xs, lark.Tree): + # lark backend returns multiple options if there is ambiguity + parsed_xs = parsed_xs.children + else: + parsed_xs = [parsed_xs] + return parsed_xs + + +def is_equiv(x1: str, x2: str) -> bool: + """ + x1 and x2 are normalized latex string + """ + try: + + parsed_x1s = parse(x1) + parsed_x2s = parse(x2) + + if len(parsed_x1s) == 0 or len(parsed_x2s) == 0: + return False + + errors = [] + for parsed_x1 in parsed_x1s: + for parsed_x2 in parsed_x2s: + + try: + diff = parsed_x1 - parsed_x2 + except Exception as e: + errors.append(f"couldn't subtract {x1} and {x2}: {e}") + continue + + try: + simplified_diff = run_with_timeout(sympy.simplify, args=(diff,), timeout=60) + if simplified_diff == 0: + return True + except Exception as e: + errors.append(f"couldn't compare simplified {x1} - {x2} with 0: {e}") + + try: + simplified_diff = run_with_timeout(sympy.simplify, args=(diff,), timeout=60) + if sympy.Abs(simplified_diff) < 0.001: + return True + except Exception as e: + errors.append( + f"Had some trouble simplifying when comparing {x1} and {x2}: {e}" + ) + for error in errors: + warnings.warn(error) + return False + except ImportError as e: + warnings.warn(e) + raise + except Exception as e: + warnings.warn(f"Failed comparing {x1} and {x2}: {e}") + traceback.print_tb(e.__traceback__) + return False + +def is_equiv_llm(x1: str, x2: str) -> bool: + """ + x1 and x2 are normalized latex string + """ + try: + import openai + client = openai.Client() + response = client.chat.completions.create(model='o3', messages=[ + { + 'role': 'user', + 'content': f'Are these latex expressions equivalent or negatives of each other. Reply yes or no: \n "{x1}" and "{x2}"' + } + ]) + if response.choices[0].message.content.lower() == 'yes': + return True + return False + except Exception: + warnings.warn(f"Failed using LLM to comparing {x1} and {x2}: {e}") + traceback.print_tb(e.__traceback__) + return False + + +def normalize_final_answer(final_answer: str) -> str: + """ + Normalize a final answer to a quantitative reasoning question. + + Copied character for character from appendix D of Lewkowycz et al. (2022) + """ + final_answer = final_answer.split("=")[-1] + + # Extract answer that is in LaTeX math, is bold, + # is surrounded by a box, etc. + final_answer = re.sub(r"(.*?)(\$)(.*?)(\$)(.*)", "$\\3$", final_answer) + final_answer = re.sub(r"(\\text\{)(.*?)(\})", "\\2", final_answer) + final_answer = re.sub(r"(\\textbf\{)(.*?)(\})", "\\2", final_answer) + final_answer = re.sub(r"(\\overline\{)(.*?)(\})", "\\2", final_answer) + final_answer = re.sub(r"(\\boxed\{)(.*)(\})", "\\2", final_answer) + + # Normalize shorthand TeX: + # \fracab -> \frac{a}{b} + # \frac{abc}{bef} -> \frac{abc}{bef} + # \fracabc -> \frac{a}{b}c + # \sqrta -> \sqrt{a} + # \sqrtab -> sqrt{a}b + final_answer = re.sub(r"(frac)([^{])(.)", "frac{\\2}{\\3}", final_answer) + final_answer = re.sub(r"(sqrt)([^{\[])", "sqrt{\\2}", final_answer) + final_answer = final_answer.replace("$", "") + + # Normalize 100,000 -> 100000 + if final_answer.replace(",", "").isdigit(): + final_answer = final_answer.replace(",", "") + + return final_answer diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/integrals_with_game/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/integrals_with_game/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..42e6031b547cd9c7906eb2e36a02576e251e85af --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/integrals_with_game/utils.py @@ -0,0 +1,235 @@ +""" +Processing results for the integrals_with_game math task. + +This task combines integration problems with stateful game theory. +Answers are expected in tags and can be +integers or fractions (e.g., "3375", "11326/3"). +""" + +import re +import warnings +from fractions import Fraction + +try: + import sympy + from sympy.parsing.latex import parse_latex +except ModuleNotFoundError: + raise ModuleNotFoundError( + "`sympy` is required for evaluating math tasks. " + "Please install sympy via pip install sympy" + ) + + +def extract_solution_tag(llm_answer: str) -> str | None: + """Extract the answer from tags.""" + solution_matches = re.findall(r'(.*?)', llm_answer, re.IGNORECASE | re.DOTALL) + if solution_matches: + # Return the last match (in case of multiple) + return solution_matches[-1].strip() + return None + + +def normalize_answer(answer: str) -> str: + """ + Normalize a LaTeX/math answer string for consistent comparison. + + This function standardizes various LaTeX representations of the same + mathematical expression by: + - Fixing double-backslashes (\\\\frac -> \\frac) from some model outputs + - Converting fraction variants (\\dfrac, \\tfrac) to standard \\frac + - Removing delimiter sizing commands (\\left, \\right, \\bigl, etc.) + - Converting multiplication (\\cdot -> *) + - Removing LaTeX spacing commands (\\, for thin space, \\; for thick space) + - Stripping all whitespace (spaces, newlines) for exact string matching + + Args: + answer: A LaTeX or plain math string (e.g., "\\frac{1}{2}", "3/4", "42") + + Returns: + Normalized string with consistent formatting for comparison + + Examples: + >>> normalize_answer("\\dfrac{1}{2}") + '\\frac{1}{2}' + >>> normalize_answer("\\left( x \\right)") + '(x)' + """ + answer = answer.strip() + # Fix double-backslashes (some models like amazon.nova-pro output \\frac instead of \frac) + answer = answer.replace("\\\\", "\\") + # Normalize fraction variants + answer = answer.replace("\\dfrac", "\\frac") + answer = answer.replace("\\tfrac", "\\frac") + # Remove delimiter sizing commands (don't affect mathematical value) + answer = answer.replace("\\left", "") + answer = answer.replace("\\right", "") + answer = answer.replace("\\bigl", "") + answer = answer.replace("\\bigr", "") + answer = answer.replace("\\Bigl", "") + answer = answer.replace("\\Bigr", "") + # Convert multiplication notation + answer = answer.replace("\\cdot", "*") + # Remove spacing commands + answer = answer.replace("\\,", "") + answer = answer.replace("\\;", "") + # Remove whitespace + answer = answer.replace("\n", "") + answer = answer.replace(" ", "") + return answer + + +def parse_answer(answer: str) -> sympy.Expr | None: + """Parse a math answer string into a sympy expression.""" + answer = normalize_answer(answer) + + # Try to parse as a simple fraction first (e.g., "11326/3") + try: + if '/' in answer and '\\' not in answer: + parts = answer.split('/') + if len(parts) == 2: + num = int(parts[0]) + denom = int(parts[1]) + return sympy.Rational(num, denom) + except (ValueError, TypeError): + pass + + # Try to parse as an integer + try: + return sympy.Integer(int(answer)) + except (ValueError, TypeError): + pass + + # Try to parse as a decimal/float + try: + return sympy.Rational(answer).limit_denominator(10000000) + except (ValueError, TypeError, sympy.SympifyError): + pass + + # Try to extract \frac{num}{denom} pattern directly + frac_match = re.match(r'\\frac\{(\d+)\}\{(\d+)\}', answer) + if frac_match: + try: + num = int(frac_match.group(1)) + denom = int(frac_match.group(2)) + return sympy.Rational(num, denom) + except (ValueError, TypeError): + pass + + # Try to parse as latex + try: + parsed = parse_latex(answer) + return parsed + except Exception: + pass + + # Try parsing with lark backend + try: + parsed = parse_latex(answer, backend='lark') + if hasattr(parsed, 'children'): + # lark returns a Tree, get the first child + parsed = parsed.children[0] + return parsed + except Exception: + pass + + return None + + +def is_equiv(x1: sympy.Expr, x2: sympy.Expr) -> bool: + """Check if two sympy expressions are equivalent.""" + try: + diff = x1 - x2 + simplified = sympy.simplify(diff) + if simplified == 0: + return True + # Also check numerical equivalence + if sympy.Abs(simplified).evalf() < 1e-5: + return True + except Exception as e: + warnings.warn(f"Error comparing expressions: {e}") + return False + + +def integrals_with_game_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + """ + Process results for the integrals_with_game task. + + Uses a cascading fallback strategy to extract the model's answer: + + 1. ** tags** (Primary): Extracts answer from ... tags. + Case-insensitive matching handles , , etc. + Example: "The answer is 11326/3" + + 2. **\\boxed{} format** (Fallback #1): If no solution tags found, looks for + LaTeX boxed expressions. Also handles \\fbox{} by converting to \\boxed{}. + Example: "Therefore, the final answer is $\\boxed{3375}$" + + 3. **Direct string match** (Fallback #2): Last resort - checks if the normalized + ground truth appears in the last 200 characters of the response. + Example: "...so the answer is 3375." + + Mathematical equivalence is checked using sympy for the first two methods, + allowing different representations of the same value to match + (e.g., \\frac{22652}{6} equals 11326/3). + + Args: + ground_truth: The expected answer (e.g., "3375", "11326/3") + llm_answer: The model's full response + debug: Whether to print debug information + + Returns: + 1 if correct, 0 if incorrect + """ + score = 0 + parsed_model_answer = None + + # Parse ground truth + gt_parsed = parse_answer(ground_truth) + if gt_parsed is None: + warnings.warn(f"Could not parse ground truth: {ground_truth}") + return 0 + + # Extract answer from solution tags + solution_text = extract_solution_tag(llm_answer) + + if solution_text: + parsed_model_answer = parse_answer(solution_text) + if parsed_model_answer is not None: + if is_equiv(gt_parsed, parsed_model_answer): + score = 1 + + # If no solution tag or couldn't parse, try other extraction methods + if score == 0: + # Try to find answer in boxed format + from livebench.process_results.util import last_boxed_only_string, remove_boxed + + llm_answer_normalized = llm_answer.replace("\\\\fbox{", "\\\\boxed{") + last_boxed = last_boxed_only_string(llm_answer_normalized) + if last_boxed: + boxed_content = remove_boxed(last_boxed) + parsed_model_answer = parse_answer(boxed_content) + if parsed_model_answer is not None: + if is_equiv(gt_parsed, parsed_model_answer): + score = 1 + + # Try to find the answer at the end of the response + if score == 0: + # Check if ground truth appears directly in the last part of the answer + last_part = llm_answer[-200:] if len(llm_answer) > 200 else llm_answer + + # For simple integer/fraction answers + gt_normalized = normalize_answer(ground_truth) + if gt_normalized in normalize_answer(last_part): + score = 1 + + if debug and score == 0: + print("INCORRECT") + print("GROUND TRUTH:", ground_truth) + if parsed_model_answer is not None: + print("PARSED MODEL ANSWER:", parsed_model_answer) + if solution_text: + print("SOLUTION TAG CONTENT:", solution_text) + print("END OF OUTPUT:", llm_answer[-300:]) + + return score + diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/math_competitions/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/math_competitions/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..0d13d95815267fc4b942115800de0015abc8a536 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/math_competitions/utils.py @@ -0,0 +1,104 @@ +from livebench.process_results.util import last_boxed_only_string, remove_boxed +import re + + +def mathcontest_process_results(ground_truth: str, llm_answer: str, question_text: str, debug=False) -> int: + score = 0 + # the reference answer must be a single capital letter from A to E (I.e., the multiple choice answer) + if not (isinstance(ground_truth, str) and len(ground_truth) == 1 and 'A' <= ground_truth <= 'E'): + raise ValueError("amc_answer must be a single capital letter between A and E.") + + # extract text from tags + solution_matches = re.findall(r'(.*?)', llm_answer) + if len(solution_matches) > 0: + solution_match = solution_matches[-1] + if len(set(solution_match)) == 1 and next(iter(set(solution_match))).lower() == ground_truth.lower(): + score = 1 + + # The LLM was prompted to repeat letter answer 5 times, to make it easy to pull out the answer + if ground_truth * 4 in llm_answer: + score = 1 + + parsed_answer = None + + allow_boxed = True + if score == 0 and allow_boxed: + llm_answer = llm_answer.replace("\\\\fbox{", "\\\\boxed{") + last_boxed = last_boxed_only_string(llm_answer) + if last_boxed: + last_boxed_res = remove_boxed(last_boxed).replace('\\text{', '').replace('}', '').replace('\\', '').lower() + if last_boxed_res in {'a', 'b', 'c', 'd', 'e'}: + parsed_answer = last_boxed_res + if parsed_answer == ground_truth.lower(): + score = 1 + + allow_answer_values = True + if score == 0 and allow_answer_values: + value = extract_answer(question_text, ground_truth) + length_to_check = 20 + len(value) + if value in llm_answer[-length_to_check:]: + score = 1 + + allow_last_line = True + if score == 0 and allow_last_line: + last_line = llm_answer.strip().split('\n')[-1] + if last_line.strip().replace('*', '').lower() == ground_truth.lower(): + score = 1 + elif '(' in last_line and ')' in last_line: + val = last_line.split('(')[1].split(')')[0] + if val.lower() == ground_truth.lower(): + score = 1 + + + if debug and score == 0: + # check if the LLM guessed a letter, even if it was wrong + for letters in ["AAAA", "BBBB", "CCCC", "DDDD", "EEEE", "FFFF"]: + if letters in llm_answer: + parsed_answer = letters[0].lower() + + if debug and score == 0: + print("INCORRECT") + print("GROUND TRUTH", ground_truth.strip().lower()) + if parsed_answer: + print("PARSED ANSWER:", parsed_answer) + print("END OF OUTPUT", llm_answer[-200:]) + + return score + + +def extract_answer(statement, letter): + + pattern = r'\\textbf{\(([A-E])\)\s?}(.*?)(?:\\qquad|\$)' + matches = re.findall(pattern, statement) + answers = {match[0]: match[1].strip() for match in matches} + answer = answers.get(letter, None) + + if not answer or answer == "": + # this only happens for one question, which is too long for the LLMs to repeat + answer = "FAILURE" + + answer = answer.strip() + answer = answer.strip("$") + answer = answer.strip("~") + + return answer + + +def aime_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + score = 0 + + # extract text from tags + solution_matches = re.findall(r'(.*?)', llm_answer) + if len(solution_matches) > 0: + solution_match = solution_matches[-1] + if len(set(solution_match)) == 1 and next(iter(set(solution_match))).lower() == ground_truth.lower(): + score = 1 + + if score == 0 and ground_truth in llm_answer[-50:]: + score = 1 + + if debug and score == 0: + print('INCORRECT') + print('GROUND TRUTH', ground_truth) + print('SOLUTION', llm_answer[-200:]) + return score diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/olympiad/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/olympiad/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..4ba08088dd2d91ebc879f87472fbb7c265b58c08 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/math/olympiad/utils.py @@ -0,0 +1,124 @@ +from livebench.process_results.util import last_boxed_only_string, remove_boxed + +def match_expression_completions_to_ground_truth(completions, ground_truth): + num_matches = 0 + for i in range(len(ground_truth)): + if i not in completions: + continue + + completion = completions[i].lower().strip().replace(' ' , '') + comp = ground_truth[i].lower().strip().replace(' ' , '') + + if completion == comp: + num_matches += 1 + + return num_matches/len(ground_truth) + +def remove_nonnumeric_chars_at_ends(s): + start_index = 0 + while start_index < len(s) and not s[start_index].isdigit(): + start_index += 1 + end_index = start_index + while end_index < len(s) and s[end_index].isdigit(): + end_index += 1 + + return s[start_index:end_index], len(s) - (end_index - start_index) + +def extract_expression_completions_from_generation(generation, debug): + numbers = None + if 'answer:' in generation.lower(): + lines = generation.lower().strip().split('\n') + answer_str = None + answer_line = None + answer_index = None + for i, line in enumerate(lines): + if 'answer:' in line: + answer_line = line + answer_index = i + answer_str = answer_line.split('answer:')[1].replace('answer:', '').replace('**', '').replace('.', '').strip() + if answer_str == '' and answer_index < len(lines) - 1: + answer_str = lines[answer_index+1].replace('answer:', '').replace('**', '').replace('.', '').strip() + if numbers is None: + numbers = [] + for n in answer_str.split(','): + n = n.strip().split(' ')[-1].replace('$', '').replace('{', '').replace('}', '').replace('\\', '').replace('boxed', '').replace('<', '').replace('>', '') + try: + numbers.append(int(n)) + except: + if debug: + print('ERROR', n) + numbers.append('NO ANSWER') + if len(numbers) == 0 or set(numbers) == {'NO ANSWER'}: + numbers = None + + if numbers is None and '\\boxed' in generation: + boxed = last_boxed_only_string(generation) + if boxed is not None: + no_box = remove_boxed(boxed) + string = no_box + else: + string = generation + string = string.replace('\\text{', '').replace('}', '').replace('\\', '') + numbers = [] + for n in string.strip().split(','): + try: + numbers.append(int(n.strip())) + except: + numbers.append('NO ANSWER') + if len(numbers) == 0 or set(numbers) == {'NO ANSWER'}: + numbers = None + + if numbers is None: + # try just the very last line of the generation + last_line = generation.strip().lower().split('\n')[-1] + numbers = [] + for n in last_line.strip().split(','): + n, _ = remove_nonnumeric_chars_at_ends(n) + if len(n.strip()) == 0: + continue + try: + numbers.append(int(n.strip())) + except: + numbers.append('NO ANSWER') + if len(numbers) == 0 or set(numbers) == {'NO ANSWER'}: + numbers = None + + if numbers is None: + # generation has Answer: comma separated list of numbers. I want to extract the last such comma separated list + split_string = "answer:" + numbers = [k.strip() for k in generation.lower().split(split_string)[-1].split(',')] + + # the last number may have some extra non-numeric characters at the end. Those need to be removed + new_numbers = [] + for i, n in enumerate(numbers): + n, num_removed = remove_nonnumeric_chars_at_ends(n) + if n != '' and n != "₂": + new_numbers.append(int(n)) + if (i > 0) and (num_removed > 0): + break + + numbers = new_numbers + + return numbers + +def proof_rearrangement_process_results(ground_truth: str, llm_answer: str, edit_distance=False, debug=False) -> int: + ground_truth = [int(n) for n in ground_truth.split(',')] + + completions = extract_expression_completions_from_generation(llm_answer, debug) + + if edit_distance: + from Levenshtein import distance + match = distance(completions, ground_truth) + frac_matches = 1-(match/max(len(completions), len(ground_truth))) + else: + match = [(completions[i] == ground_truth[i]) if i < len(ground_truth) else 0 for i in range(len(completions))] + frac_matches = sum(match)/len(match) if len(match) > 0 else 0 + + if debug and frac_matches < 1: + print('INCORRECT', frac_matches) + print('GROUND TRUTH', ground_truth) + print('SOLUTION', completions) + print('END OF OUTPUT', llm_answer[-1500:]) + + return frac_matches + diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/house_traversal/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/house_traversal/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..af21006cc7af362babb071a4ff4b8075150461a9 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/house_traversal/utils.py @@ -0,0 +1,41 @@ + +import re + + +def house_traversal_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + # pull out words in bold + bold_words = re.findall(r'(\*{2,})(.*?)\1', llm_answer.lower()) + if not len(bold_words): + if debug: + print('INCORRECT') + print('GROUND TRUTH', ground_truth) + print('SOLUTION', llm_answer) + return 0 + + last_bold = bold_words[-1][1] + ground_truth_names = ground_truth.lower().split(" ") + + # check if all the ground truth names are in the last few bolded words, in order + if len(bold_words) >= len(ground_truth_names): + if all([name in bold_words[-1 - i] for i,name in enumerate(ground_truth_names[::-1])]): + return 1 + + score = 1 + # check if all the ground truth names are in the last bolded part, in order + last_index = -1 + for name in ground_truth_names: + index = last_bold.find(name) + if index == -1: + score = 0 + break + elif index <= last_index: + score = 0 + break + else: + last_index = index + + if debug and score == 0: + print('INCORRECT', score) + print('GROUND TRUTH', ground_truth) + print('SOLUTION', llm_answer) + return score \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/logic_with_navigation/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/logic_with_navigation/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..7549ca648c9e5771f1b7cd796e52fa912a598863 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/logic_with_navigation/utils.py @@ -0,0 +1,61 @@ +import re + + +def logic_with_navigation_process_results(ground_truth: list, llm_answer: str, debug=False) -> int: + """ + Process results for logic_with_navigation task. + + Args: + ground_truth: A list of two integers [x, y] representing the expected final position + llm_answer: The model's answer string, expected to contain coordinates in tags + debug: If True, print debug information for incorrect answers + + Returns: + 1 if correct, 0 if incorrect + """ + score = 0 + parsed_answer = None + + # Extract text from tags + solution_matches = re.findall(r'(.*?)', llm_answer, re.DOTALL | re.IGNORECASE) + + if len(solution_matches) > 0: + # Take the last solution tag + solution_text = solution_matches[-1].strip() + + # Try to parse coordinates from various formats + # Format 1: (x, y) or (x,y) + coord_match = re.search(r'\(\s*(-?\d+)\s*,\s*(-?\d+)\s*\)', solution_text) + if coord_match: + try: + x = int(coord_match.group(1)) + y = int(coord_match.group(2)) + parsed_answer = [x, y] + except ValueError: + parsed_answer = None + + # Format 2: x, y (without parentheses) + if parsed_answer is None: + coord_match = re.search(r'(-?\d+)\s*,\s*(-?\d+)', solution_text) + if coord_match: + try: + x = int(coord_match.group(1)) + y = int(coord_match.group(2)) + parsed_answer = [x, y] + except ValueError: + parsed_answer = None + + # Check if parsed answer matches ground truth + if parsed_answer is not None and len(parsed_answer) == 2: + if parsed_answer[0] == ground_truth[0] and parsed_answer[1] == ground_truth[1]: + score = 1 + + if debug and score == 0: + print("INCORRECT") + print("GROUND TRUTH:", ground_truth) + print("PARSED ANSWER:", parsed_answer) + if solution_matches: + print("SOLUTION TEXT:", solution_matches[-1][:100]) + print("END OF OUTPUT:", llm_answer[-100:]) + + return score diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/spatial/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/spatial/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..bd914b273ed21ea1d4305bd3a68e5b517d66b34a --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/spatial/utils.py @@ -0,0 +1,62 @@ +import re +from livebench.process_results.util import last_boxed_only_string, remove_boxed + +def spatial_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + + if llm_answer == ground_truth: + return 1 + + word_to_number = { + 'zero': '0', 'one': '1', 'two': '2', 'three': '3', 'four': '4', 'five': '5', + 'six': '6', 'seven': '7', 'eight': '8', 'nine': '9', 'ten': '10', + 'eleven': '11', 'twelve': '12', 'thirteen': '13', 'fourteen': '14', 'fifteen': '15', + 'sixteen': '16', 'seventeen': '17', 'eighteen': '18', 'nineteen': '19', 'twenty': '20' + } + + bold_words = re.findall(r'\*\*([^\*]+)\*\*', llm_answer) + score = 0 + + # allow the answer to be within the last 3 bolded words + words_to_check = [] + for i in range(3): + if bold_words and len(bold_words) > i: + words_to_check.append(bold_words[-i-1].strip().lower()) + + for i, word in enumerate(words_to_check): + if word == ground_truth.strip().lower(): + score = 1 + + # allow the answer to be the number spelled out + if word in word_to_number and word_to_number[word] == ground_truth.strip().lower(): + score = 1 + + # allow certain cases like "two tetrahedra" == "tetrahedra" and "equilateral triangle" == "triangle" + # while still disallowing cases like "circle square triangle" == "triangle" + for answer in ["tetrahedra", "tetrahedron", "triangle", "square"]: + if ground_truth.strip().lower() == answer and answer in word and len(word) < (2 * len(answer) + 5): + score = 1 + + allow_boxed = True + if score == 0 and allow_boxed: + llm_answer = llm_answer.replace("\\\\fbox{", "\\\\boxed{") + last_boxed = last_boxed_only_string(llm_answer) + if last_boxed: + parsed_answer = remove_boxed(last_boxed) + parsed_answer = parsed_answer.replace("\\textbf{", "") + parsed_answer = parsed_answer.replace("\\mathbf{", "") + parsed_answer = parsed_answer.replace("\\text{", "") + parsed_answer = parsed_answer.replace("}", "") + if parsed_answer == ground_truth: + score = 1 + + if debug and score == 0: + print("INCORRECT") + print("GROUND TRUTH", ground_truth.strip().lower()) + if bold_words: + print("BOLD WORDS:", bold_words[-1].strip().lower()) + if last_boxed: + print("LAST BOXED", last_boxed) + print("PARSED ANSWER", parsed_answer) + print("END OF OUTPUT", llm_answer[-50:]) + + return score diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/sudoku/__init__.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/sudoku/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..2fbc65a33151a6aad3fb4b4eb69b672132c245a7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/sudoku/__init__.py @@ -0,0 +1,5 @@ +"""Sudoku puzzle evaluation module for LiveBench.""" + +from .utils import sudoku_process_results + +__all__ = ['sudoku_process_results'] diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/sudoku/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/sudoku/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..fd2c4011d6d590bcbae134628919c4ef6593d7d0 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/sudoku/utils.py @@ -0,0 +1,90 @@ +""" +Sudoku puzzle evaluation utilities. + +This module provides functions to evaluate Sudoku puzzle solutions by comparing +model answers against ground truth solutions. +""" + +import re + + +def extract_solution_from_tags(text: str) -> str: + """ + Extract solution from tags in the model's answer. + + Args: + text: The model's full response text + + Returns: + The extracted solution string, or empty string if no solution found + """ + # Look for ... tags (case insensitive) + pattern = r'\s*(.*?)\s*' + match = re.search(pattern, text, re.IGNORECASE | re.DOTALL) + + if match: + solution = match.group(1).strip() + # Remove all whitespace (spaces, newlines, tabs) from the solution + solution = re.sub(r'\s+', '', solution) + return solution + + return "" + + +def normalize_solution(solution: str) -> str: + """ + Normalize a solution string by removing whitespace. + + Keeps all non-whitespace characters including digits and dots (.). + Dots represent empty cells in puzzles with extra cells outside the main board. + + Args: + solution: The raw solution string + + Returns: + Normalized solution with whitespace removed + """ + # Remove all whitespace (spaces, tabs, newlines) + normalized = re.sub(r'\s+', '', solution) + return normalized + + +def sudoku_process_results(ground_truth: str, llm_answer: str, debug: bool = False) -> float: + """ + Evaluate a Sudoku solution by comparing it to the ground truth. + + Args: + ground_truth: The correct solution as a string of digits + llm_answer: The model's full response text + debug: Whether to print debug information + + Returns: + 1.0 if the solution is correct, 0.0 otherwise + """ + # Extract solution from the model's answer + extracted_solution = extract_solution_from_tags(llm_answer) + + # Normalize both solutions + normalized_ground_truth = normalize_solution(ground_truth) + normalized_llm_solution = normalize_solution(extracted_solution) + + # Check if lengths match first + if len(normalized_llm_solution) != len(normalized_ground_truth): + if debug: + print(f"Length mismatch: expected {len(normalized_ground_truth)}, got {len(normalized_llm_solution)}") + return 0.0 + + # Exact match comparison + if normalized_llm_solution == normalized_ground_truth: + return 1.0 + else: + if debug: + print("Solution does not match") + print(f"Normalized ground truth: {normalized_ground_truth}") + print(f"Normalized LLM solution: {normalized_llm_solution}") + # Show first difference + for i, (c1, c2) in enumerate(zip(normalized_ground_truth, normalized_llm_solution)): + if c1 != c2: + print(f"First difference at position {i}: expected '{c1}', got '{c2}'") + break + return 0.0 diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/theory_of_mind/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/theory_of_mind/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..76d6b7a8ec421bafe00ada281fe7c291015f05b9 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/theory_of_mind/utils.py @@ -0,0 +1,62 @@ +import re + + +def theory_of_mind_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + """ + Process Theory of Mind task results by extracting answer from tags + and comparing to ground truth. + + Args: + ground_truth: The correct answer (e.g., "blue_container") + llm_answer: The model's response + debug: Whether to print debug information + + Returns: + 1 if correct, 0 if incorrect + """ + # Extract text from tags + solution_matches = re.findall(r'(.*?)', llm_answer, re.IGNORECASE | re.DOTALL) + + if len(solution_matches) == 0: + # Try to handle malformed tags + solution_matches = re.findall(r'(.*?)', llm_answer, re.IGNORECASE | re.DOTALL) + + if len(solution_matches) == 0: + # Fallback: try to find the answer in the last line + last_line = llm_answer.strip().split('\n')[-1].strip() + # Remove common prefixes + for prefix in ['Answer:', 'answer:', 'The answer is', 'the answer is']: + if last_line.startswith(prefix): + last_line = last_line[len(prefix):].strip() + solution_matches.append(last_line) + + if len(solution_matches) == 0: + if debug: + print('No solution text found for theory of mind') + print('GROUND TRUTH:', ground_truth) + print('END OF OUTPUT:', llm_answer[-100:]) + return 0 + + # Use the last match (in case there are multiple) + llm_solution = solution_matches[-1].strip().lower() + + # Clean up the solution text + # Remove punctuation and extra whitespace + llm_solution = re.sub(r'[.,!?;:]', '', llm_solution).strip() + + # Normalize ground truth + gt_normalized = ground_truth.strip().lower() + + # Check if answers match + score = 0 + if llm_solution == gt_normalized or gt_normalized in llm_solution: + score = 1 + + if debug and score == 0: + print('INCORRECT') + print('GROUND TRUTH:', gt_normalized) + print('LLM SOLUTION:', llm_solution) + print('END OF OUTPUT:', llm_answer[-100:]) + + return score + diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/web_of_lies_v2/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/web_of_lies_v2/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..33a6da8f62cbdd857d3c863eb357bcb486771f63 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/web_of_lies_v2/utils.py @@ -0,0 +1,79 @@ +import re +import itertools +from livebench.process_results.util import last_boxed_only_string, remove_boxed + +def web_of_lies_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + + score = 0 + parsed_answer = None + + # extract text from tags + solution_matches = re.findall(r'(.*?)', llm_answer) + + if len(solution_matches) == 0: + solution_matches = re.findall(r'(.*?)', llm_answer) + + if len(solution_matches) > 0: + parsed_answer = solution_matches[-1] + + + # pull out words in bold + bold_words = re.findall(r'\*\*(.*?)\*\*', llm_answer) + + if parsed_answer is None and bold_words: + bold_words = [word.lower().strip().replace(',', '').replace('.', '')[0:max(len(word), 3)] for match in bold_words for word in match.split()] + parsed_answer = [] + i = len(bold_words) - 1 + while i >= 0 and len(parsed_answer) < 3: + if bold_words[i] in ["yes", "no", "unknown"]: + parsed_answer = [bold_words[i]] + parsed_answer + i -= 1 + if len(parsed_answer) > 0: + parsed_answer = ", ".join(parsed_answer) + else: + parsed_answer = None + + allow_latex = True + if parsed_answer is None or parsed_answer.strip() == '' and allow_latex: + llm_answer = llm_answer.replace("\\\\boxed{\\\\textbf{", "\\\\boxed{") + llm_answer = llm_answer.replace("\\\\fbox{", "\\\\boxed{") + llm_answer = llm_answer.replace("\\textbf{", "\\boxed{") + + last_boxed = last_boxed_only_string(llm_answer) + if last_boxed: + parsed_answer = remove_boxed(last_boxed) + + allow_plain = True + if allow_plain and parsed_answer is None: + combs = itertools.product(['yes', 'no', 'unknown'], repeat=3) + # find all instances of these combinations in the answer, then treat the last one as the actual answer + # to compare to the ground truth + final_comb = None + final_comb_index = -1 + for comb in combs: + index = llm_answer.lower().find(', '.join(comb)) + if index != -1 and index > final_comb_index: + final_comb = comb + final_comb_index = index + if final_comb is not None: + parsed_answer = ', '.join(final_comb) + + # Check if parsed_answer is an exact match of ground_truth + if parsed_answer and parsed_answer == ground_truth.lower(): + score = 1 + + # Check if parsed_answer contains the ground_truth + if parsed_answer and parsed_answer.count("yes") + parsed_answer.count("no") + parsed_answer.count("unknown") == 3 and ground_truth.lower() in parsed_answer: + score = 1 + + if debug and score == 0: + print("INCORRECT") + print('GROUND TRUTH', ground_truth) + if parsed_answer: + print('PARSED ANSWER', parsed_answer) + else: + print('NO PARSED ANSWER') + print('END OF OUTPUT', llm_answer[-50:]) + + return score + diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/web_of_lies_v3/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/web_of_lies_v3/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..c8fe95738dab8055899ae1531c55b5910d576264 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/web_of_lies_v3/utils.py @@ -0,0 +1,88 @@ +import re +import itertools +from livebench.process_results.util import last_boxed_only_string, remove_boxed + +def web_of_lies_v3_process_results(ground_truth: str, llm_answer: str, debug=False) -> float: + score = 0 + parsed_answer = None + + # extract text from tags + solution_matches = re.findall(r'(.*?)', llm_answer) + + if len(solution_matches) > 0: + parsed_answer = solution_matches[-1] + + # if parsed_answer is None: + # bold_words = re.findall(r'\*\*(.*?)\*\*', llm_answer) + # if bold_words: + # bold_words = [word.lower().strip().replace(',', '').replace('.', '')[0:max(len(word), 3)] for match in bold_words for word in match.split()] + + # parsed_answer = [] + # i = len(bold_words) - 1 + # while i >= 0 and len(parsed_answer) < 3: + # if bold_words[i] in ["yes", "no", "unknown"]: + # parsed_answer = [bold_words[i]] + parsed_answer + # i -= 1 + + # if len(parsed_answer) > 0: + # parsed_answer = ", ".join(parsed_answer) + # else: + # parsed_answer = None + + allow_latex = True + if parsed_answer is None or parsed_answer.strip() == '' and allow_latex: + llm_answer = llm_answer.replace("\\\\boxed{\\\\textbf{", "\\\\boxed{") + llm_answer = llm_answer.replace("\\\\fbox{", "\\\\boxed{") + llm_answer = llm_answer.replace("\\textbf{", "\\boxed{") + + last_boxed = last_boxed_only_string(llm_answer) + + if last_boxed: + parsed_answer = remove_boxed(last_boxed) + parsed_answer = parsed_answer.replace('\\text{', '').replace('}', '') + + allow_plain = True + if allow_plain and parsed_answer is None: + combs = itertools.product(['yes', 'no', 'unknown'], repeat=3) + + final_comb = None + final_comb_index = -1 + for comb in combs: + index = llm_answer.lower().find(', '.join(comb)) + if index != -1 and index > final_comb_index: + final_comb = comb + final_comb_index = index + + if final_comb is not None: + parsed_answer = ', '.join(final_comb) + + if parsed_answer is None: + score = 0 + else: + parsed_answer_list = parsed_answer.split(',') + ground_truth_list = ground_truth.split(',') + + num_correct = 0 + total = len(ground_truth_list) + for i in range(total): + if i >= len(parsed_answer_list): + break + gt_word = ground_truth_list[i] + llm_word = parsed_answer_list[i] + if llm_word == gt_word: + num_correct += 1 + + score = ((num_correct == total) + num_correct / total) / 2 + + # score = 1 if parsed_answer.strip().replace(' ', '') == ground_truth.strip().replace(' ', '') else 0 + + if debug and score < 1: + print("INCORRECT") + print('GROUND TRUTH', ground_truth) + if parsed_answer: + print('PARSED ANSWER', parsed_answer) + else: + print('PARSED ANSWER', parsed_answer) + print('END OF OUTPUT', llm_answer[-50:]) + + return score diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/zebra_puzzle/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/zebra_puzzle/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..b46e91da2e490e6511a0e94840cad3f6b91bed4d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/reasoning/zebra_puzzle/utils.py @@ -0,0 +1,128 @@ + +import re +from livebench.process_results.util import last_boxed_only_string, remove_boxed + +def zebra_puzzle_process_results_old(ground_truth: str, llm_answer: str, debug=False) -> int: + # Mapping of numbers to words for 1 to 9 + number_to_word = { + '1': 'one', '2': 'two', '3': 'three', '4': 'four', + '5': 'five', '6': 'six', '7': 'seven', '8': 'eight', '9': 'nine' + } + + # Pull out words in bold + bold_words = re.findall(r'\*\*\*(\w+)\*\*\*', llm_answer) + + score = 0 + + # Remove any trailing punctuation from the last bold word if exists + if bold_words: + if (bold_words[-1].lower() == ground_truth.lower() or + (bold_words[-1] in number_to_word and number_to_word[bold_words[-1]].lower() == ground_truth.lower()) + or bold_words[-1].lower() + ' movies' == ground_truth.lower()): + score = 1 + else: + # Split the text into words and remove punctuation. + words = re.findall(r'\b\w+\b', llm_answer) + last_word = words[-1] if words else '' + # Check if the last bold word is a number and matches the word representation of the ground_truth + if (last_word.lower() == ground_truth.lower() or + (last_word in number_to_word and number_to_word[last_word].lower() == ground_truth.lower()) + or last_word.lower() + ' movies' == ground_truth.lower()): + score = 1 + + if debug and score == 0: + print('INCORRECT') + print('GROUND TRUTH', ground_truth.lower()) + if bold_words: + print('LAST BOLD WORD', bold_words[-1].lower()) + else: + print('LAST WORD', last_word.lower()) + print('END OF OUTPUT', llm_answer[-50:]) + return score + + +def zebra_puzzle_process_results(ground_truth: str, llm_answer: str, debug=False) -> float: + # Mapping of numbers to words for 1 to 9 + word_to_num = { + 'one': '1', + 'two': '2', + 'three': '3', + 'four': '4', + 'five': '5', + 'six': '6', + 'seven': '7', + 'eight': '8', + 'nine': '9' + } + + ground_truth = ground_truth.split(',') + + # extract text from tags + solution_matches = re.findall(r'(.*?)', llm_answer) + + if len(solution_matches) == 0: + solution_matches = re.findall(r'(.*?)', llm_answer) + + + allow_boxed = True + if len(solution_matches) == 0 and allow_boxed: + llm_answer = llm_answer.replace("\\\\fbox{", "\\\\boxed{") + last_boxed = last_boxed_only_string(llm_answer) + if last_boxed: + boxed_removed = remove_boxed(last_boxed) + boxed_removed = boxed_removed.replace("\\text{", "").replace("}", "").replace('\\', '') + solution_matches.append(boxed_removed) + + if len(solution_matches) == 0: + last_line = llm_answer.strip().split('\n')[-1] + if last_line.count(',') == len(ground_truth) - 1: + solution_matches.append(last_line) + + + if len(solution_matches) == 0: + if debug: + print('No solution text found for zebra puzzle') + print('GROUND TRUTH', ground_truth) + print('END OF OUTPUT', llm_answer[-100:]) + return 0 + + if len(solution_matches) > 1: + if debug: + print('WARNING: Multiple solution texts found for zebra puzzle, combining starting from last') + all_solution_text = [] + for match in solution_matches: + all_solution_text += match.split(',') + # get last len(ground_truth) elements + solution_text = all_solution_text[-len(ground_truth):] + else: + solution_text = solution_matches[-1].split(',') + + if debug and len(solution_text) < len(ground_truth): + print(f'WARNING: LLM does not have an answer for all zebra puzzle questions (expected {len(ground_truth)}, got {len(solution_text)})') + + num_correct = 0 + total = len(ground_truth) + for i in range(total): + gt_word = ground_truth[i].strip().lower().replace('-', ' ') + if i >= len(solution_text): + continue + llm_word = solution_text[i].strip().lower().replace('-', ' ').replace('position', '') + if llm_word in word_to_num: + # llm_word = word_to_num[llm_word] + if debug: + print('WARNING: LLM answer contains numbers in word form') + + if i < len(solution_text) and (gt_word == llm_word or gt_word in llm_word): + num_correct += 1 + if debug and num_correct < total: + print('INCORRECT', num_correct / total) + print('GROUND TRUTH', ground_truth) + print('SOLUTION', solution_text) + print('END OF OUTPUT', llm_answer[-50:]) + return ((num_correct == total) + num_correct / total) / 2 + + +def get_zebra_puzzle_evaluator(release_date: str): + if release_date < '2024-11-25': + return zebra_puzzle_process_results_old + return zebra_puzzle_process_results diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/writing/connections/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/writing/connections/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..aac412110155e3c62d3dbbf12921aae1f8a051c7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/writing/connections/utils.py @@ -0,0 +1,108 @@ +import re +from livebench.process_results.util import last_boxed_only_string, remove_boxed + + +def group_words(words): + groups = [set()] + words = [w.strip().lower() for w in words] + for word in words: + if len(groups[-1]) == 4: + groups.append(set()) + groups[-1].add(word) + return groups + + +def connections_process_results_old(ground_truth: str, llm_answer: str, debug=False) -> int: + + # pull out words in bold + bold_words = re.findall(r'\*\*(.*?)\*\*', llm_answer.replace('\n', '')) + + if not bold_words: + if debug: + print('No bold words found for connections') + print('END OF OUTPUT', llm_answer[-50:]) + return 0 + + bold_words = [words.split(',') for words in bold_words] + + ground_truth_groups = group_words(ground_truth.split(',')) + max_score = 0 + for output_groups in list(map(group_words, bold_words)): + + correct_groups = 0 + for ground_truth_group in ground_truth_groups: + for output_group in output_groups: + if all([word in output_group for word in ground_truth_group]): + correct_groups += 1 + break + + max_score = max(max_score, correct_groups / len(ground_truth_groups)) + if debug and max_score < 1: + print('INCORRECT', max_score) + print('GROUND TRUTH', ground_truth_groups) + print('SOLUTION', output_groups) + print('END OF OUTPUT', llm_answer[-50:]) + return max_score + + +def connections_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + + # extract text from tags + solution_matches = re.findall(r'(.*?)<\/solution>', llm_answer) + if len(solution_matches) == 0: + solution_matches = re.findall(r'(.*?)<\/solution>', llm_answer.replace('\n', '')) + if len(solution_matches) == 0: + solution_matches = re.findall(r'(.*?)<\/solution>', llm_answer) + if len(solution_matches) == 0: + solution_matches = re.findall(r'(.*?)<\/solution>', llm_answer.replace('\n', '')) + + ground_truth_words = ground_truth.split(',') + + if len(solution_matches) == 0 and '\\boxed' in llm_answer: + boxed = last_boxed_only_string(llm_answer) + no_box = remove_boxed(boxed) + solution_matches = [no_box.replace('\\text{', '').replace('}', '').replace('\\', '')] + + solution_matches = [match.replace('\n', '') for match in solution_matches] + + if len(solution_matches) == 0: + if debug: + print('No solution text found for connections') + print(llm_answer[-500:]) + return 0 + elif len(solution_matches) > 1: + if debug: + print('Multiple solution texts found for connections. Combining starting from last') + all_words = [] + num_words = len(ground_truth_words) + for match in solution_matches: + all_words.extend(match.split(',')) + solution_words = all_words[-num_words:] + else: + solution_words = solution_matches[-1].split(',') + + if len(solution_words) != len(ground_truth_words): + if debug: + print(f'Number of words in solution does not match number of words in ground truth ({len(solution_words)} vs expected {len(ground_truth_words)})') + + llm_groups = group_words(solution_words) + ground_truth_groups = group_words(ground_truth_words) + + correct_groups = 0 + for llm_group in llm_groups: + if llm_group in ground_truth_groups: + correct_groups += 1 + + if debug and correct_groups / len(ground_truth_groups) < 1: + print('INCORRECT', correct_groups / len(ground_truth_groups)) + print('GROUND TRUTH', sorted([sorted(list(group)) for group in ground_truth_groups])) + print('SOLUTION', sorted([sorted(list(group)) for group in llm_groups])) + print('END OF OUTPUT', llm_answer[-500:]) + + return correct_groups / len(ground_truth_groups) + + +def get_connections_puzzle_evaluator(release_date: str): + if release_date < '2024-11-25': + return connections_process_results_old + return connections_process_results diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/writing/plot_unscrambling/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/writing/plot_unscrambling/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..084fc26f4c1ff4a7c2a00388d308a945da15f88b --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/writing/plot_unscrambling/utils.py @@ -0,0 +1,66 @@ +import difflib +import re + + +def levenshtein_distance(A, B): + N, M = len(A), len(B) + # Create an array of size NxM + dp = [[0 for i in range(M + 1)] for j in range(N + 1)] + + # Base Case: When N = 0 + for j in range(M + 1): + dp[0][j] = j + # Base Case: When M = 0 + for i in range(N + 1): + dp[i][0] = i + # Transitions + for i in range(1, N + 1): + for j in range(1, M + 1): + if A[i - 1] == B[j - 1]: + dp[i][j] = dp[i-1][j-1] + else: + dp[i][j] = 1 + min( + dp[i-1][j], # Insertion + dp[i][j-1], # Deletion + dp[i-1][j-1] # Replacement + ) + + return dp[N][M] + + +def extract_plot_summary(text: str) -> str: + pattern = r'(.*)' + match = re.search(pattern, text, re.DOTALL) # re.DOTALL allows . to match newline characters + if not match: + pattern = r'(.*)' + match = re.search(pattern, text, re.DOTALL) + return match.group(1) if match else text + + +def plot_unscrambling_process_results(ground_truth: str, llm_answer: str, debug=False) -> float: + # Split the ground truth and answer into sentences based on full stops + llm_answer = extract_plot_summary(llm_answer) + + gt_sentences = [s.strip() for s in ground_truth.split('.')] + ans_sentences = [s.strip() for s in llm_answer.split('.') if s.strip() != '' and s.strip() != '**End of Plot Summary**'] + + # Remove empty sentences resulting from trailing or double full stops. + gt_sentences = [s for s in gt_sentences if s] + ans_sentences = [s for s in ans_sentences if s] + + ans_ordering = [] + for x in gt_sentences: + best_match = difflib.get_close_matches(x, ans_sentences, n=1, cutoff=0.0) + if best_match: + ans_ordering.append(ans_sentences.index(best_match[0])) + + n_sentences_gt = len(gt_sentences) + raw_distance = levenshtein_distance(list(range(len(gt_sentences))), ans_ordering) + score = 1 - (raw_distance / n_sentences_gt) + + if debug and score < 1: + print('INCORRECT', score) + print('GROUND TRUTH', gt_sentences) + print('SOLUTION', ans_sentences) + print('END OF OUTPUT', llm_answer[-50:]) + return score diff --git a/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/writing/typos/utils.py b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/writing/typos/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..1b7715da26a5ca10d25e45e22163e153ccd77265 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/LiveBench/livebench/process_results/writing/typos/utils.py @@ -0,0 +1,59 @@ +import difflib +import re + +def extract_answer(llm_answer): + pattern = r'.* --- (.*?) --- .*' + match = re.search(pattern, llm_answer) + return match.group(1) if match else llm_answer + +def typos_process_results(ground_truth: str, llm_answer: str, debug=False) -> int: + + parsed_answer = None + + # extract text from tags + solution_matches = re.findall(r'(.*?)', llm_answer) + if len(solution_matches) > 0: + match = solution_matches[-1] + parsed_answer = match + else: + parsed_answer = llm_answer.replace('', '').replace('', '') + parsed_answer = extract_answer(parsed_answer) + + parsed_answer = ' '.join(list(filter(None, parsed_answer.strip().split('\n')))) + + if int(ground_truth in parsed_answer): + return 1 + + score = 0 + + if debug and score == 0: + + a = ground_truth + b = parsed_answer + m = difflib.SequenceMatcher(a=a, b=b) + pad = 10 + + for tag, i1, i2, j1, j2 in m.get_opcodes(): + length = min(len(parsed_answer), len(ground_truth)) + mi1, mi2, mj1, mj2 = max(0,i1-pad), min(length, i2+pad), max(0, j1-pad), min(length, j2+pad) + + mistake_length = 0 + if tag == 'replace': + print("", a[i1:i2], b[j1:j2], "::::", a[mi1:mi2], "-->", b[mj1:mj2]) + mistake_length = i2 - i1 + if tag == 'delete': + print("", a[i1:i2], "::::", a[mi1:mi2], "-->", b[mj1:mj2]) + mistake_length = i2 - i1 + if tag == 'insert': + print("", b[j1:j2], "::::", a[mi1:mi2], "-->", b[mj1:mj2]) + mistake_length = j2 - j1 + #score = score - (mistake_length / len(ground_truth)) * 100 + + + if debug and score == 0: + print('INCORRECT') + print('GROUND TRUTH', ground_truth) + print('SOLUTION', parsed_answer) + print('END OF OUTPUT', llm_answer[-len(parsed_answer):]) + + return score diff --git a/SPFsmartGATE/LIVE/TMP/haystack/.github/CODEOWNERS b/SPFsmartGATE/LIVE/TMP/haystack/.github/CODEOWNERS new file mode 100644 index 0000000000000000000000000000000000000000..c559d08fd74807d204882392d9456f0f847e076a --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/.github/CODEOWNERS @@ -0,0 +1,11 @@ +# See https://help.github.com/articles/about-codeowners/ for syntax + +# Core Engineering will be the default owners for everything +# in the repo. Unless a later match takes precedence, +# @deepset-ai/core-engineering will be requested for review +# when someone opens a pull request. +* @deepset-ai/open-source-engineering + +# Documentation +*.md @deepset-ai/documentation @deepset-ai/open-source-engineering +releasenotes/notes/* @deepset-ai/documentation @deepset-ai/open-source-engineering diff --git a/SPFsmartGATE/LIVE/TMP/haystack/.github/actionlint.yml b/SPFsmartGATE/LIVE/TMP/haystack/.github/actionlint.yml new file mode 100644 index 0000000000000000000000000000000000000000..6064695225d48d4bd1c51d6e64441e2e22a9a80b --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/.github/actionlint.yml @@ -0,0 +1,3 @@ +self-hosted-runner: + # Labels of self-hosted runner in array of string + labels: ["cml", "ubuntu-latest-4-cores"] diff --git a/SPFsmartGATE/LIVE/TMP/haystack/.github/dependabot.yml b/SPFsmartGATE/LIVE/TMP/haystack/.github/dependabot.yml new file mode 100644 index 0000000000000000000000000000000000000000..6778b0493a160f3c54eac25861965bad98965496 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/.github/dependabot.yml @@ -0,0 +1,6 @@ +version: 2 +updates: + - package-ecosystem: 'github-actions' + directory: '/' + schedule: + interval: 'daily' diff --git a/SPFsmartGATE/LIVE/TMP/haystack/.github/labeler.yml b/SPFsmartGATE/LIVE/TMP/haystack/.github/labeler.yml new file mode 100644 index 0000000000000000000000000000000000000000..6763e9af6e6f82cb394855ef9962510fa7949e36 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/.github/labeler.yml @@ -0,0 +1,37 @@ +# Release lines +1.x: + - base-branch: 'v1.x' + +# Proposals +proposal: +- changed-files: + - any-glob-to-any-file: proposals/text/* + +# Topics +topic:tests: +- changed-files: + - any-glob-to-any-file: ['test/**/*','test/*'] + +topic:docker: +- changed-files: + - any-glob-to-any-file: docker/* + +topic:CI: +- changed-files: + - any-glob-to-any-file: ['.github/*','.github/**/*'] + +topic:DX: +- changed-files: + - any-glob-to-any-file: ["CONTRIBUTING.md", ".pre-commit-config.yaml",".gitignore"] + +topic:build/distribution: +- changed-files: + - any-glob-to-any-file: pyproject.toml + +topic:security: +- changed-files: + - any-glob-to-any-file: SECURITY.md + +topic:core: +- changed-files: + - any-glob-to-any-file: haystack/core/**/* diff --git a/SPFsmartGATE/LIVE/TMP/haystack/.github/pull_request_template.md b/SPFsmartGATE/LIVE/TMP/haystack/.github/pull_request_template.md new file mode 100644 index 0000000000000000000000000000000000000000..c6a58287cc0fe7a14cc08072a373de148b76e506 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/.github/pull_request_template.md @@ -0,0 +1,25 @@ +### Related Issues + +- fixes #issue-number + +### Proposed Changes: + + + + +### How did you test it? + + + +### Notes for the reviewer + + + +### Checklist + +- I have read the [contributors guidelines](https://github.com/deepset-ai/haystack/blob/main/CONTRIBUTING.md) and the [code of conduct](https://github.com/deepset-ai/haystack/blob/main/code_of_conduct.txt) +- I have updated the related issue with new insights and changes +- I added unit tests and updated the docstrings +- I've used one of the [conventional commit types](https://www.conventionalcommits.org/en/v1.0.0/) for my PR title: `fix:`, `feat:`, `build:`, `chore:`, `ci:`, `docs:`, `style:`, `refactor:`, `perf:`, `test:`. +- I documented my code +- I ran [pre-commit hooks](https://github.com/deepset-ai/haystack/blob/main/CONTRIBUTING.md#installation) and fixed any issue diff --git a/SPFsmartGATE/LIVE/TMP/haystack/docker/Dockerfile.base b/SPFsmartGATE/LIVE/TMP/haystack/docker/Dockerfile.base new file mode 100644 index 0000000000000000000000000000000000000000..c5c4c76f14386d1a46c62d158bfa8124f83c1a5f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/docker/Dockerfile.base @@ -0,0 +1,35 @@ +ARG build_image +ARG base_image + +FROM $build_image AS build-image + +ARG DEBIAN_FRONTEND=noninteractive +ARG haystack_version + +RUN apt-get update && \ + apt-get install -y --no-install-recommends \ + build-essential \ + git + +# Shallow clone Haystack repo, we'll install from the local sources +RUN git clone --depth=1 --branch=${haystack_version} https://github.com/deepset-ai/haystack.git /opt/haystack +WORKDIR /opt/haystack + +# Use a virtualenv we can copy over the next build stage +RUN python3 -m venv --system-site-packages /opt/venv +ENV PATH="/opt/venv/bin:$PATH" + +# Upgrade setuptools due to https://nvd.nist.gov/vuln/detail/CVE-2022-40897 +RUN pip install --upgrade pip && \ + pip install --no-cache-dir -U setuptools && \ + pip install --no-cache-dir . + +FROM $base_image AS final + +COPY --from=build-image /opt/venv /opt/venv +COPY --from=deepset/xpdf:latest /opt/pdftotext /usr/local/bin + +# pdftotext requires fontconfig runtime +RUN apt-get update && apt-get install -y libfontconfig && rm -rf /var/lib/apt/lists/* + +ENV PATH="/opt/venv/bin:$PATH" diff --git a/SPFsmartGATE/LIVE/TMP/haystack/docker/README.md b/SPFsmartGATE/LIVE/TMP/haystack/docker/README.md new file mode 100644 index 0000000000000000000000000000000000000000..d133d445037872bcdab037a4a106e8442ff04e9b --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/docker/README.md @@ -0,0 +1,67 @@ +

+ Haystack by deepset +

+ +[Haystack](https://github.com/deepset-ai/haystack) is an end-to-end LLM framework that allows you to build applications powered by LLMs, Transformer models, vector search and more. Whether you want to perform retrieval-augmented generation (RAG), document search, question answering or answer generation, Haystack can orchestrate state-of-the-art embedding models and LLMs into pipelines to build end-to-end NLP applications and solve your use case. + +## Haystack 2.0 + +For the latest version of Haystack there's only one image available: + +- `haystack:base-` contains a working Python environment with Haystack preinstalled. This image is expected to + be derived `FROM`. + +## Haystack 1.x image variants + +The Docker image for Haystack 1.x comes in six variants: +- `haystack:gpu-` contains Haystack dependencies as well as what's needed to run the REST API and UI. It comes with the CUDA runtime and is capable of running on GPUs. +- `haystack:cpu-remote-inference-` is a slimmed down version of the CPU image with the REST API and UI. It is specifically designed for PromptNode inferencing using remotely hosted models, such as Hugging Face Inference, OpenAI, Cohere, Anthropic, and similar. +- `haystack:cpu-` contains Haystack dependencies as well as what's needed to run the REST API and UI. It has no support for GPU so must be run on CPU. +- `haystack:base-gpu-` only contains the Haystack dependencies. It comes with the CUDA runtime and can run on GPUs. +- `haystack:base-cpu-remote-inference-` is a slimmed down version of the CPU image, specifically designed for PromptNode inferencing using remotely hosted models, such as Hugging Face Inference, OpenAI, Cohere, Anthropic, and similar. +- `haystack:base-cpu-` only contains the Haystack dependencies. It has no support for GPU so must be run on CPU. + +## Image Development + +Images are built with BuildKit and we use `bake` to orchestrate the process. +You can build a specific image by running: +```sh +docker buildx bake gpu +``` + +You can override any `variable` defined in the `docker-bake.hcl` file and build custom +images, for example if you want to use a branch from the Haystack repo, run: +```sh +HAYSTACK_VERSION=mybranch_or_tag BASE_IMAGE_TAG_SUFFIX=latest docker buildx bake gpu --no-cache +``` + +### Multi-Platform Builds + +Haystack images support multiple architectures. But depending on your operating system and Docker +environment, you might not be able to build all of them locally. + +You may encounter the following error when trying to build the image: + +``` +multiple platforms feature is currently not supported for docker driver. Please switch to a different driver +(eg. “docker buildx create --use”) +``` + +To get around this, you need to override the `platform` option and limit local builds to the same architecture as +your computer's. For example, on an Apple M1 you can limit the builds to ARM only by invoking `bake` like this: + +```sh +docker buildx bake base-cpu --set "*.platform=linux/arm64" +``` + +# License + +View [license information](https://github.com/deepset-ai/haystack/blob/main/LICENSE) for +the software contained in this image. + +As with all Docker images, these likely also contain other software which may be under +other licenses (such as Bash, etc from the base distribution, along with any direct or +indirect dependencies of the primary software being contained). + +As for any pre-built image usage, it is the image user's responsibility to ensure that any +use of this image complies with any relevant licenses for all software contained within. diff --git a/SPFsmartGATE/LIVE/TMP/haystack/docker/docker-bake.hcl b/SPFsmartGATE/LIVE/TMP/haystack/docker/docker-bake.hcl new file mode 100644 index 0000000000000000000000000000000000000000..72cdd3393d0570850f4a07b6f638a21c37753294 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/docker/docker-bake.hcl @@ -0,0 +1,34 @@ +variable "HAYSTACK_VERSION" { + default = "main" +} + +variable "GITHUB_REF" { + default = "" +} + +variable "IMAGE_NAME" { + default = "deepset/haystack" +} + +variable "IMAGE_TAG_SUFFIX" { + default = "local" +} + +variable "BASE_IMAGE_TAG_SUFFIX" { + default = "local" +} + +variable "HAYSTACK_EXTRAS" { + default = "" +} + +target "base" { + dockerfile = "Dockerfile.base" + tags = ["${IMAGE_NAME}:base-${IMAGE_TAG_SUFFIX}"] + args = { + build_image = "python:3.12-slim" + base_image = "python:3.12-slim" + haystack_version = "${HAYSTACK_VERSION}" + } + platforms = ["linux/amd64", "linux/arm64"] +} diff --git a/SPFsmartGATE/LIVE/TMP/haystack/docs/README.md b/SPFsmartGATE/LIVE/TMP/haystack/docs/README.md new file mode 100644 index 0000000000000000000000000000000000000000..5e5c1e877ee3d2e1405dd1a4100344858f2aa94f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/docs/README.md @@ -0,0 +1,57 @@ +# :ledger: Looking for the docs? + +You can find Haystack's documentation at https://docs.haystack.deepset.ai/. + +# :computer: How to update docs? + +## Overview, Components, Pipeline Nodes, and Guides + +You can find these docs on the Haystack Docs page: https://docs.haystack.deepset.ai/docs/get_started. If you want to contribute, and we welcome every contribution, do the following: +1. Make sure you're on the right version (check the version expanding list in the top left corner). +2. Use the "Suggest Edits" link you can find in the top right corner of every page. +3. Suggest a change right in the docs and click **Submit Suggested Edits**. +4. Optionally, leave us a comment and submit your change. + +Once we take care of it, you'll get an email telling you the change's been merged, or not. If not, we'll give you the reason why. + +Make sure to check our [Contribution Guidelines](https://github.com/deepset-ai/haystack/blob/main/CONTRIBUTING.md). + +## Tutorials + +The Tutorials live in a separate repo: https://github.com/deepset-ai/haystack-tutorials. For instructions on how to contribute to tutorials, see [Contributing to Tutorials](https://github.com/deepset-ai/haystack-tutorials/blob/main/Contributing.md#contributing-to-haystack-tutorials). + +## API Reference + +We use Pydoc-Markdown to create Markdown files from the docstrings in our code. There is a Github Action that regenerates the API pages with each commit. + +If you want to generate a new Markdown file for a new Haystack module, create a `.yml` file in `docs/src/api/api` which configures how Pydoc-Markdown will generate the page and commit it to main. + +All the updates to doctrings get pushed to documentation when you commit to the main branch. + +### Configuration + +Pydoc will read the configuration from a `.yml` file which is located under `/haystack/docs/_src/api/pydoc`. Our files contain three main sections: + +- **loader**: A list of plugins that load API objects from python source files. + - **type**: Loader for python source files + - **search_path**: Location of source files + - **modules**: Module which are used for generating the markdown file + - **ignore_when_discovered**: Define which files should be ignored +- **processor**: A list of plugins that process API objects to modify their docstrings (e.g. to adapt them from a documentation format to Markdown or to remove items that should not be rendered into the documentation). + - **type: filter**: Filter for specific modules + - **documented_only**: Only documented API objects + - **do_not_filter_modules**: Do not filter module objects + - **skip_empty_modules**: Skip modules without content +- **renderer**: A plugin that produces the output files. We use a custom ReadmeRenderer based on the Markdown renderer. It makes sure the Markdown files comply with ReadMe requirements. + - **type**: Define the renderer which you want to use. We are using the ReadmeRenderer to make sure the files display properly in ReadMe. + - **excerpt**: Add a short description of the page. It shows up right below the page title. + - **category**: This is the ReadMe category ID to make sure the doc lands in the right section of Haystack docs. + - **title**: The title of the doc as it will appear on the website. Make sure you always add "API" at the end. + - **slug**: The page slug, each word should be separated with a dash. + - **order**: Pages are ordered alphabetically. This defines where in the TOC the page lands. + - markdown: + - **descriptive_class_title**: Remove the word "Object" from class titles. + - **descriptive_module_title**: Adding the word “Module” before the module name. + - **add_method_class_prefix**: Add the class name as a prefix to method names. + - **add_member_class_prefix**: Add the class name as a prefix to member names. + - **filename**: File name of the generated file, use underscores to separate each word. diff --git a/SPFsmartGATE/LIVE/TMP/haystack/e2e/__init__.py b/SPFsmartGATE/LIVE/TMP/haystack/e2e/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c1764a6e039233b694403c434fa97c13e847f6ba --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/e2e/__init__.py @@ -0,0 +1,3 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/e2e/conftest.py b/SPFsmartGATE/LIVE/TMP/haystack/e2e/conftest.py new file mode 100644 index 0000000000000000000000000000000000000000..f355bb492fe37db0bf7756bc3ffade871c03891c --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/e2e/conftest.py @@ -0,0 +1,16 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +from pathlib import Path + +import pytest + +from haystack.testing.test_utils import set_all_seeds + +set_all_seeds(0) + + +@pytest.fixture +def samples_path(): + return Path(__file__).parent / "samples" diff --git a/SPFsmartGATE/LIVE/TMP/haystack/examples/README.md b/SPFsmartGATE/LIVE/TMP/haystack/examples/README.md new file mode 100644 index 0000000000000000000000000000000000000000..09feb7f18b84b1c6abd9ada958e8631e49c17109 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/examples/README.md @@ -0,0 +1,5 @@ +# Examples have been moved! + +If you're searching for Haystack examples we moved them into a dedicated repository. + +You can find all the example cookbooks [👉 here 👈](https://github.com/deepset-ai/haystack-cookbook/). diff --git a/SPFsmartGATE/LIVE/TMP/haystack/haystack/__init__.py b/SPFsmartGATE/LIVE/TMP/haystack/haystack/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..a8712024c887d030eaca80ae4eabb26d2ebe9353 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/haystack/__init__.py @@ -0,0 +1,34 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +import haystack.logging +import haystack.tracing +from haystack.core.component import component +from haystack.core.errors import ComponentError, DeserializationError +from haystack.core.pipeline import Pipeline, PredefinedPipeline +from haystack.core.serialization import default_from_dict, default_to_dict +from haystack.dataclasses import Answer, Document, ExtractedAnswer, GeneratedAnswer + +# Initialize the logging configuration +# This is a no-op unless `structlog` is installed +haystack.logging.configure_logging() + +# Same for tracing (no op if `opentelemetry` or `ddtrace` is not installed) +haystack.tracing.auto_enable_tracing() + +__all__ = [ + "component", + "default_from_dict", + "default_to_dict", + "DeserializationError", + "ComponentError", + "Pipeline", + "PredefinedPipeline", + "Document", + "Answer", + "GeneratedAnswer", + "ExtractedAnswer", +] + +# FIXME: remove before merging PR diff --git a/SPFsmartGATE/LIVE/TMP/haystack/haystack/errors.py b/SPFsmartGATE/LIVE/TMP/haystack/haystack/errors.py new file mode 100644 index 0000000000000000000000000000000000000000..e18cb8d5ab9ef8ad0c4ccde660af4853c0b6b664 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/haystack/errors.py @@ -0,0 +1,7 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + + +class FilterError(Exception): + pass diff --git a/SPFsmartGATE/LIVE/TMP/haystack/haystack/lazy_imports.py b/SPFsmartGATE/LIVE/TMP/haystack/haystack/lazy_imports.py new file mode 100644 index 0000000000000000000000000000000000000000..a2688fb624c015e0438584497ab701a6e35560a1 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/haystack/lazy_imports.py @@ -0,0 +1,50 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +from types import TracebackType +from typing import Optional, Type + +from lazy_imports.try_import import _DeferredImportExceptionContextManager + +DEFAULT_IMPORT_ERROR_MSG = "Try 'pip install {}'" + + +class LazyImport(_DeferredImportExceptionContextManager): + """ + Wrapper on top of lazy_import's _DeferredImportExceptionContextManager. + + It adds the possibility to customize the error messages. + """ + + def __init__(self, message: str = DEFAULT_IMPORT_ERROR_MSG) -> None: + super().__init__() + self.import_error_msg = message + + def __exit__( + self, exc_type: Optional[Type[Exception]], exc_value: Optional[Exception], traceback: Optional[TracebackType] + ) -> Optional[bool]: + """ + Exit the context manager. + + Args: + exc_type: + Raised exception type. :obj:`None` if nothing is raised. + exc_value: + Raised exception object. :obj:`None` if nothing is raised. + traceback: + Associated traceback. :obj:`None` if nothing is raised. + + Returns: + :obj:`None` if nothing is deferred, otherwise :obj:`True`. + :obj:`True` will suppress any exceptions avoiding them from propagating. + + """ + if isinstance(exc_value, ImportError): + message = ( + f"Failed to import '{exc_value.name}'. {self.import_error_msg.format(exc_value.name)}. " + f"Original error: {exc_value}" + ) + self._deferred = (exc_value, message) + return True + return None diff --git a/SPFsmartGATE/LIVE/TMP/haystack/haystack/logging.py b/SPFsmartGATE/LIVE/TMP/haystack/haystack/logging.py new file mode 100644 index 0000000000000000000000000000000000000000..fb0149a032b362813d3337fe8f66a109402656a7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/haystack/logging.py @@ -0,0 +1,393 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +import builtins +import functools +import logging +import os +import sys +import typing +from typing import Any, List, Optional + +if typing.TYPE_CHECKING: + from structlog.typing import EventDict, Processor, WrappedLogger + +HAYSTACK_LOGGING_USE_JSON_ENV_VAR = "HAYSTACK_LOGGING_USE_JSON" +HAYSTACK_LOGGING_IGNORE_STRUCTLOG_ENV_VAR = "HAYSTACK_LOGGING_IGNORE_STRUCTLOG" + + +class PatchedLogger(typing.Protocol): + """Class which enables using type checkers to find wrong logger usage.""" + + def debug( + self, + msg: str, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, + ) -> None: + """Log a debug message.""" + + def info( + self, + msg: str, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, + ) -> None: + """Log an info message.""" + + def warn( + self, + msg: str, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, + ) -> None: + """Log a warning message.""" + + def warning( + self, + msg: str, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, + ) -> None: + """Log a warning message.""" + + def error( + self, + msg: str, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, + ) -> None: + """Log an error message.""" + + def critical( + self, + msg: str, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, + ) -> None: + """Log a critical message.""" + + def exception( + self, + msg: str, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, + ) -> None: + """Log an exception message.""" + + def fatal( + self, + msg: str, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, + ) -> None: + """Log a fatal message.""" + + def log( + self, + level: int, + msg: str, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, + ) -> None: + """Log a message.""" + + def setLevel(self, level: int) -> None: + """Set the logging level.""" + + +def patch_log_method_to_kwargs_only(func: typing.Callable) -> typing.Callable: + """A decorator to make sure that a function is only called with keyword arguments.""" + + @functools.wraps(func) + def _log_only_with_kwargs( + msg, *, _: Any = None, exc_info: Any = None, stack_info: Any = False, stacklevel: int = 1, **kwargs: Any + ) -> Any: # we need the `_` to avoid a syntax error + existing_extra = kwargs.pop("extra", {}) + return func( + # we need to increase the stacklevel by 1 to point to the correct caller + # (otherwise it points to this function) + msg, + exc_info=exc_info, + stack_info=stack_info, + stacklevel=stacklevel + 1, + extra={**existing_extra, **kwargs}, + ) + + return _log_only_with_kwargs + + +def patch_log_with_level_method_to_kwargs_only(func: typing.Callable) -> typing.Callable: + """A decorator to make sure that a function is only called with keyword arguments.""" + + @functools.wraps(func) + def _log_only_with_kwargs( + level, + msg, + *, + _: Any = None, + exc_info: Any = None, + stack_info: Any = False, + stacklevel: int = 1, + **kwargs: Any, # we need the `_` to avoid a syntax error + ) -> Any: + existing_extra = kwargs.pop("extra", {}) + + return func( + level, + msg, + exc_info=exc_info, + stack_info=stack_info, + # we need to increase the stacklevel by 1 to point to the correct caller + # (otherwise it points to this function) + stacklevel=stacklevel + 1, + extra={**existing_extra, **kwargs}, + ) + + return _log_only_with_kwargs + + +def patch_make_records_to_use_kwarg_string_interpolation(original_make_records: typing.Callable) -> typing.Callable: + """A decorator to ensure string interpolation is used.""" + + @functools.wraps(original_make_records) + def _wrapper(name, level, fn, lno, msg, args, exc_info, func=None, extra=None, sinfo=None) -> Any: + safe_extra = extra or {} + try: + interpolated_msg = msg.format(**safe_extra) + except (KeyError, ValueError): + interpolated_msg = msg + return original_make_records(name, level, fn, lno, interpolated_msg, (), exc_info, func, extra, sinfo) + + return _wrapper + + +def _patch_structlog_call_information(logger: logging.Logger) -> None: + # structlog patches the findCaller to hide itself from the traceback. + # We need to patch their patch to hide `haystack.logging` from the traceback. + try: + from structlog._frames import _find_first_app_frame_and_name, _format_stack + from structlog.stdlib import _FixedFindCallerLogger + + if not isinstance(logger, _FixedFindCallerLogger): + return + + # completely copied from structlog. We only add `haystack.logging` to the list of ignored frames + # pylint: disable=unused-variable + def findCaller(stack_info: bool = False, stacklevel: int = 1) -> typing.Tuple[str, int, str, Optional[str]]: + try: + sinfo: Optional[str] + # we need to exclude `haystack.logging` from the stack + f, name = _find_first_app_frame_and_name(["logging", "haystack.logging"]) + sinfo = _format_stack(f) if stack_info else None + except Exception as error: + print(f"Error in findCaller: {error}") + + return f.f_code.co_filename, f.f_lineno, f.f_code.co_name, sinfo + + logger.findCaller = findCaller # type: ignore + except ImportError: + pass + + +def getLogger(name: str) -> PatchedLogger: + """ + Get the Haystack logger, a patched version of the one from the standard library. + + We patch the default logger methods to make sure that they are only called with keyword arguments. + We enforce keyword-arguments because + - it brings in consistency + - it makes structure logging effective, not just an available feature + """ + logger = logging.getLogger(name) + logger.debug = patch_log_method_to_kwargs_only(logger.debug) # type: ignore + logger.info = patch_log_method_to_kwargs_only(logger.info) # type: ignore + logger.warn = patch_log_method_to_kwargs_only(logger.warn) # type: ignore + logger.warning = patch_log_method_to_kwargs_only(logger.warning) # type: ignore + logger.error = patch_log_method_to_kwargs_only(logger.error) # type: ignore + logger.critical = patch_log_method_to_kwargs_only(logger.critical) # type: ignore + logger.exception = patch_log_method_to_kwargs_only(logger.exception) # type: ignore + logger.fatal = patch_log_method_to_kwargs_only(logger.fatal) # type: ignore + logger.log = patch_log_with_level_method_to_kwargs_only(logger.log) # type: ignore + + _patch_structlog_call_information(logger) + + # We also patch the `makeRecord` method to use keyword string interpolation + logger.makeRecord = patch_make_records_to_use_kwarg_string_interpolation(logger.makeRecord) # type: ignore + + return typing.cast(PatchedLogger, logger) + + +def add_line_and_file(_: "WrappedLogger", __: str, event_dict: "EventDict") -> "EventDict": + """Add line and file to log entries.""" + stdlib_record = event_dict.get("_record") + if not stdlib_record: + return event_dict + + event_dict["lineno"] = stdlib_record.lineno + event_dict["module"] = stdlib_record.name + + return event_dict + + +def correlate_logs_with_traces(_: "WrappedLogger", __: str, event_dict: "EventDict") -> "EventDict": + """ + Add correlation data for logs. + + This is useful if you want to correlate logs with traces. + """ + import haystack.tracing.tracer # to avoid circular imports + + if not haystack.tracing.is_tracing_enabled(): + return event_dict + + current_span = haystack.tracing.tracer.current_span() + if current_span: + event_dict.update(current_span.get_correlation_data_for_logs()) + + return event_dict + + +def configure_logging(use_json: Optional[bool] = None) -> None: + """ + Configure logging for Haystack. + + - If `structlog` is not installed, we keep everything as it is. The user is responsible for configuring logging + themselves. + - If `structlog` is installed, we configure it to format log entries including its key-value data. To disable this + behavior set the environment variable `HAYSTACK_LOGGING_IGNORE_STRUCTLOG` to `true`. + - If `structlog` is installed, you can JSON format all logs. Enable this by + - setting the `use_json` parameter to `True` when calling this function + - setting the environment variable `HAYSTACK_LOGGING_USE_JSON` to `true` + """ + import haystack.utils.jupyter # to avoid circular imports + + try: + import structlog + from structlog.processors import ExceptionRenderer + from structlog.tracebacks import ExceptionDictTransformer + + except ImportError: + # structlog is not installed - fall back to standard logging + return + + if os.getenv(HAYSTACK_LOGGING_IGNORE_STRUCTLOG_ENV_VAR, "false").lower() == "true": + # If the user wants to ignore structlog, we don't configure it and fall back to standard logging + return + + # We roughly follow the structlog documentation here: + # https://www.structlog.org/en/stable/standard-library.html#rendering-using-structlog-based-formatters-within-logging + # This means that we use structlog to format the log entries for entries emitted via `logging` and `structlog`. + + if use_json is None: # explicit parameter takes precedence over everything else + use_json_env_var = os.getenv(HAYSTACK_LOGGING_USE_JSON_ENV_VAR) + if use_json_env_var is None: + # We try to guess if we are in an interactive terminal or not + interactive_terminal = ( + sys.stderr.isatty() or hasattr(builtins, "__IPYTHON__") or haystack.utils.jupyter.is_in_jupyter() + ) + use_json = not interactive_terminal + else: + # User gave us an explicit value via environment variable + use_json = use_json_env_var.lower() == "true" + + shared_processors: List[Processor] = [ + # Add the log level to the event_dict for structlog to use + structlog.stdlib.add_log_level, + # Adds the current timestamp in ISO format to logs + structlog.processors.TimeStamper(fmt="iso"), + structlog.contextvars.merge_contextvars, + add_line_and_file, + ] + + if use_json: + # We only need that in sophisticated production setups where we want to correlate logs with traces + shared_processors.append(correlate_logs_with_traces) + + structlog.configure( + processors=shared_processors + [structlog.stdlib.ProcessorFormatter.wrap_for_formatter], + logger_factory=structlog.stdlib.LoggerFactory(ignore_frame_names=["haystack.logging"]), + cache_logger_on_first_use=True, + # This is a filter that will filter out log entries that are below the log level of the root logger. + wrapper_class=structlog.make_filtering_bound_logger(min_level=logging.root.getEffectiveLevel()), + ) + + renderers: List[Processor] + if use_json: + renderers = [ + ExceptionRenderer( + # don't show locals in production logs - this can be quite sensitive information + ExceptionDictTransformer(show_locals=False) + ), + structlog.processors.JSONRenderer(), + ] + else: + renderers = [structlog.dev.ConsoleRenderer()] + + formatter = structlog.stdlib.ProcessorFormatter( + # These run ONLY on `logging` entries that do NOT originate within + # structlog. + foreign_pre_chain=shared_processors + + [ + # Add the information from the `logging` `extras` to the event dictionary + structlog.stdlib.ExtraAdder() + ], + # These run on ALL entries after the pre_chain is done. + processors=[ + # Remove _record & _from_structlog. to avoid that this metadata is added to the final log record + structlog.stdlib.ProcessorFormatter.remove_processors_meta, + *renderers, + ], + ) + + handler = logging.StreamHandler() + handler.name = "HaystackLoggingHandler" + # Use OUR `ProcessorFormatter` to format all `logging` entries. + handler.setFormatter(formatter) + + root_logger = logging.getLogger() + # avoid adding our handler twice + old_handlers = [ + h + for h in root_logger.handlers + if not (isinstance(h, logging.StreamHandler) and h.name == "HaystackLoggingHandler") + ] + new_handlers = [handler, *old_handlers] + root_logger.handlers = new_handlers diff --git a/SPFsmartGATE/LIVE/TMP/haystack/haystack/version.py b/SPFsmartGATE/LIVE/TMP/haystack/haystack/version.py new file mode 100644 index 0000000000000000000000000000000000000000..a3133d5b2441a09819eaaf244303082cf0b5d034 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/haystack/version.py @@ -0,0 +1,10 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +from importlib import metadata + +try: + __version__ = str(metadata.version("haystack-ai")) +except metadata.PackageNotFoundError: + __version__ = "main" diff --git a/SPFsmartGATE/LIVE/TMP/haystack/proposals/0000-template.md b/SPFsmartGATE/LIVE/TMP/haystack/proposals/0000-template.md new file mode 100644 index 0000000000000000000000000000000000000000..b6b5ac209b717233bbdefc5e16bb59f68bdc8fe4 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/proposals/0000-template.md @@ -0,0 +1,64 @@ +- Title: (the title in plain english) +- Decision driver: (your name here) +- Start Date: (today's date, in format YYYY-MM-DD) +- Proposal PR: (fill in after opening the PR) +- Github Issue or Discussion: (only if available, link the original request for this change) + +# Summary + +Explain the feature briefly. + +# Basic example + +When applicable, write a snippet of code showing how the new feature would +be used. + +# Motivation + +Give us more background and explanation: Why do we need this feature? What use cases does it support? What's the expected +outcome? + +Focus on explaining the motivation for this feature. We'd like to understand it, so that even if we don't accept this +proposal, others can use the motivation to develop alternative solutions. + +# Detailed design + +This is the bulk of the proposal. Explain the design in enough detail for somebody +familiar with Haystack to understand, and for somebody familiar with the +implementation to implement. Get into specifics and corner-cases, +and include examples of how the feature is used. Also, if there's any new terminology involved, +define it here. + +# Drawbacks + +Look at the feature from the other side: what are the reasons why we should _not_ work on it? Consider the following: + +- What's the implementation cost, both in terms of code size and complexity? +- Can the solution you're proposing be implemented as a separate package, outside of Haystack? +- Does it teach people more about Haystack? +- How does this feature integrate with other existing and planned features? +- What's the cost of migrating existing Haystack pipelines (is it a breaking change?)? + +There are tradeoffs to choosing any path. Attempt to identify them here. + +# Alternatives + +What other designs have you considered? What's the impact of not adding this feature? + +# Adoption strategy + +If we implement this proposal, how will the existing Haystack users adopt it? Is +this a breaking change? Can we write a migration script? + +# How we teach this + +Would implementing this feature mean the documentation must be re-organized +or updated? Does it change how Haystack is taught to new developers at any level? + +How should this feature be taught to the existing Haystack users (for example with a page in the docs, +a tutorial, ...). + +# Unresolved questions + +Optional, but suggested for first drafts. What parts of the design are still +TBD? diff --git a/SPFsmartGATE/LIVE/TMP/haystack/proposals/README.md b/SPFsmartGATE/LIVE/TMP/haystack/proposals/README.md new file mode 100644 index 0000000000000000000000000000000000000000..8ddf37edeb51cfd25650cba13f5672d5eefe594f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/proposals/README.md @@ -0,0 +1,120 @@ +# Haystack proposals design process + +Most of the changes to Haystack, including bug fixes and small improvements, +are implemented through the normal Pull Request workflow, according to our +[contribution guidelines](../CONTRIBUTING.md). + +Some changes, though, are "substantial", and these are the ones we want to put through a bit +of a design process to make sure we're all on the same page before we invest the time +into the actual implementation of a new feature or a deep refactoring. + +We've introduced the "Proposals design process" to provide a +consistent and controlled path for such changes to Haystack. + +We will apply the same level of rigor to both core developers' and +Community's proposals. The primary difference between them is in the design phase: +core developers proposals tend to be submitted at the end of the design process +whereas the Community ones tend to be submitted at the beginning, as a way +to kickstart it. + +## When do I follow the process? + +Follow the process if you intend to make "substantial" changes to Haystack, `rest_api` or the process itself. What is +defined as a "substantial" change is evolving based on community norms and on what part of the project you are proposing +to change, but it may include the following: + +- A new feature that creates new API surface areas. +- A new component (Nodes, Pipelines, Document Stores). +- Removing features that already shipped in the current minor version. +- A deep refactoring that would require new tests or introduce new dependencies. +- A change that's complex enough to require multiple steps to be delivered. + +Some changes don't require a proposal, for example: + +- Minor bug fixes. +- Rephrasing, reorganizing, or otherwise "changing shape does not change meaning". +- Addition and removal of warnings or other error messages. +- Additions only likely to be noticed by other contributors, invisible to Haystack users. + +In any case, the core developers might politely ask you to submit a proposal before merging +a new feature when they see fit. + +## Before creating a proposal + +Laying some groundwork ahead of the proposal can make the process smoother. + +Although there is no single way to prepare for submitting a proposal, it is generally a good idea +to collect feedback from other project developers first, to make sure that the change is +is actually needed. As we're an open source community where everyone can impact the project, we all +need to make an effort to build consensus. + +When you're preparing for writing and submitting a proposal, talk the idea over on our official +[Discord server](https://haystack.deepset.ai/community/join) and in a Github +issue or discussion in the [Haystack repository](https://github.com/deepset-ai/haystack). + +## The process + +To get a major feature added to Haystack, you first merge the proposal into the Haystack repo as a Markdown file. +At that point, the proposal can be implemented and eventually included into the codebase. + +There are several people involved in the process: +- **Decision Driver**: the person creating the proposal. If the Decision Driver is not a core contributor themselves, + one will be assigned to the PR and will take care of facilitating the process. +- **Input Givers**: anybody reviewing or commenting the PR. +- **Approvers**: the core contributors approving the PR. + +During its lifecycle, a proposal can transition between the following states: +- **Review**: proposal is getting feedback. +- **Final Comment**: proposal received approval from 3 core contributors; this state must be kept for a grace period of + 3 calendar days. +- **Active**: proposal was approved and merged and can be implemented if not already. +- **Stale**: proposal didn't get any update in the last 30 days and will be closed after a grace period of 10 days. +- **Rejected**: proposal was actively rejected and the reasons explained. + + +To create a proposal: + +1. Copy `0000-template.md` to `text/0000-my-feature.md`, where 'my-feature' is a descriptive name of the feature you're + proposing. Don't assign an identification number yet. +2. Fill in the proposal. Pay attention to details. Proposals that present convincing motivation, + demonstrate an understanding of the feature impact, and honestly present the drawbacks and + alternatives tend to be received well. +3. Submit a pull request. This ensures the document receives design feedback from a larger community, + and as the Decision Driver, you should be prepared to revise it in response. +4. Rename the file using the PR number, for example from `text/0000-my-feature.md` to `text/4242-my-feature.md`. The + proposal is now in **Review** state. +5. Reach an agreement with the Input Givers and integrate the feedback you got. Proposals that have broad support are + much more likely to make progress than those that don't receive any comments. +6. Now it's time for the Approvers to decide whether the proposal is a candidate for inclusion in Haystack. Note that a + review from the core contributors may take a long time, and getting early feedback from members of the Community can + ease the process. +7. When the proposal enters the **Final Comment** state (see above), the PR will be marked accordingly, entering a + grace period lasting 3 calendar days during which a proposal can be modified based on feedback from core developers + or the Community. Big changes may trigger a new final comment period. +8. Approvers may reject a proposal once the public discussion and adding comments are over, adding the reason for + rejection. A core developer then closes the related PR. The proposal gets the **Rejected** state. +9. When the final comment period ends, the PR is merged and the proposal becomes **Active**. + +## What happens next + +Once a proposal becomes active, the authors are free to implement it and submit the feature as one or more pull +requests to the Haystack repo. Becoming 'active' is not a rubber stamp, and in particular still doesn't +mean the feature will ultimately be merged; it does mean that the core team has agreed to it in +principle and is open to merging it if the implementation reflects the contents of the proposal. + +The fact that a given proposal has been accepted and is 'active' doesn't imply it has a priority assigned or somebody's +currently working on it. + +To change an active proposal, open follow-up PRs. Our goal is to write each proposal so that +it reflects the final design of the feature, but the nature of the process means that we cannot +expect every merged proposal to actually reflect what the end result will be at the time of the next release. +That's why we try to keep each proposal document somewhat in sync with the feature as planned, tracking such +changes through follow-up pull requests to the document. + +As the author of a proposal, you're not obligated to implement it. Of course, the author (like any other developer) +is welcome to post an implementation for review after the proposal has been accepted. + +## Inspiration + +Haystack's proposals design process process owes its inspiration to the [React](https://github.com/reactjs/rfcs) and +[Rust](https://github.com/rust-lang/rfcs) RFC processes. We're open to changing it if needed. diff --git a/SPFsmartGATE/LIVE/TMP/haystack/releasenotes/config.yaml b/SPFsmartGATE/LIVE/TMP/haystack/releasenotes/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4ab01a3de79ab705ef79543ba0f8e6c0077c3bd --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/releasenotes/config.yaml @@ -0,0 +1,47 @@ +default_branch: main +collapse_pre_releases: true +pre_release_tag_re: (?P-(?:[ab]|rc)+\d*)$ +prelude_section_name: highlights +template: | + --- + highlights: > + Replace this text with content to appear at the top of the section for this + release. The highlights might repeat some details that are also present in other notes + from the same release, that's ok. Not every release note requires highlights, + use this section only to describe major features or notable changes. + upgrade: + - | + List upgrade notes here, or remove this section. + Upgrade notes should be rare: only list known/potential breaking changes, + or major changes that require user action before the upgrade. + Notes here must include steps that users can follow to 1. know if they're + affected and 2. handle the change gracefully on their end. + features: + - | + List new features here, or remove this section. + enhancements: + - | + List new behavior that is too small to be + considered a new feature, or remove this section. + issues: + - | + List known issues here, or remove this section. For example, if some change is experimental or known to not work in some cases, it should be mentioned here. + deprecations: + - | + List deprecations notes here, or remove this section. Deprecations should not be used for something that is removed in the release, use upgrade section instead. Deprecation should allow time for users to make necessary changes for the removal to happen in a future release. + security: + - | + Add security notes here, or remove this section. + fixes: + - | + Add normal bug fixes here, or remove this section. + +sections: + # The prelude section is implicitly included. + - [upgrade, Upgrade Notes] + - [features, New Features] + - [enhancements, Enhancement Notes] + - [issues, Known Issues] + - [deprecations, Deprecation Notes] + - [security, Security Notes] + - [fixes, Bug Fixes] diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/__init__.py b/SPFsmartGATE/LIVE/TMP/haystack/test/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c1764a6e039233b694403c434fa97c13e847f6ba --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/__init__.py @@ -0,0 +1,3 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/__pycache__/__init__.cpython-312.pyc b/SPFsmartGATE/LIVE/TMP/haystack/test/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..66693c8fd6ae73ed17fe29512bc7bdc3f5855497 Binary files /dev/null and b/SPFsmartGATE/LIVE/TMP/haystack/test/__pycache__/__init__.cpython-312.pyc differ diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/__pycache__/conftest.cpython-312-pytest-9.0.2.pyc b/SPFsmartGATE/LIVE/TMP/haystack/test/__pycache__/conftest.cpython-312-pytest-9.0.2.pyc new file mode 100644 index 0000000000000000000000000000000000000000..8d602c053fcbae41017ce7d9e7af7a736f8184f7 Binary files /dev/null and b/SPFsmartGATE/LIVE/TMP/haystack/test/__pycache__/conftest.cpython-312-pytest-9.0.2.pyc differ diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/__init__.py b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c1764a6e039233b694403c434fa97c13e847f6ba --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/__init__.py @@ -0,0 +1,3 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_hugging_face_api_document_embedder.py b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_hugging_face_api_document_embedder.py new file mode 100644 index 0000000000000000000000000000000000000000..b9332d5363276f8ccb05d5ba881bb1695f7eb34c --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_hugging_face_api_document_embedder.py @@ -0,0 +1,352 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import os +from unittest.mock import MagicMock, patch + +import random +import pytest +from huggingface_hub.utils import RepositoryNotFoundError + +from haystack.components.embedders import HuggingFaceAPIDocumentEmbedder +from haystack.dataclasses import Document +from haystack.utils.auth import Secret +from haystack.utils.hf import HFEmbeddingAPIType + + +@pytest.fixture +def mock_check_valid_model(): + with patch( + "haystack.components.embedders.hugging_face_api_document_embedder.check_valid_model", + MagicMock(return_value=None), + ) as mock: + yield mock + + +def mock_embedding_generation(json, **kwargs): + response = str([[random.random() for _ in range(384)] for _ in range(len(json["inputs"]))]).encode() + return response + + +class TestHuggingFaceAPIDocumentEmbedder: + def test_init_invalid_api_type(self): + with pytest.raises(ValueError): + HuggingFaceAPIDocumentEmbedder(api_type="invalid_api_type", api_params={}) + + def test_init_serverless(self, mock_check_valid_model): + model = "BAAI/bge-small-en-v1.5" + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, api_params={"model": model} + ) + + assert embedder.api_type == HFEmbeddingAPIType.SERVERLESS_INFERENCE_API + assert embedder.api_params == {"model": model} + assert embedder.prefix == "" + assert embedder.suffix == "" + assert embedder.truncate + assert not embedder.normalize + assert embedder.batch_size == 32 + assert embedder.progress_bar + assert embedder.meta_fields_to_embed == [] + assert embedder.embedding_separator == "\n" + + def test_init_serverless_invalid_model(self, mock_check_valid_model): + mock_check_valid_model.side_effect = RepositoryNotFoundError("Invalid model id") + with pytest.raises(RepositoryNotFoundError): + HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, api_params={"model": "invalid_model_id"} + ) + + def test_init_serverless_no_model(self): + with pytest.raises(ValueError): + HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, api_params={"param": "irrelevant"} + ) + + def test_init_tei(self): + url = "https://some_model.com" + + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE, api_params={"url": url} + ) + + assert embedder.api_type == HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE + assert embedder.api_params == {"url": url} + assert embedder.prefix == "" + assert embedder.suffix == "" + assert embedder.truncate + assert not embedder.normalize + assert embedder.batch_size == 32 + assert embedder.progress_bar + assert embedder.meta_fields_to_embed == [] + assert embedder.embedding_separator == "\n" + + def test_init_tei_invalid_url(self): + with pytest.raises(ValueError): + HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE, api_params={"url": "invalid_url"} + ) + + def test_init_tei_no_url(self): + with pytest.raises(ValueError): + HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE, api_params={"param": "irrelevant"} + ) + + def test_to_dict(self, mock_check_valid_model): + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + api_params={"model": "BAAI/bge-small-en-v1.5"}, + prefix="prefix", + suffix="suffix", + truncate=False, + normalize=True, + batch_size=128, + progress_bar=False, + meta_fields_to_embed=["meta_field"], + embedding_separator=" ", + ) + + data = embedder.to_dict() + + assert data == { + "type": "haystack.components.embedders.hugging_face_api_document_embedder.HuggingFaceAPIDocumentEmbedder", + "init_parameters": { + "api_type": "serverless_inference_api", + "api_params": {"model": "BAAI/bge-small-en-v1.5"}, + "token": {"env_vars": ["HF_API_TOKEN", "HF_TOKEN"], "strict": False, "type": "env_var"}, + "prefix": "prefix", + "suffix": "suffix", + "truncate": False, + "normalize": True, + "batch_size": 128, + "progress_bar": False, + "meta_fields_to_embed": ["meta_field"], + "embedding_separator": " ", + }, + } + + def test_from_dict(self, mock_check_valid_model): + data = { + "type": "haystack.components.embedders.hugging_face_api_document_embedder.HuggingFaceAPIDocumentEmbedder", + "init_parameters": { + "api_type": HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + "api_params": {"model": "BAAI/bge-small-en-v1.5"}, + "token": {"env_vars": ["HF_API_TOKEN", "HF_TOKEN"], "strict": False, "type": "env_var"}, + "prefix": "prefix", + "suffix": "suffix", + "truncate": False, + "normalize": True, + "batch_size": 128, + "progress_bar": False, + "meta_fields_to_embed": ["meta_field"], + "embedding_separator": " ", + }, + } + + embedder = HuggingFaceAPIDocumentEmbedder.from_dict(data) + + assert embedder.api_type == HFEmbeddingAPIType.SERVERLESS_INFERENCE_API + assert embedder.api_params == {"model": "BAAI/bge-small-en-v1.5"} + assert embedder.prefix == "prefix" + assert embedder.suffix == "suffix" + assert not embedder.truncate + assert embedder.normalize + assert embedder.batch_size == 128 + assert not embedder.progress_bar + assert embedder.meta_fields_to_embed == ["meta_field"] + assert embedder.embedding_separator == " " + + def test_prepare_texts_to_embed_w_metadata(self): + documents = [ + Document(content=f"document number {i}: content", meta={"meta_field": f"meta_value {i}"}) for i in range(5) + ] + + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE, + api_params={"url": "https://some_model.com"}, + token=Secret.from_token("fake-api-token"), + meta_fields_to_embed=["meta_field"], + embedding_separator=" | ", + ) + + prepared_texts = embedder._prepare_texts_to_embed(documents) + + assert prepared_texts == [ + "meta_value 0 | document number 0: content", + "meta_value 1 | document number 1: content", + "meta_value 2 | document number 2: content", + "meta_value 3 | document number 3: content", + "meta_value 4 | document number 4: content", + ] + + def test_prepare_texts_to_embed_w_suffix(self, mock_check_valid_model): + documents = [Document(content=f"document number {i}") for i in range(5)] + + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE, + api_params={"url": "https://some_model.com"}, + token=Secret.from_token("fake-api-token"), + prefix="my_prefix ", + suffix=" my_suffix", + ) + + prepared_texts = embedder._prepare_texts_to_embed(documents) + + assert prepared_texts == [ + "my_prefix document number 0 my_suffix", + "my_prefix document number 1 my_suffix", + "my_prefix document number 2 my_suffix", + "my_prefix document number 3 my_suffix", + "my_prefix document number 4 my_suffix", + ] + + def test_embed_batch(self, mock_check_valid_model): + texts = ["text 1", "text 2", "text 3", "text 4", "text 5"] + + with patch("huggingface_hub.InferenceClient.post") as mock_embedding_patch: + mock_embedding_patch.side_effect = mock_embedding_generation + + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + api_params={"model": "BAAI/bge-small-en-v1.5"}, + token=Secret.from_token("fake-api-token"), + ) + embeddings = embedder._embed_batch(texts_to_embed=texts, batch_size=2) + + assert mock_embedding_patch.call_count == 3 + + assert isinstance(embeddings, list) + assert len(embeddings) == len(texts) + for embedding in embeddings: + assert isinstance(embedding, list) + assert len(embedding) == 384 + assert all(isinstance(x, float) for x in embedding) + + def test_run_wrong_input_format(self, mock_check_valid_model): + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, api_params={"model": "BAAI/bge-small-en-v1.5"} + ) + + list_integers_input = [1, 2, 3] + + with pytest.raises(TypeError): + embedder.run(text=list_integers_input) + + def test_run_on_empty_list(self, mock_check_valid_model): + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + api_params={"model": "BAAI/bge-small-en-v1.5"}, + token=Secret.from_token("fake-api-token"), + ) + + empty_list_input = [] + result = embedder.run(documents=empty_list_input) + + assert result["documents"] is not None + assert not result["documents"] # empty list + + def test_run(self, mock_check_valid_model): + docs = [ + Document(content="I love cheese", meta={"topic": "Cuisine"}), + Document(content="A transformer is a deep learning architecture", meta={"topic": "ML"}), + ] + + with patch("huggingface_hub.InferenceClient.post") as mock_embedding_patch: + mock_embedding_patch.side_effect = mock_embedding_generation + + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + api_params={"model": "BAAI/bge-small-en-v1.5"}, + token=Secret.from_token("fake-api-token"), + prefix="prefix ", + suffix=" suffix", + meta_fields_to_embed=["topic"], + embedding_separator=" | ", + ) + + result = embedder.run(documents=docs) + + mock_embedding_patch.assert_called_once_with( + json={ + "inputs": [ + "prefix Cuisine | I love cheese suffix", + "prefix ML | A transformer is a deep learning architecture suffix", + ], + "truncate": True, + "normalize": False, + }, + task="feature-extraction", + ) + documents_with_embeddings = result["documents"] + + assert isinstance(documents_with_embeddings, list) + assert len(documents_with_embeddings) == len(docs) + for doc in documents_with_embeddings: + assert isinstance(doc, Document) + assert isinstance(doc.embedding, list) + assert len(doc.embedding) == 384 + assert all(isinstance(x, float) for x in doc.embedding) + + def test_run_custom_batch_size(self, mock_check_valid_model): + docs = [ + Document(content="I love cheese", meta={"topic": "Cuisine"}), + Document(content="A transformer is a deep learning architecture", meta={"topic": "ML"}), + ] + + with patch("huggingface_hub.InferenceClient.post") as mock_embedding_patch: + mock_embedding_patch.side_effect = mock_embedding_generation + + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + api_params={"model": "BAAI/bge-small-en-v1.5"}, + token=Secret.from_token("fake-api-token"), + prefix="prefix ", + suffix=" suffix", + meta_fields_to_embed=["topic"], + embedding_separator=" | ", + batch_size=1, + ) + + result = embedder.run(documents=docs) + + assert mock_embedding_patch.call_count == 2 + + documents_with_embeddings = result["documents"] + + assert isinstance(documents_with_embeddings, list) + assert len(documents_with_embeddings) == len(docs) + for doc in documents_with_embeddings: + assert isinstance(doc, Document) + assert isinstance(doc.embedding, list) + assert len(doc.embedding) == 384 + assert all(isinstance(x, float) for x in doc.embedding) + + @pytest.mark.flaky(reruns=5, reruns_delay=5) + @pytest.mark.integration + @pytest.mark.skipif( + not os.environ.get("HF_API_TOKEN", None), + reason="Export an env var called HF_API_TOKEN containing the Hugging Face token to run this test.", + ) + def test_live_run_serverless(self): + docs = [ + Document(content="I love cheese", meta={"topic": "Cuisine"}), + Document(content="A transformer is a deep learning architecture", meta={"topic": "ML"}), + ] + + embedder = HuggingFaceAPIDocumentEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + api_params={"model": "sentence-transformers/all-MiniLM-L6-v2"}, + meta_fields_to_embed=["topic"], + embedding_separator=" | ", + ) + result = embedder.run(documents=docs) + documents_with_embeddings = result["documents"] + + assert isinstance(documents_with_embeddings, list) + assert len(documents_with_embeddings) == len(docs) + for doc in documents_with_embeddings: + assert isinstance(doc, Document) + assert isinstance(doc.embedding, list) + assert len(doc.embedding) == 384 + assert all(isinstance(x, float) for x in doc.embedding) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_hugging_face_api_text_embedder.py b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_hugging_face_api_text_embedder.py new file mode 100644 index 0000000000000000000000000000000000000000..6e699fca2561766ebc425edd6b6f4d1f61be176e --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_hugging_face_api_text_embedder.py @@ -0,0 +1,180 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import os +from unittest.mock import MagicMock, patch + +import random +import pytest +from huggingface_hub.utils import RepositoryNotFoundError + +from haystack.components.embedders import HuggingFaceAPITextEmbedder +from haystack.utils.auth import Secret +from haystack.utils.hf import HFEmbeddingAPIType + + +@pytest.fixture +def mock_check_valid_model(): + with patch( + "haystack.components.embedders.hugging_face_api_text_embedder.check_valid_model", MagicMock(return_value=None) + ) as mock: + yield mock + + +def mock_embedding_generation(json, **kwargs): + response = str([[random.random() for _ in range(384)] for _ in range(len(json["inputs"]))]).encode() + return response + + +class TestHuggingFaceAPITextEmbedder: + def test_init_invalid_api_type(self): + with pytest.raises(ValueError): + HuggingFaceAPITextEmbedder(api_type="invalid_api_type", api_params={}) + + def test_init_serverless(self, mock_check_valid_model): + model = "BAAI/bge-small-en-v1.5" + embedder = HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, api_params={"model": model} + ) + + assert embedder.api_type == HFEmbeddingAPIType.SERVERLESS_INFERENCE_API + assert embedder.api_params == {"model": model} + assert embedder.prefix == "" + assert embedder.suffix == "" + assert embedder.truncate + assert not embedder.normalize + + def test_init_serverless_invalid_model(self, mock_check_valid_model): + mock_check_valid_model.side_effect = RepositoryNotFoundError("Invalid model id") + with pytest.raises(RepositoryNotFoundError): + HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, api_params={"model": "invalid_model_id"} + ) + + def test_init_serverless_no_model(self): + with pytest.raises(ValueError): + HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, api_params={"param": "irrelevant"} + ) + + def test_init_tei(self): + url = "https://some_model.com" + + embedder = HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE, api_params={"url": url} + ) + + assert embedder.api_type == HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE + assert embedder.api_params == {"url": url} + assert embedder.prefix == "" + assert embedder.suffix == "" + assert embedder.truncate + assert not embedder.normalize + + def test_init_tei_invalid_url(self): + with pytest.raises(ValueError): + HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE, api_params={"url": "invalid_url"} + ) + + def test_init_tei_no_url(self): + with pytest.raises(ValueError): + HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.TEXT_EMBEDDINGS_INFERENCE, api_params={"param": "irrelevant"} + ) + + def test_to_dict(self, mock_check_valid_model): + embedder = HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + api_params={"model": "BAAI/bge-small-en-v1.5"}, + prefix="prefix", + suffix="suffix", + truncate=False, + normalize=True, + ) + + data = embedder.to_dict() + + assert data == { + "type": "haystack.components.embedders.hugging_face_api_text_embedder.HuggingFaceAPITextEmbedder", + "init_parameters": { + "api_type": "serverless_inference_api", + "api_params": {"model": "BAAI/bge-small-en-v1.5"}, + "token": {"env_vars": ["HF_API_TOKEN", "HF_TOKEN"], "strict": False, "type": "env_var"}, + "prefix": "prefix", + "suffix": "suffix", + "truncate": False, + "normalize": True, + }, + } + + def test_from_dict(self, mock_check_valid_model): + data = { + "type": "haystack.components.embedders.hugging_face_api_text_embedder.HuggingFaceAPITextEmbedder", + "init_parameters": { + "api_type": HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + "api_params": {"model": "BAAI/bge-small-en-v1.5"}, + "token": {"env_vars": ["HF_API_TOKEN", "HF_TOKEN"], "strict": False, "type": "env_var"}, + "prefix": "prefix", + "suffix": "suffix", + "truncate": False, + "normalize": True, + }, + } + + embedder = HuggingFaceAPITextEmbedder.from_dict(data) + + assert embedder.api_type == HFEmbeddingAPIType.SERVERLESS_INFERENCE_API + assert embedder.api_params == {"model": "BAAI/bge-small-en-v1.5"} + assert embedder.prefix == "prefix" + assert embedder.suffix == "suffix" + assert not embedder.truncate + assert embedder.normalize + + def test_run_wrong_input_format(self, mock_check_valid_model): + embedder = HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, api_params={"model": "BAAI/bge-small-en-v1.5"} + ) + + list_integers_input = [1, 2, 3] + + with pytest.raises(TypeError): + embedder.run(text=list_integers_input) + + def test_run(self, mock_check_valid_model): + with patch("huggingface_hub.InferenceClient.post") as mock_embedding_patch: + mock_embedding_patch.side_effect = mock_embedding_generation + + embedder = HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + api_params={"model": "BAAI/bge-small-en-v1.5"}, + token=Secret.from_token("fake-api-token"), + prefix="prefix ", + suffix=" suffix", + ) + + result = embedder.run(text="The food was delicious") + + mock_embedding_patch.assert_called_once_with( + json={"inputs": ["prefix The food was delicious suffix"], "truncate": True, "normalize": False}, + task="feature-extraction", + ) + + assert len(result["embedding"]) == 384 + assert all(isinstance(x, float) for x in result["embedding"]) + + @pytest.mark.flaky(reruns=5, reruns_delay=5) + @pytest.mark.integration + @pytest.mark.skipif( + not os.environ.get("HF_API_TOKEN", None), + reason="Export an env var called HF_API_TOKEN containing the Hugging Face token to run this test.", + ) + def test_live_run_serverless(self): + embedder = HuggingFaceAPITextEmbedder( + api_type=HFEmbeddingAPIType.SERVERLESS_INFERENCE_API, + api_params={"model": "sentence-transformers/all-MiniLM-L6-v2"}, + ) + result = embedder.run(text="The food was delicious") + + assert len(result["embedding"]) == 384 + assert all(isinstance(x, float) for x in result["embedding"]) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_openai_document_embedder.py b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_openai_document_embedder.py new file mode 100644 index 0000000000000000000000000000000000000000..89ce62a929383ad3793e9373c6d42dfd3861e6ea --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_openai_document_embedder.py @@ -0,0 +1,242 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import os +from typing import List +from haystack.utils.auth import Secret + +import random +import pytest + +from haystack import Document +from haystack.components.embedders.openai_document_embedder import OpenAIDocumentEmbedder + + +def mock_openai_response(input: List[str], model: str = "text-embedding-ada-002", **kwargs) -> dict: + dict_response = { + "object": "list", + "data": [ + {"object": "embedding", "index": i, "embedding": [random.random() for _ in range(1536)]} + for i in range(len(input)) + ], + "model": model, + "usage": {"prompt_tokens": 4, "total_tokens": 4}, + } + + return dict_response + + +class TestOpenAIDocumentEmbedder: + def test_init_default(self, monkeypatch): + monkeypatch.setenv("OPENAI_API_KEY", "fake-api-key") + embedder = OpenAIDocumentEmbedder() + assert embedder.api_key.resolve_value() == "fake-api-key" + assert embedder.model == "text-embedding-ada-002" + assert embedder.organization is None + assert embedder.prefix == "" + assert embedder.suffix == "" + assert embedder.batch_size == 32 + assert embedder.progress_bar is True + assert embedder.meta_fields_to_embed == [] + assert embedder.embedding_separator == "\n" + assert embedder.client.max_retries == 5 + assert embedder.client.timeout == 30.0 + + def test_init_with_parameters(self, monkeypatch): + monkeypatch.setenv("OPENAI_TIMEOUT", "100") + monkeypatch.setenv("OPENAI_MAX_RETRIES", "10") + embedder = OpenAIDocumentEmbedder( + api_key=Secret.from_token("fake-api-key-2"), + model="model", + organization="my-org", + prefix="prefix", + suffix="suffix", + batch_size=64, + progress_bar=False, + meta_fields_to_embed=["test_field"], + embedding_separator=" | ", + timeout=40.0, + max_retries=1, + ) + assert embedder.api_key.resolve_value() == "fake-api-key-2" + assert embedder.organization == "my-org" + assert embedder.model == "model" + assert embedder.prefix == "prefix" + assert embedder.suffix == "suffix" + assert embedder.batch_size == 64 + assert embedder.progress_bar is False + assert embedder.meta_fields_to_embed == ["test_field"] + assert embedder.embedding_separator == " | " + assert embedder.client.max_retries == 1 + assert embedder.client.timeout == 40.0 + + def test_init_with_parameters_and_env_vars(self, monkeypatch): + monkeypatch.setenv("OPENAI_TIMEOUT", "100") + monkeypatch.setenv("OPENAI_MAX_RETRIES", "10") + embedder = OpenAIDocumentEmbedder( + api_key=Secret.from_token("fake-api-key-2"), + model="model", + organization="my-org", + prefix="prefix", + suffix="suffix", + batch_size=64, + progress_bar=False, + meta_fields_to_embed=["test_field"], + embedding_separator=" | ", + ) + assert embedder.api_key.resolve_value() == "fake-api-key-2" + assert embedder.organization == "my-org" + assert embedder.model == "model" + assert embedder.prefix == "prefix" + assert embedder.suffix == "suffix" + assert embedder.batch_size == 64 + assert embedder.progress_bar is False + assert embedder.meta_fields_to_embed == ["test_field"] + assert embedder.embedding_separator == " | " + assert embedder.client.max_retries == 10 + assert embedder.client.timeout == 100.0 + + def test_init_fail_wo_api_key(self, monkeypatch): + monkeypatch.delenv("OPENAI_API_KEY", raising=False) + with pytest.raises(ValueError, match="None of the .* environment variables are set"): + OpenAIDocumentEmbedder() + + def test_to_dict(self, monkeypatch): + monkeypatch.setenv("OPENAI_API_KEY", "fake-api-key") + component = OpenAIDocumentEmbedder() + data = component.to_dict() + assert data == { + "type": "haystack.components.embedders.openai_document_embedder.OpenAIDocumentEmbedder", + "init_parameters": { + "api_key": {"env_vars": ["OPENAI_API_KEY"], "strict": True, "type": "env_var"}, + "api_base_url": None, + "model": "text-embedding-ada-002", + "dimensions": None, + "organization": None, + "prefix": "", + "suffix": "", + "batch_size": 32, + "progress_bar": True, + "meta_fields_to_embed": [], + "embedding_separator": "\n", + }, + } + + def test_to_dict_with_custom_init_parameters(self, monkeypatch): + monkeypatch.setenv("ENV_VAR", "fake-api-key") + component = OpenAIDocumentEmbedder( + api_key=Secret.from_env_var("ENV_VAR", strict=False), + model="model", + organization="my-org", + prefix="prefix", + suffix="suffix", + batch_size=64, + progress_bar=False, + meta_fields_to_embed=["test_field"], + embedding_separator=" | ", + ) + data = component.to_dict() + assert data == { + "type": "haystack.components.embedders.openai_document_embedder.OpenAIDocumentEmbedder", + "init_parameters": { + "api_key": {"env_vars": ["ENV_VAR"], "strict": False, "type": "env_var"}, + "api_base_url": None, + "model": "model", + "dimensions": None, + "organization": "my-org", + "prefix": "prefix", + "suffix": "suffix", + "batch_size": 64, + "progress_bar": False, + "meta_fields_to_embed": ["test_field"], + "embedding_separator": " | ", + }, + } + + def test_prepare_texts_to_embed_w_metadata(self): + documents = [ + Document(content=f"document number {i}:\ncontent", meta={"meta_field": f"meta_value {i}"}) for i in range(5) + ] + + embedder = OpenAIDocumentEmbedder( + api_key=Secret.from_token("fake-api-key"), meta_fields_to_embed=["meta_field"], embedding_separator=" | " + ) + + prepared_texts = embedder._prepare_texts_to_embed(documents) + + # note that newline is replaced by space + assert prepared_texts == [ + "meta_value 0 | document number 0: content", + "meta_value 1 | document number 1: content", + "meta_value 2 | document number 2: content", + "meta_value 3 | document number 3: content", + "meta_value 4 | document number 4: content", + ] + + def test_prepare_texts_to_embed_w_suffix(self): + documents = [Document(content=f"document number {i}") for i in range(5)] + + embedder = OpenAIDocumentEmbedder( + api_key=Secret.from_token("fake-api-key"), prefix="my_prefix ", suffix=" my_suffix" + ) + + prepared_texts = embedder._prepare_texts_to_embed(documents) + + assert prepared_texts == [ + "my_prefix document number 0 my_suffix", + "my_prefix document number 1 my_suffix", + "my_prefix document number 2 my_suffix", + "my_prefix document number 3 my_suffix", + "my_prefix document number 4 my_suffix", + ] + + def test_run_wrong_input_format(self): + embedder = OpenAIDocumentEmbedder(api_key=Secret.from_token("fake-api-key")) + + # wrong formats + string_input = "text" + list_integers_input = [1, 2, 3] + + with pytest.raises(TypeError, match="OpenAIDocumentEmbedder expects a list of Documents as input"): + embedder.run(documents=string_input) + + with pytest.raises(TypeError, match="OpenAIDocumentEmbedder expects a list of Documents as input"): + embedder.run(documents=list_integers_input) + + def test_run_on_empty_list(self): + embedder = OpenAIDocumentEmbedder(api_key=Secret.from_token("fake-api-key")) + + empty_list_input = [] + result = embedder.run(documents=empty_list_input) + + assert result["documents"] is not None + assert not result["documents"] # empty list + + @pytest.mark.skipif(os.environ.get("OPENAI_API_KEY", "") == "", reason="OPENAI_API_KEY is not set") + @pytest.mark.integration + def test_run(self): + docs = [ + Document(content="I love cheese", meta={"topic": "Cuisine"}), + Document(content="A transformer is a deep learning architecture", meta={"topic": "ML"}), + ] + + model = "text-embedding-ada-002" + + embedder = OpenAIDocumentEmbedder(model=model, meta_fields_to_embed=["topic"], embedding_separator=" | ") + + result = embedder.run(documents=docs) + documents_with_embeddings = result["documents"] + + assert isinstance(documents_with_embeddings, list) + assert len(documents_with_embeddings) == len(docs) + for doc in documents_with_embeddings: + assert isinstance(doc, Document) + assert isinstance(doc.embedding, list) + assert len(doc.embedding) == 1536 + assert all(isinstance(x, float) for x in doc.embedding) + + assert ( + "text" in result["meta"]["model"] and "ada" in result["meta"]["model"] + ), "The model name does not contain 'text' and 'ada'" + + assert result["meta"]["usage"] == {"prompt_tokens": 15, "total_tokens": 15}, "Usage information does not match" diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_sentence_transformers_document_embedder.py b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_sentence_transformers_document_embedder.py new file mode 100644 index 0000000000000000000000000000000000000000..d8813f36f4902cfb0d00383474686dd3f1ed4d7f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_sentence_transformers_document_embedder.py @@ -0,0 +1,342 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +from unittest.mock import MagicMock, patch + +import random +import pytest +import torch + +from haystack import Document +from haystack.components.embedders.sentence_transformers_document_embedder import SentenceTransformersDocumentEmbedder +from haystack.utils import ComponentDevice, Secret + + +class TestSentenceTransformersDocumentEmbedder: + def test_init_default(self): + embedder = SentenceTransformersDocumentEmbedder(model="model") + assert embedder.model == "model" + assert embedder.device == ComponentDevice.resolve_device(None) + assert embedder.token == Secret.from_env_var(["HF_API_TOKEN", "HF_TOKEN"], strict=False) + assert embedder.prefix == "" + assert embedder.suffix == "" + assert embedder.batch_size == 32 + assert embedder.progress_bar is True + assert embedder.normalize_embeddings is False + assert embedder.meta_fields_to_embed == [] + assert embedder.embedding_separator == "\n" + assert embedder.trust_remote_code is False + assert embedder.truncate_dim is None + assert embedder.precision == "float32" + + def test_init_with_parameters(self): + embedder = SentenceTransformersDocumentEmbedder( + model="model", + device=ComponentDevice.from_str("cuda:0"), + token=Secret.from_token("fake-api-token"), + prefix="prefix", + suffix="suffix", + batch_size=64, + progress_bar=False, + normalize_embeddings=True, + meta_fields_to_embed=["test_field"], + embedding_separator=" | ", + trust_remote_code=True, + truncate_dim=256, + precision="int8", + ) + assert embedder.model == "model" + assert embedder.device == ComponentDevice.from_str("cuda:0") + assert embedder.token == Secret.from_token("fake-api-token") + assert embedder.prefix == "prefix" + assert embedder.suffix == "suffix" + assert embedder.batch_size == 64 + assert embedder.progress_bar is False + assert embedder.normalize_embeddings is True + assert embedder.meta_fields_to_embed == ["test_field"] + assert embedder.embedding_separator == " | " + assert embedder.trust_remote_code + assert embedder.truncate_dim == 256 + assert embedder.precision == "int8" + + def test_to_dict(self): + component = SentenceTransformersDocumentEmbedder(model="model", device=ComponentDevice.from_str("cpu")) + data = component.to_dict() + assert data == { + "type": "haystack.components.embedders.sentence_transformers_document_embedder.SentenceTransformersDocumentEmbedder", + "init_parameters": { + "model": "model", + "device": ComponentDevice.from_str("cpu").to_dict(), + "token": {"env_vars": ["HF_API_TOKEN", "HF_TOKEN"], "strict": False, "type": "env_var"}, + "prefix": "", + "suffix": "", + "batch_size": 32, + "progress_bar": True, + "normalize_embeddings": False, + "embedding_separator": "\n", + "meta_fields_to_embed": [], + "trust_remote_code": False, + "truncate_dim": None, + "model_kwargs": None, + "tokenizer_kwargs": None, + "config_kwargs": None, + "precision": "float32", + }, + } + + def test_to_dict_with_custom_init_parameters(self): + component = SentenceTransformersDocumentEmbedder( + model="model", + device=ComponentDevice.from_str("cuda:0"), + token=Secret.from_env_var("ENV_VAR", strict=False), + prefix="prefix", + suffix="suffix", + batch_size=64, + progress_bar=False, + normalize_embeddings=True, + meta_fields_to_embed=["meta_field"], + embedding_separator=" - ", + trust_remote_code=True, + truncate_dim=256, + model_kwargs={"torch_dtype": torch.float32}, + tokenizer_kwargs={"model_max_length": 512}, + config_kwargs={"use_memory_efficient_attention": True}, + precision="int8", + ) + data = component.to_dict() + + assert data == { + "type": "haystack.components.embedders.sentence_transformers_document_embedder.SentenceTransformersDocumentEmbedder", + "init_parameters": { + "model": "model", + "device": ComponentDevice.from_str("cuda:0").to_dict(), + "token": {"env_vars": ["ENV_VAR"], "strict": False, "type": "env_var"}, + "prefix": "prefix", + "suffix": "suffix", + "batch_size": 64, + "progress_bar": False, + "normalize_embeddings": True, + "embedding_separator": " - ", + "trust_remote_code": True, + "meta_fields_to_embed": ["meta_field"], + "truncate_dim": 256, + "model_kwargs": {"torch_dtype": "torch.float32"}, + "tokenizer_kwargs": {"model_max_length": 512}, + "config_kwargs": {"use_memory_efficient_attention": True}, + "precision": "int8", + }, + } + + def test_from_dict(self): + init_parameters = { + "model": "model", + "device": ComponentDevice.from_str("cuda:0").to_dict(), + "token": {"env_vars": ["ENV_VAR"], "strict": False, "type": "env_var"}, + "prefix": "prefix", + "suffix": "suffix", + "batch_size": 64, + "progress_bar": False, + "normalize_embeddings": True, + "embedding_separator": " - ", + "meta_fields_to_embed": ["meta_field"], + "trust_remote_code": True, + "truncate_dim": 256, + "model_kwargs": {"torch_dtype": "torch.float32"}, + "tokenizer_kwargs": {"model_max_length": 512}, + "config_kwargs": {"use_memory_efficient_attention": True}, + "precision": "int8", + } + component = SentenceTransformersDocumentEmbedder.from_dict( + { + "type": "haystack.components.embedders.sentence_transformers_document_embedder.SentenceTransformersDocumentEmbedder", + "init_parameters": init_parameters, + } + ) + assert component.model == "model" + assert component.device == ComponentDevice.from_str("cuda:0") + assert component.token == Secret.from_env_var("ENV_VAR", strict=False) + assert component.prefix == "prefix" + assert component.suffix == "suffix" + assert component.batch_size == 64 + assert component.progress_bar is False + assert component.normalize_embeddings is True + assert component.embedding_separator == " - " + assert component.trust_remote_code + assert component.meta_fields_to_embed == ["meta_field"] + assert component.truncate_dim == 256 + assert component.model_kwargs == {"torch_dtype": torch.float32} + assert component.tokenizer_kwargs == {"model_max_length": 512} + assert component.config_kwargs == {"use_memory_efficient_attention": True} + assert component.precision == "int8" + + def test_from_dict_no_default_parameters(self): + component = SentenceTransformersDocumentEmbedder.from_dict( + { + "type": "haystack.components.embedders.sentence_transformers_document_embedder.SentenceTransformersDocumentEmbedder", + "init_parameters": {}, + } + ) + assert component.model == "sentence-transformers/all-mpnet-base-v2" + assert component.device == ComponentDevice.resolve_device(None) + assert component.token == Secret.from_env_var(["HF_API_TOKEN", "HF_TOKEN"], strict=False) + assert component.prefix == "" + assert component.suffix == "" + assert component.batch_size == 32 + assert component.progress_bar is True + assert component.normalize_embeddings is False + assert component.embedding_separator == "\n" + assert component.trust_remote_code is False + assert component.meta_fields_to_embed == [] + assert component.truncate_dim is None + assert component.precision == "float32" + + def test_from_dict_none_device(self): + init_parameters = { + "model": "model", + "device": None, + "token": {"env_vars": ["ENV_VAR"], "strict": False, "type": "env_var"}, + "prefix": "prefix", + "suffix": "suffix", + "batch_size": 64, + "progress_bar": False, + "normalize_embeddings": True, + "embedding_separator": " - ", + "meta_fields_to_embed": ["meta_field"], + "trust_remote_code": True, + "truncate_dim": None, + "precision": "float32", + } + component = SentenceTransformersDocumentEmbedder.from_dict( + { + "type": "haystack.components.embedders.sentence_transformers_document_embedder.SentenceTransformersDocumentEmbedder", + "init_parameters": init_parameters, + } + ) + assert component.model == "model" + assert component.device == ComponentDevice.resolve_device(None) + assert component.token == Secret.from_env_var("ENV_VAR", strict=False) + assert component.prefix == "prefix" + assert component.suffix == "suffix" + assert component.batch_size == 64 + assert component.progress_bar is False + assert component.normalize_embeddings is True + assert component.embedding_separator == " - " + assert component.trust_remote_code + assert component.meta_fields_to_embed == ["meta_field"] + assert component.truncate_dim is None + assert component.precision == "float32" + + @patch( + "haystack.components.embedders.sentence_transformers_document_embedder._SentenceTransformersEmbeddingBackendFactory" + ) + def test_warmup(self, mocked_factory): + embedder = SentenceTransformersDocumentEmbedder( + model="model", + token=None, + device=ComponentDevice.from_str("cpu"), + tokenizer_kwargs={"model_max_length": 512}, + config_kwargs={"use_memory_efficient_attention": True}, + ) + mocked_factory.get_embedding_backend.assert_not_called() + embedder.warm_up() + embedder.embedding_backend.model.max_seq_length = 512 + mocked_factory.get_embedding_backend.assert_called_once_with( + model="model", + device="cpu", + auth_token=None, + trust_remote_code=False, + truncate_dim=None, + model_kwargs=None, + tokenizer_kwargs={"model_max_length": 512}, + config_kwargs={"use_memory_efficient_attention": True}, + ) + + @patch( + "haystack.components.embedders.sentence_transformers_document_embedder._SentenceTransformersEmbeddingBackendFactory" + ) + def test_warmup_doesnt_reload(self, mocked_factory): + embedder = SentenceTransformersDocumentEmbedder(model="model") + mocked_factory.get_embedding_backend.assert_not_called() + embedder.warm_up() + embedder.warm_up() + mocked_factory.get_embedding_backend.assert_called_once() + + def test_run(self): + embedder = SentenceTransformersDocumentEmbedder(model="model") + embedder.embedding_backend = MagicMock() + embedder.embedding_backend.embed = lambda x, **kwargs: [ + [random.random() for _ in range(16)] for _ in range(len(x)) + ] + + documents = [Document(content=f"document number {i}") for i in range(5)] + + result = embedder.run(documents=documents) + + assert isinstance(result["documents"], list) + assert len(result["documents"]) == len(documents) + for doc in result["documents"]: + assert isinstance(doc, Document) + assert isinstance(doc.embedding, list) + assert isinstance(doc.embedding[0], float) + + def test_run_wrong_input_format(self): + embedder = SentenceTransformersDocumentEmbedder(model="model") + + string_input = "text" + list_integers_input = [1, 2, 3] + + with pytest.raises( + TypeError, match="SentenceTransformersDocumentEmbedder expects a list of Documents as input" + ): + embedder.run(documents=string_input) + + with pytest.raises( + TypeError, match="SentenceTransformersDocumentEmbedder expects a list of Documents as input" + ): + embedder.run(documents=list_integers_input) + + def test_embed_metadata(self): + embedder = SentenceTransformersDocumentEmbedder( + model="model", meta_fields_to_embed=["meta_field"], embedding_separator="\n" + ) + embedder.embedding_backend = MagicMock() + documents = [Document(content=f"document number {i}", meta={"meta_field": f"meta_value {i}"}) for i in range(5)] + embedder.run(documents=documents) + embedder.embedding_backend.embed.assert_called_once_with( + [ + "meta_value 0\ndocument number 0", + "meta_value 1\ndocument number 1", + "meta_value 2\ndocument number 2", + "meta_value 3\ndocument number 3", + "meta_value 4\ndocument number 4", + ], + batch_size=32, + show_progress_bar=True, + normalize_embeddings=False, + precision="float32", + ) + + def test_prefix_suffix(self): + embedder = SentenceTransformersDocumentEmbedder( + model="model", + prefix="my_prefix ", + suffix=" my_suffix", + meta_fields_to_embed=["meta_field"], + embedding_separator="\n", + ) + embedder.embedding_backend = MagicMock() + documents = [Document(content=f"document number {i}", meta={"meta_field": f"meta_value {i}"}) for i in range(5)] + embedder.run(documents=documents) + embedder.embedding_backend.embed.assert_called_once_with( + [ + "my_prefix meta_value 0\ndocument number 0 my_suffix", + "my_prefix meta_value 1\ndocument number 1 my_suffix", + "my_prefix meta_value 2\ndocument number 2 my_suffix", + "my_prefix meta_value 3\ndocument number 3 my_suffix", + "my_prefix meta_value 4\ndocument number 4 my_suffix", + ], + batch_size=32, + show_progress_bar=True, + normalize_embeddings=False, + precision="float32", + ) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_sentence_transformers_text_embedder.py b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_sentence_transformers_text_embedder.py new file mode 100644 index 0000000000000000000000000000000000000000..195ee8efd1b58aaca4a42bbf27470250e6fe6892 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/components/embedders/test_sentence_transformers_text_embedder.py @@ -0,0 +1,298 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +from unittest.mock import MagicMock, patch + +import torch +import random +import pytest + +from haystack.components.embedders.sentence_transformers_text_embedder import SentenceTransformersTextEmbedder +from haystack.utils import ComponentDevice, Secret + + +class TestSentenceTransformersTextEmbedder: + def test_init_default(self): + embedder = SentenceTransformersTextEmbedder(model="model") + assert embedder.model == "model" + assert embedder.device == ComponentDevice.resolve_device(None) + assert embedder.token == Secret.from_env_var(["HF_API_TOKEN", "HF_TOKEN"], strict=False) + assert embedder.prefix == "" + assert embedder.suffix == "" + assert embedder.batch_size == 32 + assert embedder.progress_bar is True + assert embedder.normalize_embeddings is False + assert embedder.trust_remote_code is False + assert embedder.truncate_dim is None + assert embedder.precision == "float32" + + def test_init_with_parameters(self): + embedder = SentenceTransformersTextEmbedder( + model="model", + device=ComponentDevice.from_str("cuda:0"), + token=Secret.from_token("fake-api-token"), + prefix="prefix", + suffix="suffix", + batch_size=64, + progress_bar=False, + normalize_embeddings=True, + trust_remote_code=True, + truncate_dim=256, + precision="int8", + ) + assert embedder.model == "model" + assert embedder.device == ComponentDevice.from_str("cuda:0") + assert embedder.token == Secret.from_token("fake-api-token") + assert embedder.prefix == "prefix" + assert embedder.suffix == "suffix" + assert embedder.batch_size == 64 + assert embedder.progress_bar is False + assert embedder.normalize_embeddings is True + assert embedder.trust_remote_code is True + assert embedder.truncate_dim == 256 + assert embedder.precision == "int8" + + def test_to_dict(self): + component = SentenceTransformersTextEmbedder(model="model", device=ComponentDevice.from_str("cpu")) + data = component.to_dict() + assert data == { + "type": "haystack.components.embedders.sentence_transformers_text_embedder.SentenceTransformersTextEmbedder", + "init_parameters": { + "token": {"env_vars": ["HF_API_TOKEN", "HF_TOKEN"], "strict": False, "type": "env_var"}, + "model": "model", + "device": ComponentDevice.from_str("cpu").to_dict(), + "prefix": "", + "suffix": "", + "batch_size": 32, + "progress_bar": True, + "normalize_embeddings": False, + "trust_remote_code": False, + "truncate_dim": None, + "model_kwargs": None, + "tokenizer_kwargs": None, + "config_kwargs": None, + "precision": "float32", + }, + } + + def test_to_dict_with_custom_init_parameters(self): + component = SentenceTransformersTextEmbedder( + model="model", + device=ComponentDevice.from_str("cuda:0"), + token=Secret.from_env_var("ENV_VAR", strict=False), + prefix="prefix", + suffix="suffix", + batch_size=64, + progress_bar=False, + normalize_embeddings=True, + trust_remote_code=True, + truncate_dim=256, + model_kwargs={"torch_dtype": torch.float32}, + tokenizer_kwargs={"model_max_length": 512}, + config_kwargs={"use_memory_efficient_attention": False}, + precision="int8", + ) + data = component.to_dict() + assert data == { + "type": "haystack.components.embedders.sentence_transformers_text_embedder.SentenceTransformersTextEmbedder", + "init_parameters": { + "token": {"env_vars": ["ENV_VAR"], "strict": False, "type": "env_var"}, + "model": "model", + "device": ComponentDevice.from_str("cuda:0").to_dict(), + "prefix": "prefix", + "suffix": "suffix", + "batch_size": 64, + "progress_bar": False, + "normalize_embeddings": True, + "trust_remote_code": True, + "truncate_dim": 256, + "model_kwargs": {"torch_dtype": "torch.float32"}, + "tokenizer_kwargs": {"model_max_length": 512}, + "config_kwargs": {"use_memory_efficient_attention": False}, + "precision": "int8", + }, + } + + def test_to_dict_not_serialize_token(self): + component = SentenceTransformersTextEmbedder(model="model", token=Secret.from_token("fake-api-token")) + with pytest.raises(ValueError, match="Cannot serialize token-based secret"): + component.to_dict() + + def test_from_dict(self): + data = { + "type": "haystack.components.embedders.sentence_transformers_text_embedder.SentenceTransformersTextEmbedder", + "init_parameters": { + "token": {"env_vars": ["HF_API_TOKEN", "HF_TOKEN"], "strict": False, "type": "env_var"}, + "model": "model", + "device": ComponentDevice.from_str("cpu").to_dict(), + "prefix": "", + "suffix": "", + "batch_size": 32, + "progress_bar": True, + "normalize_embeddings": False, + "trust_remote_code": False, + "truncate_dim": None, + "model_kwargs": {"torch_dtype": "torch.float32"}, + "tokenizer_kwargs": {"model_max_length": 512}, + "config_kwargs": {"use_memory_efficient_attention": False}, + "precision": "float32", + }, + } + component = SentenceTransformersTextEmbedder.from_dict(data) + assert component.model == "model" + assert component.device == ComponentDevice.from_str("cpu") + assert component.token == Secret.from_env_var(["HF_API_TOKEN", "HF_TOKEN"], strict=False) + assert component.prefix == "" + assert component.suffix == "" + assert component.batch_size == 32 + assert component.progress_bar is True + assert component.normalize_embeddings is False + assert component.trust_remote_code is False + assert component.truncate_dim is None + assert component.model_kwargs == {"torch_dtype": torch.float32} + assert component.tokenizer_kwargs == {"model_max_length": 512} + assert component.config_kwargs == {"use_memory_efficient_attention": False} + assert component.precision == "float32" + + def test_from_dict_no_default_parameters(self): + data = { + "type": "haystack.components.embedders.sentence_transformers_text_embedder.SentenceTransformersTextEmbedder", + "init_parameters": {}, + } + component = SentenceTransformersTextEmbedder.from_dict(data) + assert component.model == "sentence-transformers/all-mpnet-base-v2" + assert component.device == ComponentDevice.resolve_device(None) + assert component.token == Secret.from_env_var(["HF_API_TOKEN", "HF_TOKEN"], strict=False) + assert component.prefix == "" + assert component.suffix == "" + assert component.batch_size == 32 + assert component.progress_bar is True + assert component.normalize_embeddings is False + assert component.trust_remote_code is False + assert component.truncate_dim is None + assert component.precision == "float32" + + def test_from_dict_none_device(self): + data = { + "type": "haystack.components.embedders.sentence_transformers_text_embedder.SentenceTransformersTextEmbedder", + "init_parameters": { + "token": {"env_vars": ["HF_API_TOKEN", "HF_TOKEN"], "strict": False, "type": "env_var"}, + "model": "model", + "device": None, + "prefix": "", + "suffix": "", + "batch_size": 32, + "progress_bar": True, + "normalize_embeddings": False, + "trust_remote_code": False, + "truncate_dim": 256, + "precision": "int8", + }, + } + component = SentenceTransformersTextEmbedder.from_dict(data) + assert component.model == "model" + assert component.device == ComponentDevice.resolve_device(None) + assert component.token == Secret.from_env_var(["HF_API_TOKEN", "HF_TOKEN"], strict=False) + assert component.prefix == "" + assert component.suffix == "" + assert component.batch_size == 32 + assert component.progress_bar is True + assert component.normalize_embeddings is False + assert component.trust_remote_code is False + assert component.truncate_dim == 256 + assert component.precision == "int8" + + @patch( + "haystack.components.embedders.sentence_transformers_text_embedder._SentenceTransformersEmbeddingBackendFactory" + ) + def test_warmup(self, mocked_factory): + embedder = SentenceTransformersTextEmbedder( + model="model", + token=None, + device=ComponentDevice.from_str("cpu"), + tokenizer_kwargs={"model_max_length": 512}, + ) + mocked_factory.get_embedding_backend.assert_not_called() + embedder.warm_up() + embedder.embedding_backend.model.max_seq_length = 512 + mocked_factory.get_embedding_backend.assert_called_once_with( + model="model", + device="cpu", + auth_token=None, + trust_remote_code=False, + truncate_dim=None, + model_kwargs=None, + tokenizer_kwargs={"model_max_length": 512}, + config_kwargs=None, + ) + + @patch( + "haystack.components.embedders.sentence_transformers_text_embedder._SentenceTransformersEmbeddingBackendFactory" + ) + def test_warmup_doesnt_reload(self, mocked_factory): + embedder = SentenceTransformersTextEmbedder(model="model") + mocked_factory.get_embedding_backend.assert_not_called() + embedder.warm_up() + embedder.warm_up() + mocked_factory.get_embedding_backend.assert_called_once() + + def test_run(self): + embedder = SentenceTransformersTextEmbedder(model="model") + embedder.embedding_backend = MagicMock() + embedder.embedding_backend.embed = lambda x, **kwargs: [ + [random.random() for _ in range(16)] for _ in range(len(x)) + ] + + text = "a nice text to embed" + + result = embedder.run(text=text) + embedding = result["embedding"] + + assert isinstance(embedding, list) + assert all(isinstance(el, float) for el in embedding) + + def test_run_wrong_input_format(self): + embedder = SentenceTransformersTextEmbedder(model="model") + embedder.embedding_backend = MagicMock() + + list_integers_input = [1, 2, 3] + + with pytest.raises(TypeError, match="SentenceTransformersTextEmbedder expects a string as input"): + embedder.run(text=list_integers_input) + + @pytest.mark.integration + def test_run_trunc(self): + """ + sentence-transformers/paraphrase-albert-small-v2 maps sentences & paragraphs to a 768 dimensional dense vector space + """ + checkpoint = "sentence-transformers/paraphrase-albert-small-v2" + text = "a nice text to embed" + + embedder_def = SentenceTransformersTextEmbedder(model=checkpoint) + embedder_def.warm_up() + result_def = embedder_def.run(text=text) + embedding_def = result_def["embedding"] + + embedder_trunc = SentenceTransformersTextEmbedder(model=checkpoint, truncate_dim=128) + embedder_trunc.warm_up() + result_trunc = embedder_trunc.run(text=text) + embedding_trunc = result_trunc["embedding"] + + assert len(embedding_def) == 768 + assert len(embedding_trunc) == 128 + + @pytest.mark.integration + def test_run_quantization(self): + """ + sentence-transformers/paraphrase-albert-small-v2 maps sentences & paragraphs to a 768 dimensional dense vector space + """ + checkpoint = "sentence-transformers/paraphrase-albert-small-v2" + text = "a nice text to embed" + + embedder_def = SentenceTransformersTextEmbedder(model=checkpoint, precision="int8") + embedder_def.warm_up() + result_def = embedder_def.run(text=text) + embedding_def = result_def["embedding"] + + assert len(embedding_def) == 768 + assert all(isinstance(el, int) for el in embedding_def) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/components/websearch/__init__.py b/SPFsmartGATE/LIVE/TMP/haystack/test/components/websearch/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c1764a6e039233b694403c434fa97c13e847f6ba --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/components/websearch/__init__.py @@ -0,0 +1,3 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/components/websearch/test_searchapi.py b/SPFsmartGATE/LIVE/TMP/haystack/test/components/websearch/test_searchapi.py new file mode 100644 index 0000000000000000000000000000000000000000..3eee31c2705fee17c6677d81b23c48084612ce6a --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/components/websearch/test_searchapi.py @@ -0,0 +1,444 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import os +from unittest.mock import Mock, patch + +import pytest +from requests import HTTPError, RequestException, Timeout + +from haystack import Document +from haystack.components.websearch.searchapi import SearchApiError, SearchApiWebSearch +from haystack.utils.auth import Secret + +EXAMPLE_SEARCHAPI_RESPONSE = { + "search_metadata": { + "id": "search_Y16dWXw4JOrIwNjjvqoKNGlE", + "status": "Success", + "created_at": "2023-11-22T16:10:56Z", + "request_time_taken": 1.98, + "parsing_time_taken": 0.16, + "total_time_taken": 2.15, + "request_url": "https://www.google.com/search?q=Who+is+CEO+of+Microsoft%3F&oq=Who+is+CEO+of+Microsoft%3F&gl=us&hl=en&ie=UTF-8", + "html_url": "https://www.searchapi.io/api/v1/searches/search_Y16dWXw4JOrIwNjjvqoKNGlE.html", + "json_url": "https://www.searchapi.io/api/v1/searches/search_Y16dWXw4JOrIwNjjvqoKNGlE", + }, + "search_parameters": { + "engine": "google", + "q": "Who is CEO of Microsoft?", + "device": "desktop", + "google_domain": "google.com", + "hl": "en", + "gl": "us", + }, + "search_information": { + "query_displayed": "Who is CEO of Microsoft?", + "total_results": 429000000, + "time_taken_displayed": 0.48, + }, + "answer_box": { + "type": "organic_result", + "title": "Microsoft Corporation/CEO", + "answer": "Satya Nadella", + "answer_date": "Feb 4, 2014–", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Satya+Nadella&stick=H4sIAAAAAAAAAONgVuLSz9U3KDQxqMjKesRoyi3w8sc9YSmdSWtOXmNU4-IKzsgvd80rySypFJLgYoOy-KR4uJC08Sxi5Q1OLKlMVPBLTEnNyUkEALvb1RBWAAAA&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQzIcDKAB6BAgyEAE", + "snippet": "Microsoft CEO Satya Nadella speaks during the OpenAI DevDay event on November 06, 2023 in San Francisco, California.", + "date": "1 day ago", + "organic_result": { + "title": "Microsoft CEO Satya Nadella's response to the OpenAI board ...", + "link": "https://fortune.com/2023/11/21/microsoft-ceo-satya-nadella-openai-ceo-sam-altman-move-fast-fix-things/#:~:text=Microsoft%20CEO%20Satya%20Nadella%20speaks,2023%20in%20San%20Francisco%2C%20California.", + "source": "Fortune", + "domain": "fortune.com", + "displayed_link": "https://fortune.com › 2023/11/21 › microsoft-ceo-satya-...", + }, + "people_also_search_for": [ + { + "title": "Sundar Pichai", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Sundar+Pichai&stick=H4sIAAAAAAAAAONgFuLQz9U3MCkuM1HiArEs01OKzU20-AJSi4rz84IzU1LLEyuLF7HyBpfmpSQWKQRkJmckZgIAJfaYezgAAAA&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQxA16BAgnEAQ", + }, + { + "title": "Steve Ballmer", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Steve+Ballmer&stick=H4sIAAAAAAAAAONgFuLQz9U3MCkuM1ECs8yTssu0-AJSi4rz84IzU1LLEyuLF7HyBpeklqUqOCXm5OSmFgEA31ogfDYAAAA&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQxA16BAgnEAY", + }, + { + "title": "Anupama Nadella", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Anupama+Nadella&stick=H4sIAAAAAAAAAONgFuLQz9U3MCkuM1Hi1U_XNzRMMjPMzTHMMtHiC0gtKs7PC85MSS1PrCxexMrvmFdakJibqOCXmJKak5MIAEx0yhM9AAAA&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQxA16BAgnEAg", + }, + { + "title": "Zain Nadella", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Zain+Nadella&stick=H4sIAAAAAAAAAONgFuLQz9U3MCkuM1Hi1U_XNzRMMjMyKCgsj9fiC0gtKs7PC85MSS1PrCxexMoTlZiZp-CXmJKak5MIANDRqOs6AAAA&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQxA16BAgnEAo", + }, + { + "title": "Bill Gates", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Bill+Gates&stick=H4sIAAAAAAAAAONgFuLQz9U3MCkuM1ECswzN80q0-AJSi4rz84IzU1LLEyuLF7FyOWXm5Ci4J5akFgMAF5_u-TMAAAA&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQxA16BAgnEAw", + }, + { + "title": "Shantanu Narayen", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Shantanu+Narayen&stick=H4sIAAAAAAAAAONgFuLQz9U3MCkuM1HiArGMzC0ts5O0-AJSi4rz84IzU1LLEyuLF7EKBGck5pUk5pUq-CUWJVam5gEA2xdRszsAAAA&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQxA16BAgnEA4", + }, + { + "title": "Paul Allen", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Paul+Allen&stick=H4sIAAAAAAAAAONgFuLQz9U3MCkuM1ECs0xLsnO1-AJSi4rz84IzU1LLEyuLF7FyBSSW5ig45uSk5gEA_4-yKDMAAAA&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQxA16BAgnEBA", + }, + ], + }, + "knowledge_graph": { + "kgmid": "/m/0q40xjj", + "knowledge_graph_type": "People", + "title": "Satya Nadella", + "type": "CEO of Microsoft", + "description": "Satya Narayana Nadella is an Indian-American business executive. He is the executive chairman and CEO of Microsoft, succeeding Steve Ballmer in 2014 as CEO and John W. Thompson in 2021 as chairman.", + "source": {"name": "Wikipedia", "link": "https://en.wikipedia.org/wiki/Satya_Nadella"}, + "born": "August 19, 1967 (age 56 years), Hyderabad, India", + "born_links": [ + { + "text": "Hyderabad, India", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Hyderabad&si=ALGXSlZS0YT-iRe81F2cKC9lM9KWTK4y0m5Atx8g9YliNNw2meVELJr66A46Jmr2L7YaEMWXarsN12T-Vg9bXBeu7mCHCG-SpT-gWQmluIDs5SvdST1r6rBUhcAOclNosjy4RgkGlWnecyHsBen2Ttz-NbCqTmTwwPK9ro0lfOFPb0CUDvLAkTbBXx4xNX7WWUJ19n0EWeuA&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQmxMoAHoECGUQAg", + } + ], + "awards": "Padma Bhushan, CNN-IBN Indian of the Year Global Indian", + "awards_links": [ + { + "text": "Padma Bhushan", + "link": 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"nominations": "CNN-IBN Indian of the Year Global Indian", + "nominations_links": [ + { + "text": "CNN-IBN Indian of the Year Global Indian", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=CNN-IBN+Indian+of+the+Year+Global+Indian&si=ALGXSlZZLz93Q5j8HVkpXyxpTaoqXw8cocmoi-DFAGsSj5diF8YzT48GvLer52UWWyGCjf3yeWD9YQzPqUV-LEVPLmirdkrJ_7HPexciHWOKnyaMVlh5LgokSYRM8a-Dib-kzfIaD6Uw_x_3lxo6j3NNKQbuBs4v4kkSCjL68joimLMo16eCX83PFrnvSsVKsgu6aFRoBYQt5p5NRofNfBXtVt2jzFVAWh23VsBHyyAxOuC2aQmgvKp-FGYymourIbHCdJ3rcx-Z&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQmxMoAHoECGIQAg", + } + ], + "books": "Hit Refresh: The Quest to Rediscover Microsoft's Soul and Imagine a Better Future for Everyone", + "books_links": [ + { + "text": "Hit Refresh: The Quest to Rediscover Microsoft's Soul and Imagine a Better Future for Everyone", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Hit+Refresh&si=ALGXSlZZLz93Q5j8HVkpXyxpTaoqXw8cocmoi-DFAGsSj5diFzM3kSV8cu0gYZuy4n6At7XJ8qKh8mnRaXfDbxUaZoS_kPW87tGFHpw6B9zAS2a52vwJDx-fkzytheyPXaMQENZSl3bwqC9Nz3bqn7-Pglqh0Bik5Ow9AdVr2XI8mdVktN4SkCIaPE4qQfjAurt8rjUVyQzu3OFQx04nfPH3Gv7vP8aKqg%3D%3D&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQmxMoAHoECGEQAg", + } + ], + "children": "Zain Nadella, Divya Nadella, Tara Nadella", + "children_links": [ + { + "text": "Zain Nadella", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Zain+Nadella&si=ALGXSlZZLz93Q5j8HVkpXyxpTaoqXw8cocmoi-DFAGsSj5diFxtguEvrMR1GmF2uy_-DLcVXwF5gosIuQudQPkad9bBUZxVKOG9PFdHXdEGQHrfXekG0E0x_raEKuDnHD6kk8_HfD3LZ57PWZ3Zyz0uhKPE15DfvA42IpAByWbms0fsgRw5IFCWwB5XMd3WM5U8KKsgeb_DmdoooQ_k3RrxO57jTcm5ZwgDlpBpGq0wj2Ksc2A65RQvA8NPJtpEqDcvEpJ4xWQ_tM_rHduCXRfsv9XFr84DzwA%3D%3D&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQmxMoAHoECGQQAg", + }, + { + "text": "Divya Nadella", + "link": 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Chief Executive Officer of Microsoft.", + "answer_highlight": "Satya Nadella", + "source": { + "title": "Satya Nadella - Stories - Microsoft News", + "link": "https://news.microsoft.com/exec/satya-nadella/#:~:text=Satya%20Nadella%20is%20Chairman%20and%20Chief%20Executive%20Officer%20of%20Microsoft.", + "source": "Microsoft", + "domain": "news.microsoft.com", + "displayed_link": "https://news.microsoft.com › exec › satya-nadella", + }, + "search": { + "title": "Search for: Who is the real CEO of Microsoft?", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Who+is+the+real+CEO+of+Microsoft%3F&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQzmd6BAgeEAY", + }, + }, + { + "question": "Who is the CEO of Microsoft 2023?", + "answer": "Microsoft Corp. chief executive officer Satya Nadella signaled that he'd be open to Sam Altman going back to OpenAI, rather than joining his company as part of a surprise move announced over the weekend.", + "date": "2 days ago", + "source": { + "title": "Microsoft CEO Satya Nadella signals willingness to have Sam Altman ...", + "link": "https://economictimes.indiatimes.com/tech/technology/microsoft-ceo-satya-nadella-signals-willingness-to-have-sam-altman-rejoin-openai/articleshow/105370026.cms#:~:text=Microsoft%20Corp.%20chief%20executive%20officer,move%20announced%20over%20the%20weekend.", + "source": "indiatimes.com", + "domain": "economictimes.indiatimes.com", + "displayed_link": "https://economictimes.indiatimes.com › tech › articleshow", + }, + "search": { + "title": "Search for: Who is the CEO of Microsoft 2023?", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Who+is+the+CEO+of+Microsoft+2023%3F&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQzmd6BAgcEAY", + }, + }, + { + "question": "How many degrees does Satya Nadella have?", + "answer": "He earned a bachelor's degree in electrical engineering from Mangalore University, a master's degree in computer science from the University of Wisconsin – Milwaukee and a master's degree in business administration from the University of Chicago.", + "source": { + "title": "Satya Nadella - Institutional - BlackRock", + "link": "https://www.blackrock.com/institutions/en-zz/biographies/satya-nadella#:~:text=He%20earned%20a%20bachelor's%20degree,from%20the%20University%20of%20Chicago.", + "source": "blackrock.com", + "domain": "www.blackrock.com", + "displayed_link": "https://www.blackrock.com › en-zz › biographies › satya...", + }, + "search": { + "title": "Search for: How many degrees does Satya Nadella have?", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=How+many+degrees+does+Satya+Nadella+have%3F&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQzmd6BAgdEAY", + }, + }, + { + "question": "How old is Satya Nadella?", + "answer_highlight": "56 years (August 19, 1967)", + "entity": {"subject": "Satya Nadella", "attribute": "Age", "value": "56 years (August 19, 1967)"}, + "search": { + "title": "Search for: How old is Satya Nadella?", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=How+old+is+Satya+Nadella%3F&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQzmd6BAgREAY", + }, + }, + ], + "related_searches": [ + { + "query": "Who is ceo of microsoft wife", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Who+is+ceo+of+microsoft+wife&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQ1QJ6BAhWEAE", + }, + { + "query": "Who is ceo of microsoft and microsoft", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Who+is+ceo+of+microsoft+and+microsoft&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQ1QJ6BAhVEAE", + }, + { + "query": "Who is ceo of microsoft wikipedia", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Who+is+ceo+of+microsoft+wikipedia&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQ1QJ6BAhUEAE", + }, + { + "query": "microsoft founder", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Microsoft+founder&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQ1QJ6BAhSEAE", + }, + { + "query": "Who is ceo of microsoft 2020", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Who+is+ceo+of+microsoft+2020&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQ1QJ6BAhTEAE", + }, + { + "query": "satya nadella net worth", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=Satya+Nadella+net+worth&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQ1QJ6BAhREAE", + }, + { + "query": "ceo of microsoft salary", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=CEO+of+Microsoft+salary&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQ1QJ6BAhQEAE", + }, + { + "query": "ceo of apple", + "link": "https://www.google.com/search?sca_esv=584620230&gl=us&hl=en&q=CEO+of+Apple&sa=X&ved=2ahUKEwi89re3_9eCAxU4IUQIHfHeB6MQ1QJ6BAhXEAE", + }, + ], +} + + +@pytest.fixture +def mock_searchapi_search_result(): + with patch("haystack.components.websearch.searchapi.requests.get") as mock_get: + mock_get.return_value = Mock(status_code=200, json=lambda: EXAMPLE_SEARCHAPI_RESPONSE) + yield mock_get + + +class TestSearchApiSearchAPI: + def test_init_fail_wo_api_key(self, monkeypatch): + monkeypatch.delenv("SEARCHAPI_API_KEY", raising=False) + with pytest.raises(ValueError, match="None of the .* environment variables are set"): + SearchApiWebSearch() + + def test_to_dict(self, monkeypatch): + monkeypatch.setenv("SEARCHAPI_API_KEY", "test-api-key") + component = SearchApiWebSearch( + top_k=10, allowed_domains=["testdomain.com"], search_params={"param": "test params"} + ) + data = component.to_dict() + assert data == { + "type": "haystack.components.websearch.searchapi.SearchApiWebSearch", + "init_parameters": { + "api_key": {"env_vars": ["SEARCHAPI_API_KEY"], "strict": True, "type": "env_var"}, + "top_k": 10, + "allowed_domains": ["testdomain.com"], + "search_params": {"param": "test params", "engine": "google"}, + }, + } + + @pytest.mark.parametrize("top_k", [1, 5, 7]) + def test_web_search_top_k(self, mock_searchapi_search_result, top_k: int): + ws = SearchApiWebSearch(api_key=Secret.from_token("test-api-key"), top_k=top_k) + results = ws.run(query="Who is CEO of Microsoft?") + documents = results["documents"] + links = results["links"] + assert len(documents) == len(links) == top_k + assert all(isinstance(doc, Document) for doc in documents) + assert all(isinstance(link, str) for link in links) + assert all(link.startswith("http") for link in links) + + @patch("requests.get") + def test_timeout_error(self, mock_get): + mock_get.side_effect = Timeout + ws = SearchApiWebSearch(api_key=Secret.from_token("test-api-key")) + + with pytest.raises(TimeoutError): + ws.run(query="Who is CEO of Microsoft?") + + @patch("requests.get") + def test_request_exception(self, mock_get): + mock_get.side_effect = RequestException + ws = SearchApiWebSearch(api_key=Secret.from_token("test-api-key")) + + with pytest.raises(SearchApiError): + ws.run(query="Who is CEO of Microsoft?") + + @patch("requests.get") + def test_bad_response_code(self, mock_get): + mock_response = mock_get.return_value + mock_response.status_code = 404 + mock_response.raise_for_status.side_effect = HTTPError + ws = SearchApiWebSearch(api_key=Secret.from_token("test-api-key")) + + with pytest.raises(SearchApiError): + ws.run(query="Who is CEO of Microsoft?") + + @pytest.mark.skipif( + not os.environ.get("SEARCHAPI_API_KEY", None), + reason="Export an env var called SEARCHAPI_API_KEY containing the SearchApi API key to run this test.", + ) + @pytest.mark.integration + def test_web_search(self): + ws = SearchApiWebSearch(top_k=10) + results = ws.run(query="Who is CEO of Microsoft?") + documents = results["documents"] + links = results["links"] + assert len(documents) == len(links) == 10 + assert all(isinstance(doc, Document) for doc in results) + assert all(isinstance(link, str) for link in links) + assert all(link.startswith("http") for link in links) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/components/websearch/test_serperdev.py b/SPFsmartGATE/LIVE/TMP/haystack/test/components/websearch/test_serperdev.py new file mode 100644 index 0000000000000000000000000000000000000000..a2fe33344c58e7278906efafd4d7d8907323f800 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/components/websearch/test_serperdev.py @@ -0,0 +1,199 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +import json +import os +from unittest.mock import Mock, patch +from haystack.utils.auth import Secret + +import pytest +from requests import Timeout, RequestException, HTTPError + +from haystack import Document +from haystack.components.websearch.serper_dev import SerperDevWebSearch, SerperDevError + + +EXAMPLE_SERPERDEV_RESPONSE = { + "searchParameters": { + "q": "Who is the boyfriend of Olivia Wilde?", + "gl": "us", + "hl": "en", + "autocorrect": True, + "type": "search", + }, + "organic": [ + { + "title": "Olivia Wilde embraces Jason Sudeikis amid custody battle, Harry Styles split - Page Six", + "link": "https://pagesix.com/2023/01/29/olivia-wilde-hugs-it-out-with-jason-sudeikis-after-harry-styles-split/", + "snippet": "Looks like Olivia Wilde and Jason Sudeikis are starting 2023 on good terms. Amid their highly publicized custody battle – and the actress' ...", + "date": "Jan 29, 2023", + "position": 1, + }, + { + "title": "Olivia Wilde Is 'Quietly Dating' Again Following Harry Styles Split: 'He Makes Her Happy'", + "link": "https://www.yahoo.com/now/olivia-wilde-quietly-dating-again-183844364.html", + "snippet": "Olivia Wilde is “quietly dating again” following her November 2022 split from Harry Styles, a source exclusively tells Life & Style.", + "date": "Feb 10, 2023", + "position": 2, + }, + { + "title": "Olivia Wilde and Harry Styles' Relationship Timeline: The Way They Were - Us Weekly", + "link": "https://www.usmagazine.com/celebrity-news/pictures/olivia-wilde-and-harry-styles-relationship-timeline/", + "snippet": "Olivia Wilde started dating Harry Styles after ending her years-long engagement to Jason Sudeikis — see their relationship timeline.", + "date": "Mar 10, 2023", + "imageUrl": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSgTcalNFvptTbYBiDXX55s8yCGfn6F1qbed9DAN16LvynTr9GayK5SPmY&s", + "position": 3, + }, + { + "title": "Olivia Wilde Is 'Ready to Date Again' After Harry Styles Split - Us Weekly", + "link": "https://www.usmagazine.com/celebrity-news/news/olivia-wilde-is-ready-to-date-again-after-harry-styles-split/", + "snippet": "Ready for love! Olivia Wilde is officially back on the dating scene following her split from her ex-boyfriend, Harry Styles.", + "date": "Mar 1, 2023", + "imageUrl": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRCRAeRy5sVE631ZctzbzuOF70xkIOHaTvh2K7dYvdiVBwALiKrIjpscok&s", + "position": 4, + }, + { + "title": "Harry Styles and Olivia Wilde's Definitive Relationship Timeline - Harper's Bazaar", + "link": "https://www.harpersbazaar.com/celebrity/latest/a35172115/harry-styles-olivia-wilde-relationship-timeline/", + "snippet": "November 2020: News breaks about Olivia splitting from fiancé Jason Sudeikis. ... In mid-November, news breaks of Olivia Wilde's split from Jason ...", + "date": "Feb 23, 2023", + "imageUrl": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRRqw3fvZOIGHEepxCc7yFAWYsS_v_1H6X-4nxyFJxdfRuFQw_BrI6JVzI&s", + "position": 5, + }, + { + "title": "Harry Styles and Olivia Wilde's Relationship Timeline - People", + "link": "https://people.com/music/harry-styles-olivia-wilde-relationship-timeline/", + "snippet": "Harry Styles and Olivia Wilde first met on the set of Don't Worry Darling and stepped out as a couple in January 2021. Relive all their biggest relationship ...", + "position": 6, + }, + { + "title": "Jason Sudeikis and Olivia Wilde's Relationship Timeline - People", + "link": "https://people.com/movies/jason-sudeikis-olivia-wilde-relationship-timeline/", + "snippet": "Jason Sudeikis and Olivia Wilde ended their engagement of seven years in 2020. Here's a complete timeline of their relationship.", + "date": "Mar 24, 2023", + "imageUrl": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSleZoXusQyJJe2WMgIuck_cVaJ8AE0_hU2QxsXzYvKANi55UQlv82yAVI&s", + "position": 7, + }, + { + "title": "Olivia Wilde's anger at ex-boyfriend Harry Styles: She resents him and thinks he was using her | Marca", + "link": "https://www.marca.com/en/lifestyle/celebrities/2023/02/23/63f779a4e2704e8d988b4624.html", + "snippet": "The two started dating after Wilde split up with actor Jason Sudeikisin 2020. However, their relationship came to an end last November.", + "date": "Feb 23, 2023", + "imageUrl": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQBgJF2mSnIWCvPrqUqM4WTI9xPNWPyLvHuune85swpB1yE_G8cy_7KRh0&s", + "position": 8, + }, + { + "title": "Olivia Wilde's dating history: Who has the actress dated? | The US Sun", + "link": "https://www.the-sun.com/entertainment/5221040/olivia-wildes-dating-history/", + "snippet": "AMERICAN actress Olivia Wilde started dating Harry Styles in January 2021 after breaking off her engagement the year prior.", + "date": "Nov 19, 2022", + "imageUrl": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTpm8BToVFHJoH6yRggg0fLocLT9mt6lwsnRxFFDNdDGhDydzQiSKZ9__g&s", + "position": 9, + }, + ], + "relatedSearches": [ + {"query": "Harry Styles girlfriends in order"}, + {"query": "Harry Styles and Olivia Wilde engaged"}, + {"query": "Harry Styles and Olivia Wilde wedding"}, + {"query": "Who is Harry Styles married to"}, + {"query": "Jason Sudeikis Olivia Wilde relationship"}, + {"query": "Olivia Wilde and Jason Sudeikis kids"}, + {"query": "Olivia Wilde children"}, + {"query": "Harry Styles and Olivia Wilde age difference"}, + {"query": "Jason Sudeikis Olivia Wilde, Harry Styles"}, + ], +} + + +@pytest.fixture +def mock_serper_dev_search_result(): + with patch("haystack.components.websearch.serper_dev.requests") as mock_run: + mock_run.post.return_value = Mock(status_code=200, json=lambda: EXAMPLE_SERPERDEV_RESPONSE) + yield mock_run + + +@pytest.fixture +def mock_serper_dev_search_result_no_snippet(): + resp = {**EXAMPLE_SERPERDEV_RESPONSE} + del resp["organic"][0]["snippet"] + with patch("haystack.components.websearch.serper_dev.requests") as mock_run: + mock_run.post.return_value = Mock(status_code=200, json=lambda: resp) + yield mock_run + + +class TestSerperDevSearchAPI: + def test_init_fail_wo_api_key(self, monkeypatch): + monkeypatch.delenv("SERPERDEV_API_KEY", raising=False) + with pytest.raises(ValueError, match="None of the .* environment variables are set"): + SerperDevWebSearch() + + def test_to_dict(self, monkeypatch): + monkeypatch.setenv("SERPERDEV_API_KEY", "test-api-key") + component = SerperDevWebSearch(top_k=10, allowed_domains=["test.com"], search_params={"param": "test"}) + data = component.to_dict() + assert data == { + "type": "haystack.components.websearch.serper_dev.SerperDevWebSearch", + "init_parameters": { + "api_key": {"env_vars": ["SERPERDEV_API_KEY"], "strict": True, "type": "env_var"}, + "top_k": 10, + "allowed_domains": ["test.com"], + "search_params": {"param": "test"}, + }, + } + + @pytest.mark.parametrize("top_k", [1, 5, 7]) + def test_web_search_top_k(self, mock_serper_dev_search_result, top_k: int): + ws = SerperDevWebSearch(api_key=Secret.from_token("test-api-key"), top_k=top_k) + results = ws.run(query="Who is the boyfriend of Olivia Wilde?") + documents = results["documents"] + links = results["links"] + assert len(documents) == len(links) == top_k + assert all(isinstance(doc, Document) for doc in documents) + assert all(isinstance(link, str) for link in links) + assert all(link.startswith("http") for link in links) + + def test_no_snippet(self, mock_serper_dev_search_result_no_snippet): + ws = SerperDevWebSearch(api_key=Secret.from_token("test-api-key"), top_k=1) + ws.run(query="Who is the boyfriend of Olivia Wilde?") + + @patch("requests.post") + def test_timeout_error(self, mock_post): + mock_post.side_effect = Timeout + ws = SerperDevWebSearch(api_key=Secret.from_token("test-api-key")) + + with pytest.raises(TimeoutError): + ws.run(query="Who is the boyfriend of Olivia Wilde?") + + @patch("requests.post") + def test_request_exception(self, mock_post): + mock_post.side_effect = RequestException + ws = SerperDevWebSearch(api_key=Secret.from_token("test-api-key")) + + with pytest.raises(SerperDevError): + ws.run(query="Who is the boyfriend of Olivia Wilde?") + + @patch("requests.post") + def test_bad_response_code(self, mock_post): + mock_response = mock_post.return_value + mock_response.status_code = 404 + mock_response.raise_for_status.side_effect = HTTPError + ws = SerperDevWebSearch(api_key=Secret.from_token("test-api-key")) + + with pytest.raises(SerperDevError): + ws.run(query="Who is the boyfriend of Olivia Wilde?") + + @pytest.mark.skipif( + not os.environ.get("SERPERDEV_API_KEY", None), + reason="Export an env var called SERPERDEV_API_KEY containing the SerperDev API key to run this test.", + ) + @pytest.mark.integration + def test_web_search(self): + ws = SerperDevWebSearch(top_k=10) + results = ws.run(query="Who is the boyfriend of Olivia Wilde?") + documents = results["documents"] + links = results["links"] + assert len(documents) == len(links) == 10 + assert all(isinstance(doc, Document) for doc in results) + assert all(isinstance(link, str) for link in links) + assert all(link.startswith("http") for link in links) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/conftest.py b/SPFsmartGATE/LIVE/TMP/haystack/test/conftest.py new file mode 100644 index 0000000000000000000000000000000000000000..3786061a78bc29ea35d1ed686d984c9be7ae4a01 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/conftest.py @@ -0,0 +1,98 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +from datetime import datetime +from pathlib import Path +from test.tracing.utils import SpyingTracer +from typing import Generator +from unittest.mock import Mock, patch + +import pytest +from openai.types.chat import ChatCompletion, ChatCompletionMessage +from openai.types.chat.chat_completion import Choice + +from haystack import tracing +from haystack.testing.test_utils import set_all_seeds + +set_all_seeds(0) + +# Tracing is disable by default to avoid failures in CI +tracing.disable_tracing() + + +@pytest.fixture() +def mock_tokenizer(): + """ + Tokenizes the string by splitting on spaces. + """ + tokenizer = Mock() + tokenizer.encode = lambda text: text.split() + tokenizer.decode = lambda tokens: " ".join(tokens) + return tokenizer + + +@pytest.fixture() +def test_files_path(): + return Path(__file__).parent / "test_files" + + +@pytest.fixture +def mock_chat_completion(): + """ + Mock the OpenAI API completion response and reuse it for tests + """ + with patch("openai.resources.chat.completions.Completions.create") as mock_chat_completion_create: + completion = ChatCompletion( + id="foo", + model="gpt-4", + object="chat.completion", + choices=[ + Choice( + finish_reason="stop", + logprobs=None, + index=0, + message=ChatCompletionMessage(content="Hello world!", role="assistant"), + ) + ], + created=int(datetime.now().timestamp()), + usage={"prompt_tokens": 57, "completion_tokens": 40, "total_tokens": 97}, + ) + + mock_chat_completion_create.return_value = completion + yield mock_chat_completion_create + + +@pytest.fixture(autouse=True) +def request_blocker(request: pytest.FixtureRequest, monkeypatch): + """ + This fixture is applied automatically to all tests. + Those that are not marked as integration will have the requests module + monkeypatched to avoid making HTTP requests by mistake. + """ + marker = request.node.get_closest_marker("integration") + if marker is not None: + return + + def urlopen_mock(self, method, url, *args, **kwargs): + raise RuntimeError(f"The test was about to {method} {self.scheme}://{self.host}{url}") + + monkeypatch.setattr("urllib3.connectionpool.HTTPConnectionPool.urlopen", urlopen_mock) + + +@pytest.fixture() +def spying_tracer() -> Generator[SpyingTracer, None, None]: + tracer = SpyingTracer() + tracing.enable_tracing(tracer) + + yield tracer + + # Make sure to disable tracing after the test to avoid affecting other tests + tracing.disable_tracing() + + +# Collecting this test is causing issues when running tests in CI +# as it's indirectly importing jsonschema which for some reason +# is causing collection to fail. +# See this issue: +# https://github.com/python-jsonschema/jsonschema/issues/1236 +collect_ignore = ["components/validators/test_json_schema.py"] diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/core/__init__.py b/SPFsmartGATE/LIVE/TMP/haystack/test/core/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c1764a6e039233b694403c434fa97c13e847f6ba --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/core/__init__.py @@ -0,0 +1,3 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/core/test_serialization.py b/SPFsmartGATE/LIVE/TMP/haystack/test/core/test_serialization.py new file mode 100644 index 0000000000000000000000000000000000000000..fd83122c33cfaebfccea7d5aee064bc823565c11 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/core/test_serialization.py @@ -0,0 +1,131 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import datetime + +import sys +from unittest.mock import Mock + +import pytest + +from haystack.core.pipeline import Pipeline +from haystack.core.component import component +from haystack.core.errors import DeserializationError, SerializationError +from haystack.testing import factory +from haystack.core.serialization import ( + default_to_dict, + default_from_dict, + generate_qualified_class_name, + import_class_by_name, + component_to_dict, +) + + +def test_default_component_to_dict(): + MyComponent = factory.component_class("MyComponent") + comp = MyComponent() + res = default_to_dict(comp) + assert res == {"type": "haystack.testing.factory.MyComponent", "init_parameters": {}} + + +def test_default_component_to_dict_with_init_parameters(): + MyComponent = factory.component_class("MyComponent") + comp = MyComponent() + res = default_to_dict(comp, some_key="some_value") + assert res == {"type": "haystack.testing.factory.MyComponent", "init_parameters": {"some_key": "some_value"}} + + +def test_default_component_from_dict(): + def custom_init(self, some_param): + self.some_param = some_param + + extra_fields = {"__init__": custom_init} + MyComponent = factory.component_class("MyComponent", extra_fields=extra_fields) + comp = default_from_dict( + MyComponent, {"type": "haystack.testing.factory.MyComponent", "init_parameters": {"some_param": 10}} + ) + assert isinstance(comp, MyComponent) + assert comp.some_param == 10 + + +def test_default_component_from_dict_without_type(): + with pytest.raises(DeserializationError, match="Missing 'type' in serialization data"): + default_from_dict(Mock, {}) + + +def test_default_component_from_dict_unregistered_component(request): + # We use the test function name as component name to make sure it's not registered. + # Since the registry is global we risk to have a component with the same name registered in another test. + component_name = request.node.name + + with pytest.raises(DeserializationError, match=f"Class '{component_name}' can't be deserialized as 'Mock'"): + default_from_dict(Mock, {"type": component_name}) + + +def test_from_dict_import_type(): + pipeline_dict = { + "metadata": {}, + "components": { + "greeter": { + "type": "haystack.testing.sample_components.greet.Greet", + "init_parameters": { + "message": "\nGreeting component says: Hi! The value is {value}\n", + "log_level": "INFO", + }, + } + }, + "connections": [], + } + + # remove the target component from the registry if already there + component.registry.pop("haystack.testing.sample_components.greet.Greet", None) + # remove the module from sys.modules if already there + sys.modules.pop("haystack.testing.sample_components.greet", None) + + p = Pipeline.from_dict(pipeline_dict) + + from haystack.testing.sample_components.greet import Greet + + assert type(p.get_component("greeter")) == Greet + + +def test_get_qualified_class_name(): + MyComponent = factory.component_class("MyComponent") + comp = MyComponent() + res = generate_qualified_class_name(type(comp)) + assert res == "haystack.testing.factory.MyComponent" + + +def test_import_class_by_name(): + data = "haystack.core.pipeline.Pipeline" + class_object = import_class_by_name(data) + class_instance = class_object() + assert isinstance(class_instance, Pipeline) + + +def test_import_class_by_name_no_valid_class(): + data = "some.invalid.class" + with pytest.raises(ImportError): + import_class_by_name(data) + + +class CustomData: + def __init__(self, a: int, b: str) -> None: + self.a = a + self.b = b + + +@component() +class UnserializableClass: + def __init__(self, a: int, b: str, c: CustomData) -> None: + self.a = a + self.b = b + self.c = c + + def run(self): + pass + + +def test_component_to_dict_invalid_type(): + with pytest.raises(SerializationError, match="unsupported value of type 'CustomData'"): + component_to_dict(UnserializableClass(1, "s", CustomData(99, "aa")), "invalid_component") diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_answer.py b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_answer.py new file mode 100644 index 0000000000000000000000000000000000000000..2b6e8066a07836aeb4c27576c67041ad6918c08a --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_answer.py @@ -0,0 +1,271 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +from pandas import DataFrame + +from haystack.dataclasses.answer import Answer, ExtractedAnswer, ExtractedTableAnswer, GeneratedAnswer +from haystack.dataclasses.document import Document + + +class TestExtractedAnswer: + def test_init(self): + answer = ExtractedAnswer( + data="42", + query="What is the answer?", + document=Document(content="I thought a lot about this. The answer is 42."), + context="The answer is 42.", + score=1.0, + document_offset=ExtractedAnswer.Span(42, 44), + context_offset=ExtractedAnswer.Span(14, 16), + meta={"meta_key": "meta_value"}, + ) + assert answer.data == "42" + assert answer.query == "What is the answer?" + assert answer.document == Document(content="I thought a lot about this. The answer is 42.") + assert answer.context == "The answer is 42." + assert answer.score == 1.0 + assert answer.document_offset == ExtractedAnswer.Span(42, 44) + assert answer.context_offset == ExtractedAnswer.Span(14, 16) + assert answer.meta == {"meta_key": "meta_value"} + + def test_protocol(self): + answer = ExtractedAnswer( + data="42", + query="What is the answer?", + document=Document(content="I thought a lot about this. The answer is 42."), + context="The answer is 42.", + score=1.0, + document_offset=ExtractedAnswer.Span(42, 44), + context_offset=ExtractedAnswer.Span(14, 16), + meta={"meta_key": "meta_value"}, + ) + assert isinstance(answer, Answer) + + def test_to_dict(self): + document = Document(content="I thought a lot about this. The answer is 42.") + answer = ExtractedAnswer( + data="42", + query="What is the answer?", + document=document, + context="The answer is 42.", + score=1.0, + document_offset=ExtractedAnswer.Span(42, 44), + context_offset=ExtractedAnswer.Span(14, 16), + meta={"meta_key": "meta_value"}, + ) + assert answer.to_dict() == { + "type": "haystack.dataclasses.answer.ExtractedAnswer", + "init_parameters": { + "data": "42", + "query": "What is the answer?", + "document": document.to_dict(flatten=False), + "context": "The answer is 42.", + "score": 1.0, + "document_offset": {"start": 42, "end": 44}, + "context_offset": {"start": 14, "end": 16}, + "meta": {"meta_key": "meta_value"}, + }, + } + + def test_from_dict(self): + answer = ExtractedAnswer.from_dict( + { + "type": "haystack.dataclasses.answer.ExtractedAnswer", + "init_parameters": { + "data": "42", + "query": "What is the answer?", + "document": { + "id": "8f800a524b139484fc719ecc35f971a080de87618319bc4836b784d69baca57f", + "content": "I thought a lot about this. The answer is 42.", + }, + "context": "The answer is 42.", + "score": 1.0, + "document_offset": {"start": 42, "end": 44}, + "context_offset": {"start": 14, "end": 16}, + "meta": {"meta_key": "meta_value"}, + }, + } + ) + assert answer.data == "42" + assert answer.query == "What is the answer?" + assert answer.document == Document( + id="8f800a524b139484fc719ecc35f971a080de87618319bc4836b784d69baca57f", + content="I thought a lot about this. The answer is 42.", + ) + assert answer.context == "The answer is 42." + assert answer.score == 1.0 + assert answer.document_offset == ExtractedAnswer.Span(42, 44) + assert answer.context_offset == ExtractedAnswer.Span(14, 16) + assert answer.meta == {"meta_key": "meta_value"} + + +class TestExtractedTableAnswer: + def test_init(self): + answer = ExtractedTableAnswer( + data="42", + query="What is the answer?", + document=Document(dataframe=DataFrame({"col1": [1, 2], "col2": [3, 4], "col3": [5, 42]})), + context=DataFrame({"col3": [5, 42]}), + score=1.0, + document_cells=[ExtractedTableAnswer.Cell(1, 2)], + context_cells=[ExtractedTableAnswer.Cell(1, 0)], + meta={"meta_key": "meta_value"}, + ) + assert answer.data == "42" + assert answer.query == "What is the answer?" + assert answer.document == Document(dataframe=DataFrame({"col1": [1, 2], "col2": [3, 4], "col3": [5, 42]})) + assert answer.context.equals(DataFrame({"col3": [5, 42]})) + assert answer.score == 1.0 + assert answer.document_cells == [ExtractedTableAnswer.Cell(1, 2)] + assert answer.context_cells == [ExtractedTableAnswer.Cell(1, 0)] + assert answer.meta == {"meta_key": "meta_value"} + + def test_protocol(self): + answer = ExtractedTableAnswer( + data="42", + query="What is the answer?", + document=Document(dataframe=DataFrame({"col1": [1, 2], "col2": [3, 4], "col3": [5, 42]})), + context=DataFrame({"col3": [5, 42]}), + score=1.0, + document_cells=[ExtractedTableAnswer.Cell(1, 2)], + context_cells=[ExtractedTableAnswer.Cell(1, 0)], + meta={"meta_key": "meta_value"}, + ) + assert isinstance(answer, Answer) + + def test_to_dict(self): + document = Document(dataframe=DataFrame({"col1": [1, 2], "col2": [3, 4], "col3": [5, 42]})) + answer = ExtractedTableAnswer( + data="42", + query="What is the answer?", + document=document, + context=DataFrame({"col3": [5, 42]}), + score=1.0, + document_cells=[ExtractedTableAnswer.Cell(1, 2)], + context_cells=[ExtractedTableAnswer.Cell(1, 0)], + meta={"meta_key": "meta_value"}, + ) + + assert answer.to_dict() == { + "type": "haystack.dataclasses.answer.ExtractedTableAnswer", + "init_parameters": { + "data": "42", + "query": "What is the answer?", + "document": document.to_dict(flatten=False), + "context": DataFrame({"col3": [5, 42]}).to_json(), + "score": 1.0, + "document_cells": [{"row": 1, "column": 2}], + "context_cells": [{"row": 1, "column": 0}], + "meta": {"meta_key": "meta_value"}, + }, + } + + def test_from_dict(self): + answer = ExtractedTableAnswer.from_dict( + { + "type": "haystack.dataclasses.answer.ExtractedTableAnswer", + "init_parameters": { + "data": "42", + "query": "What is the answer?", + "document": { + "id": "3b13a0d56a3697e27a874fcb621911c83c59388dec213909e9e40d5d9f0affed", + "dataframe": '{"col1":{"0":1,"1":2},"col2":{"0":3,"1":4},"col3":{"0":5,"1":42}}', + }, + "context": '{"col3":{"0":5,"1":42}}', + "score": 1.0, + "document_cells": [{"row": 1, "column": 2}], + "context_cells": [{"row": 1, "column": 0}], + "meta": {"meta_key": "meta_value"}, + }, + } + ) + assert answer.data == "42" + assert answer.query == "What is the answer?" + assert answer.document == Document( + id="3b13a0d56a3697e27a874fcb621911c83c59388dec213909e9e40d5d9f0affed", + dataframe=DataFrame({"col1": [1, 2], "col2": [3, 4], "col3": [5, 42]}), + ) + assert answer.context.equals(DataFrame({"col3": [5, 42]})) + assert answer.score == 1.0 + assert answer.document_cells == [ExtractedTableAnswer.Cell(1, 2)] + assert answer.context_cells == [ExtractedTableAnswer.Cell(1, 0)] + assert answer.meta == {"meta_key": "meta_value"} + + +class TestGeneratedAnswer: + def test_init(self): + answer = GeneratedAnswer( + data="42", + query="What is the answer?", + documents=[ + Document(id="1", content="The answer is 42."), + Document(id="2", content="I believe the answer is 42."), + Document(id="3", content="42 is definitely the answer."), + ], + meta={"meta_key": "meta_value"}, + ) + assert answer.data == "42" + assert answer.query == "What is the answer?" + assert answer.documents == [ + Document(id="1", content="The answer is 42."), + Document(id="2", content="I believe the answer is 42."), + Document(id="3", content="42 is definitely the answer."), + ] + assert answer.meta == {"meta_key": "meta_value"} + + def test_protocol(self): + answer = GeneratedAnswer( + data="42", + query="What is the answer?", + documents=[ + Document(id="1", content="The answer is 42."), + Document(id="2", content="I believe the answer is 42."), + Document(id="3", content="42 is definitely the answer."), + ], + meta={"meta_key": "meta_value"}, + ) + assert isinstance(answer, Answer) + + def test_to_dict(self): + documents = [ + Document(id="1", content="The answer is 42."), + Document(id="2", content="I believe the answer is 42."), + Document(id="3", content="42 is definitely the answer."), + ] + answer = GeneratedAnswer( + data="42", query="What is the answer?", documents=documents, meta={"meta_key": "meta_value"} + ) + assert answer.to_dict() == { + "type": "haystack.dataclasses.answer.GeneratedAnswer", + "init_parameters": { + "data": "42", + "query": "What is the answer?", + "documents": [d.to_dict(flatten=False) for d in documents], + "meta": {"meta_key": "meta_value"}, + }, + } + + def test_from_dict(self): + answer = GeneratedAnswer.from_dict( + { + "type": "haystack.dataclasses.answer.GeneratedAnswer", + "init_parameters": { + "data": "42", + "query": "What is the answer?", + "documents": [ + {"id": "1", "content": "The answer is 42."}, + {"id": "2", "content": "I believe the answer is 42."}, + {"id": "3", "content": "42 is definitely the answer."}, + ], + "meta": {"meta_key": "meta_value"}, + }, + } + ) + assert answer.data == "42" + assert answer.query == "What is the answer?" + assert answer.documents == [ + Document(id="1", content="The answer is 42."), + Document(id="2", content="I believe the answer is 42."), + Document(id="3", content="42 is definitely the answer."), + ] + assert answer.meta == {"meta_key": "meta_value"} diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_byte_stream.py b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_byte_stream.py new file mode 100644 index 0000000000000000000000000000000000000000..574f1671bf87335fc599b243a0be7686a35c8172 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_byte_stream.py @@ -0,0 +1,73 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import pytest + +from haystack.dataclasses import ByteStream + + +def test_from_file_path(tmp_path, request): + test_bytes = "Hello, world!\n".encode() + test_path = tmp_path / request.node.name + with open(test_path, "wb") as fd: + assert fd.write(test_bytes) + + b = ByteStream.from_file_path(test_path) + assert b.data == test_bytes + assert b.mime_type == None + + b = ByteStream.from_file_path(test_path, mime_type="text/plain") + assert b.data == test_bytes + assert b.mime_type == "text/plain" + + b = ByteStream.from_file_path(test_path, meta={"foo": "bar"}) + assert b.data == test_bytes + assert b.meta == {"foo": "bar"} + + +def test_from_string(): + test_string = "Hello, world!" + b = ByteStream.from_string(test_string) + assert b.data.decode() == test_string + assert b.mime_type == None + + b = ByteStream.from_string(test_string, mime_type="text/plain") + assert b.data.decode() == test_string + assert b.mime_type == "text/plain" + + b = ByteStream.from_string(test_string, meta={"foo": "bar"}) + assert b.data.decode() == test_string + assert b.meta == {"foo": "bar"} + + +def test_to_string(): + test_string = "Hello, world!" + b = ByteStream.from_string(test_string) + assert b.to_string() == test_string + + +def test_to_from_string_encoding(): + test_string = "Hello Baščaršija!" + with pytest.raises(UnicodeEncodeError): + ByteStream.from_string(test_string, encoding="ISO-8859-1") + + bs = ByteStream.from_string(test_string) # default encoding is utf-8 + + assert bs.to_string(encoding="ISO-8859-1") != test_string + assert bs.to_string(encoding="utf-8") == test_string + + +def test_to_string_encoding_error(): + # test that it raises ValueError if the encoding is not valid + b = ByteStream.from_string("Hello, world!") + with pytest.raises(UnicodeDecodeError): + b.to_string("utf-16") + + +def test_to_file(tmp_path, request): + test_str = "Hello, world!\n" + test_path = tmp_path / request.node.name + + ByteStream(test_str.encode()).to_file(test_path) + with open(test_path, "rb") as fd: + assert fd.read().decode() == test_str diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_chat_message.py b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_chat_message.py new file mode 100644 index 0000000000000000000000000000000000000000..642ff4d557207a767587a368747ad13c0405cb57 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_chat_message.py @@ -0,0 +1,107 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import pytest +from transformers import AutoTokenizer + +from haystack.dataclasses import ChatMessage, ChatRole +from haystack.components.generators.openai_utils import _convert_message_to_openai_format + + +def test_from_assistant_with_valid_content(): + content = "Hello, how can I assist you?" + message = ChatMessage.from_assistant(content) + assert message.content == content + assert message.role == ChatRole.ASSISTANT + + +def test_from_user_with_valid_content(): + content = "I have a question." + message = ChatMessage.from_user(content) + assert message.content == content + assert message.role == ChatRole.USER + + +def test_from_system_with_valid_content(): + content = "System message." + message = ChatMessage.from_system(content) + assert message.content == content + assert message.role == ChatRole.SYSTEM + + +def test_with_empty_content(): + message = ChatMessage.from_user("") + assert message.content == "" + + +def test_from_function_with_empty_name(): + content = "Function call" + message = ChatMessage.from_function(content, "") + assert message.content == content + assert message.name == "" + + +def test_to_openai_format(): + message = ChatMessage.from_system("You are good assistant") + assert _convert_message_to_openai_format(message) == {"role": "system", "content": "You are good assistant"} + + message = ChatMessage.from_user("I have a question") + assert _convert_message_to_openai_format(message) == {"role": "user", "content": "I have a question"} + + message = ChatMessage.from_function("Function call", "function_name") + assert _convert_message_to_openai_format(message) == { + "role": "function", + "content": "Function call", + "name": "function_name", + } + + +@pytest.mark.integration +def test_apply_chat_templating_on_chat_message(): + messages = [ChatMessage.from_system("You are good assistant"), ChatMessage.from_user("I have a question")] + tokenizer = AutoTokenizer.from_pretrained("HuggingFaceH4/zephyr-7b-beta") + formatted_messages = [_convert_message_to_openai_format(m) for m in messages] + tokenized_messages = tokenizer.apply_chat_template(formatted_messages, tokenize=False) + assert tokenized_messages == "<|system|>\nYou are good assistant\n<|user|>\nI have a question\n" + + +@pytest.mark.integration +def test_apply_custom_chat_templating_on_chat_message(): + anthropic_template = ( + "{%- for message in messages %}" + "{%- if message.role == 'user' %}\n\nHuman: {{ message.content.strip() }}" + "{%- elif message.role == 'assistant' %}\n\nAssistant: {{ message.content.strip() }}" + "{%- elif message.role == 'function' %}{{ raise('anthropic does not support function calls.') }}" + "{%- elif message.role == 'system' and loop.index == 1 %}{{ message.content }}" + "{%- else %}{{ raise('Invalid message role: ' + message.role) }}" + "{%- endif %}" + "{%- endfor %}" + "\n\nAssistant:" + ) + messages = [ChatMessage.from_system("You are good assistant"), ChatMessage.from_user("I have a question")] + # could be any tokenizer, let's use the one we already likely have in cache + tokenizer = AutoTokenizer.from_pretrained("HuggingFaceH4/zephyr-7b-beta") + formatted_messages = [_convert_message_to_openai_format(m) for m in messages] + tokenized_messages = tokenizer.apply_chat_template( + formatted_messages, chat_template=anthropic_template, tokenize=False + ) + assert tokenized_messages == "You are good assistant\nHuman: I have a question\nAssistant:" + + +def test_to_dict(): + message = ChatMessage.from_user("content") + message.meta["some"] = "some" + + assert message.to_dict() == {"content": "content", "role": "user", "name": None, "meta": {"some": "some"}} + + +def test_from_dict(): + assert ChatMessage.from_dict(data={"content": "text", "role": "user", "name": None}) == ChatMessage( + content="text", role=ChatRole("user"), name=None, meta={} + ) + + +def test_from_dict_with_meta(): + assert ChatMessage.from_dict( + data={"content": "text", "role": "user", "name": None, "meta": {"something": "something"}} + ) == ChatMessage(content="text", role=ChatRole("user"), name=None, meta={"something": "something"}) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_document.py b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_document.py new file mode 100644 index 0000000000000000000000000000000000000000..9e8d2a94fc3edcc7be5beef9c4c8921e0543bed8 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_document.py @@ -0,0 +1,317 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import pandas as pd +import pytest + +from haystack import Document +from haystack.dataclasses.byte_stream import ByteStream +from haystack.dataclasses.sparse_embedding import SparseEmbedding + + +@pytest.mark.parametrize( + "doc,doc_str", + [ + (Document(content="test text"), "content: 'test text'"), + ( + Document(dataframe=pd.DataFrame([["John", 25], ["Martha", 34]], columns=["name", "age"])), + "dataframe: (2, 2)", + ), + (Document(blob=ByteStream(b"hello, test string")), "blob: 18 bytes"), + ( + Document( + content="test text", + dataframe=pd.DataFrame([["John", 25], ["Martha", 34]], columns=["name", "age"]), + blob=ByteStream(b"hello, test string"), + ), + "content: 'test text', dataframe: (2, 2), blob: 18 bytes", + ), + ], +) +def test_document_str(doc, doc_str): + assert f"Document(id={doc.id}, {doc_str})" == str(doc) + + +def test_init(): + doc = Document() + assert doc.id == "d4675c57fcfe114db0b95f1da46eea3c5d6f5729c17d01fb5251ae19830a3455" + assert doc.content == None + assert doc.dataframe == None + assert doc.blob == None + assert doc.meta == {} + assert doc.score == None + assert doc.embedding == None + assert doc.sparse_embedding == None + + +def test_init_with_wrong_parameters(): + with pytest.raises(TypeError): + Document(text="") + + +def test_init_with_parameters(): + blob_data = b"some bytes" + sparse_embedding = SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.3]) + doc = Document( + content="test text", + dataframe=pd.DataFrame([0]), + blob=ByteStream(data=blob_data, mime_type="text/markdown"), + meta={"text": "test text"}, + score=0.812, + embedding=[0.1, 0.2, 0.3], + sparse_embedding=sparse_embedding, + ) + assert doc.id == "967b7bd4a21861ad9e863f638cefcbdd6bf6306bebdd30aa3fedf0c26bc636ed" + assert doc.content == "test text" + assert doc.dataframe is not None + assert doc.dataframe.equals(pd.DataFrame([0])) + assert doc.blob.data == blob_data + assert doc.blob.mime_type == "text/markdown" + assert doc.meta == {"text": "test text"} + assert doc.score == 0.812 + assert doc.embedding == [0.1, 0.2, 0.3] + assert doc.sparse_embedding == sparse_embedding + + +def test_init_with_legacy_fields(): + doc = Document( + content="test text", + content_type="text", + id_hash_keys=["content"], + score=0.812, + embedding=[0.1, 0.2, 0.3], # type: ignore + ) + assert doc.id == "18fc2c114825872321cf5009827ca162f54d3be50ab9e9ffa027824b6ec223af" + assert doc.content == "test text" + assert doc.dataframe == None + assert doc.blob == None + assert doc.meta == {} + assert doc.score == 0.812 + assert doc.embedding == [0.1, 0.2, 0.3] + assert doc.sparse_embedding == None + + +def test_init_with_legacy_field(): + doc = Document( + content="test text", + content_type="text", # type: ignore + id_hash_keys=["content"], # type: ignore + score=0.812, + embedding=[0.1, 0.2, 0.3], + meta={"date": "10-10-2023", "type": "article"}, + ) + assert doc.id == "a2c0321b34430cc675294611e55529fceb56140ca3202f1c59a43a8cecac1f43" + assert doc.content == "test text" + assert doc.dataframe == None + assert doc.meta == {"date": "10-10-2023", "type": "article"} + assert doc.score == 0.812 + assert doc.embedding == [0.1, 0.2, 0.3] + assert doc.sparse_embedding == None + + +def test_basic_equality_type_mismatch(): + doc = Document(content="test text") + assert doc != "test text" + + +def test_basic_equality_id(): + doc1 = Document(content="test text") + doc2 = Document(content="test text") + + assert doc1 == doc2 + + doc1.id = "1234" + doc2.id = "5678" + + assert doc1 != doc2 + + +def test_to_dict(): + doc = Document() + assert doc.to_dict() == { + "id": doc._create_id(), + "content": None, + "dataframe": None, + "blob": None, + "score": None, + "embedding": None, + "sparse_embedding": None, + } + + +def test_to_dict_without_flattening(): + doc = Document() + assert doc.to_dict(flatten=False) == { + "id": doc._create_id(), + "content": None, + "dataframe": None, + "blob": None, + "meta": {}, + "score": None, + "embedding": None, + "sparse_embedding": None, + } + + +def test_to_dict_with_custom_parameters(): + doc = Document( + content="test text", + dataframe=pd.DataFrame([10, 20, 30]), + blob=ByteStream(b"some bytes", mime_type="application/pdf"), + meta={"some": "values", "test": 10}, + score=0.99, + embedding=[10.0, 10.0], + sparse_embedding=SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.3]), + ) + + assert doc.to_dict() == { + "id": doc.id, + "content": "test text", + "dataframe": pd.DataFrame([10, 20, 30]).to_json(), + "blob": {"data": list(b"some bytes"), "mime_type": "application/pdf"}, + "some": "values", + "test": 10, + "score": 0.99, + "embedding": [10.0, 10.0], + "sparse_embedding": {"indices": [0, 2, 4], "values": [0.1, 0.2, 0.3]}, + } + + +def test_to_dict_with_custom_parameters_without_flattening(): + doc = Document( + content="test text", + dataframe=pd.DataFrame([10, 20, 30]), + blob=ByteStream(b"some bytes", mime_type="application/pdf"), + meta={"some": "values", "test": 10}, + score=0.99, + embedding=[10.0, 10.0], + sparse_embedding=SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.3]), + ) + + assert doc.to_dict(flatten=False) == { + "id": doc.id, + "content": "test text", + "dataframe": pd.DataFrame([10, 20, 30]).to_json(), + "blob": {"data": list(b"some bytes"), "mime_type": "application/pdf"}, + "meta": {"some": "values", "test": 10}, + "score": 0.99, + "embedding": [10, 10], + "sparse_embedding": {"indices": [0, 2, 4], "values": [0.1, 0.2, 0.3]}, + } + + +def test_from_dict(): + assert Document.from_dict({}) == Document() + + +def from_from_dict_with_parameters(): + blob_data = b"some bytes" + assert Document.from_dict( + { + "content": "test text", + "dataframe": pd.DataFrame([0]).to_json(), + "blob": {"data": list(blob_data), "mime_type": "text/markdown"}, + "meta": {"text": "test text"}, + "score": 0.812, + "embedding": [0.1, 0.2, 0.3], + "sparse_embedding": {"indices": [0, 2, 4], "values": [0.1, 0.2, 0.3]}, + } + ) == Document( + content="test text", + dataframe=pd.DataFrame([0]), + blob=ByteStream(blob_data, mime_type="text/markdown"), + meta={"text": "test text"}, + score=0.812, + embedding=[0.1, 0.2, 0.3], + sparse_embedding=SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.3]), + ) + + +def test_from_dict_with_legacy_fields(): + assert Document.from_dict( + { + "content": "test text", + "content_type": "text", + "id_hash_keys": ["content"], + "score": 0.812, + "embedding": [0.1, 0.2, 0.3], + } + ) == Document( + content="test text", + content_type="text", + id_hash_keys=["content"], + score=0.812, + embedding=[0.1, 0.2, 0.3], # type: ignore + ) + + +def test_from_dict_with_legacy_field_and_flat_meta(): + assert Document.from_dict( + { + "content": "test text", + "content_type": "text", + "id_hash_keys": ["content"], + "score": 0.812, + "embedding": [0.1, 0.2, 0.3], + "date": "10-10-2023", + "type": "article", + } + ) == Document( + content="test text", + content_type="text", # type: ignore + id_hash_keys=["content"], # type: ignore + score=0.812, + embedding=[0.1, 0.2, 0.3], + meta={"date": "10-10-2023", "type": "article"}, + ) + + +def test_from_dict_with_flat_meta(): + blob_data = b"some bytes" + assert Document.from_dict( + { + "content": "test text", + "dataframe": pd.DataFrame([0]).to_json(), + "blob": {"data": list(blob_data), "mime_type": "text/markdown"}, + "score": 0.812, + "embedding": [0.1, 0.2, 0.3], + "sparse_embedding": {"indices": [0, 2, 4], "values": [0.1, 0.2, 0.3]}, + "date": "10-10-2023", + "type": "article", + } + ) == Document( + content="test text", + dataframe=pd.DataFrame([0]), + blob=ByteStream(blob_data, mime_type="text/markdown"), + score=0.812, + embedding=[0.1, 0.2, 0.3], + sparse_embedding=SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.3]), + meta={"date": "10-10-2023", "type": "article"}, + ) + + +def test_from_dict_with_flat_and_non_flat_meta(): + with pytest.raises(ValueError, match="Pass either the 'meta' parameter or flattened metadata keys"): + Document.from_dict( + { + "content": "test text", + "dataframe": pd.DataFrame([0]).to_json(), + "blob": {"data": list(b"some bytes"), "mime_type": "text/markdown"}, + "score": 0.812, + "meta": {"test": 10}, + "embedding": [0.1, 0.2, 0.3], + "date": "10-10-2023", + "type": "article", + } + ) + + +def test_content_type(): + assert Document(content="text").content_type == "text" + assert Document(dataframe=pd.DataFrame([0])).content_type == "table" + + with pytest.raises(ValueError): + _ = Document().content_type + + with pytest.raises(ValueError): + _ = Document(content="text", dataframe=pd.DataFrame([0])).content_type diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_sparse_embedding.py b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_sparse_embedding.py new file mode 100644 index 0000000000000000000000000000000000000000..362bf9477a9c49f94d63bb655d9109f7e3239150 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_sparse_embedding.py @@ -0,0 +1,34 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import pytest + +from haystack.dataclasses.sparse_embedding import SparseEmbedding + + +class TestSparseEmbedding: + def test_init(self): + se = SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.3]) + assert se.indices == [0, 2, 4] + assert se.values == [0.1, 0.2, 0.3] + + def test_init_with_wrong_parameters(self): + with pytest.raises(ValueError): + SparseEmbedding(indices=[0, 2], values=[0.1, 0.2, 0.3, 0.4]) + + def test_to_dict(self): + se = SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.3]) + assert se.to_dict() == {"indices": [0, 2, 4], "values": [0.1, 0.2, 0.3]} + + def test_from_dict(self): + se = SparseEmbedding.from_dict({"indices": [0, 2, 4], "values": [0.1, 0.2, 0.3]}) + assert se.indices == [0, 2, 4] + assert se.values == [0.1, 0.2, 0.3] + + def test_eq(self): + se1 = SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.3]) + se2 = SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.3]) + assert se1 == se2 + + se3 = SparseEmbedding(indices=[0, 2, 4], values=[0.1, 0.2, 0.4]) + assert se1 != se3 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_streaming_chunk.py b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_streaming_chunk.py new file mode 100644 index 0000000000000000000000000000000000000000..656c69e38d8731fb3013acc98a3db8cd9d09f58f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/dataclasses/test_streaming_chunk.py @@ -0,0 +1,31 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import pytest + +from haystack.dataclasses import StreamingChunk + + +def test_create_chunk_with_content_and_metadata(): + chunk = StreamingChunk(content="Test content", meta={"key": "value"}) + + assert chunk.content == "Test content" + assert chunk.meta == {"key": "value"} + + +def test_create_chunk_with_only_content(): + chunk = StreamingChunk(content="Test content") + + assert chunk.content == "Test content" + assert chunk.meta == {} + + +def test_access_content(): + chunk = StreamingChunk(content="Test content", meta={"key": "value"}) + assert chunk.content == "Test content" + + +def test_create_chunk_with_empty_content(): + chunk = StreamingChunk(content="") + assert chunk.content == "" + assert chunk.meta == {} diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/document_stores/test_filter_policy.py b/SPFsmartGATE/LIVE/TMP/haystack/test/document_stores/test_filter_policy.py new file mode 100644 index 0000000000000000000000000000000000000000..d775ee356ec5122c1f678f8c7f79d34e4afbb373 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/document_stores/test_filter_policy.py @@ -0,0 +1,180 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +import pytest + +from haystack.document_stores.types import apply_filter_policy, FilterPolicy + + +def test_merge_two_comparison_filters(): + """ + Merging two comparison filters + Result: AND operator with both filters + """ + init_filters = {"field": "meta.date", "operator": ">=", "value": "2015-01-01"} + runtime_filters = {"field": "meta.type", "operator": "==", "value": "article"} + result = apply_filter_policy(FilterPolicy.MERGE, init_filters, runtime_filters) + assert result == { + "operator": "AND", + "conditions": [ + {"field": "meta.date", "operator": ">=", "value": "2015-01-01"}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + } + + +def test_merge_init_comparison_and_runtime_logical_filters(): + """ + Merging init comparison and runtime logical filters + Result: AND operator with both filters + """ + init_filters = {"field": "meta.date", "operator": ">=", "value": "2015-01-01"} + runtime_filters = { + "operator": "AND", + "conditions": [ + {"field": "meta.type", "operator": "==", "value": "article"}, + {"field": "meta.rating", "operator": ">=", "value": 3}, + ], + } + result = apply_filter_policy(FilterPolicy.MERGE, init_filters, runtime_filters) + assert result == { + "operator": "AND", + "conditions": [ + {"field": "meta.type", "operator": "==", "value": "article"}, + {"field": "meta.rating", "operator": ">=", "value": 3}, + {"field": "meta.date", "operator": ">=", "value": "2015-01-01"}, + ], + } + + +def test_merge_runtime_comparison_and_init_logical_filters_with_string_operators(): + """ + Merging a runtime comparison filter with an init logical filter, but with string-based logical operators + Result: AND operator with both filters + """ + # Test with string-based logical operators + init_filters = { + "operator": "AND", + "conditions": [ + {"field": "meta.type", "operator": "==", "value": "article"}, + {"field": "meta.rating", "operator": ">=", "value": 3}, + ], + } + runtime_filters = { + "operator": "AND", + "conditions": [ + {"field": "meta.genre", "operator": "IN", "value": ["economy", "politics"]}, + {"field": "meta.publisher", "operator": "==", "value": "nytimes"}, + ], + } + result = apply_filter_policy(FilterPolicy.MERGE, init_filters, runtime_filters) + assert result == { + "operator": "AND", + "conditions": [ + {"field": "meta.type", "operator": "==", "value": "article"}, + {"field": "meta.rating", "operator": ">=", "value": 3}, + {"field": "meta.genre", "operator": "IN", "value": ["economy", "politics"]}, + {"field": "meta.publisher", "operator": "==", "value": "nytimes"}, + ], + } + + +def test_merge_runtime_comparison_and_init_logical_filters(): + """ + Merging a runtime comparison filter with an init logical filter + Result: AND operator with both filters + """ + init_filters = { + "operator": "AND", + "conditions": [ + {"field": "meta.type", "operator": "==", "value": "article"}, + {"field": "meta.rating", "operator": ">=", "value": 3}, + ], + } + runtime_filters = {"field": "meta.date", "operator": ">=", "value": "2015-01-01"} + result = apply_filter_policy(FilterPolicy.MERGE, init_filters, runtime_filters) + assert result == { + "operator": "AND", + "conditions": [ + {"field": "meta.type", "operator": "==", "value": "article"}, + {"field": "meta.rating", "operator": ">=", "value": 3}, + {"field": "meta.date", "operator": ">=", "value": "2015-01-01"}, + ], + } + + +def test_merge_two_logical_filters(): + """ + Merging two logical filters + Result: AND operator with both filters + """ + init_filters = { + "operator": "AND", + "conditions": [ + {"field": "meta.type", "operator": "==", "value": "article"}, + {"field": "meta.rating", "operator": ">=", "value": 3}, + ], + } + runtime_filters = { + "operator": "AND", + "conditions": [ + {"field": "meta.genre", "operator": "IN", "value": ["economy", "politics"]}, + {"field": "meta.publisher", "operator": "==", "value": "nytimes"}, + ], + } + result = apply_filter_policy(FilterPolicy.MERGE, init_filters, runtime_filters) + assert result == { + "operator": "AND", + "conditions": [ + {"field": "meta.type", "operator": "==", "value": "article"}, + {"field": "meta.rating", "operator": ">=", "value": 3}, + {"field": "meta.genre", "operator": "IN", "value": ["economy", "politics"]}, + {"field": "meta.publisher", "operator": "==", "value": "nytimes"}, + ], + } + + +def test_merge_with_different_logical_operators(): + """ + Merging with a different logical operator + Result: warnings and runtime filters + """ + init_filters = {"operator": "AND", "conditions": [{"field": "meta.type", "operator": "==", "value": "article"}]} + runtime_filters = { + "operator": "OR", + "conditions": [{"field": "meta.genre", "operator": "IN", "value": ["economy", "politics"]}], + } + result = apply_filter_policy(FilterPolicy.MERGE, init_filters, runtime_filters) + assert result == runtime_filters + + +def test_merge_comparison_filters_with_same_field(): + """ + Merging comparison filters with the same field + Result: warnings and runtime filters + """ + init_filters = {"field": "meta.date", "operator": ">=", "value": "2015-01-01"} + runtime_filters = {"field": "meta.date", "operator": "<=", "value": "2020-12-31"} + result = apply_filter_policy(FilterPolicy.MERGE, init_filters, runtime_filters) + assert result == runtime_filters + + +@pytest.mark.parametrize("logical_operator", ["AND", "OR", "NOT"]) +def test_merge_with_custom_logical_operator(logical_operator: str): + """ + Merging with a custom logical operator + Result: The given logical operator with both filters + """ + init_filters = {"field": "meta.date", "operator": ">=", "value": "2015-01-01"} + runtime_filters = {"field": "meta.type", "operator": "==", "value": "article"} + result = apply_filter_policy( + FilterPolicy.MERGE, init_filters, runtime_filters, default_logical_operator=logical_operator + ) + assert result == { + "operator": logical_operator, + "conditions": [ + {"field": "meta.date", "operator": ">=", "value": "2015-01-01"}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + } diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/document_stores/test_in_memory.py b/SPFsmartGATE/LIVE/TMP/haystack/test/document_stores/test_in_memory.py new file mode 100644 index 0000000000000000000000000000000000000000..ba623eedb31500f29a5f1e0e11f06c020eb9e3d7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/document_stores/test_in_memory.py @@ -0,0 +1,434 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import logging +from unittest.mock import patch + +import pandas as pd +import pytest +import tempfile + +from haystack import Document +from haystack.document_stores.errors import DocumentStoreError, DuplicateDocumentError +from haystack.document_stores.in_memory import InMemoryDocumentStore +from haystack.testing.document_store import DocumentStoreBaseTests + + +class TestMemoryDocumentStore(DocumentStoreBaseTests): # pylint: disable=R0904 + """ + Test InMemoryDocumentStore's specific features + """ + + @pytest.fixture + def tmp_dir(self): + with tempfile.TemporaryDirectory() as tmp_dir: + yield tmp_dir + + @pytest.fixture + def document_store(self) -> InMemoryDocumentStore: + return InMemoryDocumentStore(bm25_algorithm="BM25L") + + def test_to_dict(self): + store = InMemoryDocumentStore() + data = store.to_dict() + assert data == { + "type": "haystack.document_stores.in_memory.document_store.InMemoryDocumentStore", + "init_parameters": { + "bm25_tokenization_regex": r"(?u)\b\w\w+\b", + "bm25_algorithm": "BM25L", + "bm25_parameters": {}, + "embedding_similarity_function": "dot_product", + "index": store.index, + }, + } + + def test_to_dict_with_custom_init_parameters(self): + store = InMemoryDocumentStore( + bm25_tokenization_regex="custom_regex", + bm25_algorithm="BM25Plus", + bm25_parameters={"key": "value"}, + embedding_similarity_function="cosine", + index="my_cool_index", + ) + data = store.to_dict() + assert data == { + "type": "haystack.document_stores.in_memory.document_store.InMemoryDocumentStore", + "init_parameters": { + "bm25_tokenization_regex": "custom_regex", + "bm25_algorithm": "BM25Plus", + "bm25_parameters": {"key": "value"}, + "embedding_similarity_function": "cosine", + "index": "my_cool_index", + }, + } + + @patch("haystack.document_stores.in_memory.document_store.re") + def test_from_dict(self, mock_regex): + data = { + "type": "haystack.document_stores.in_memory.document_store.InMemoryDocumentStore", + "init_parameters": { + "bm25_tokenization_regex": "custom_regex", + "bm25_algorithm": "BM25Plus", + "bm25_parameters": {"key": "value"}, + "index": "my_cool_index", + }, + } + store = InMemoryDocumentStore.from_dict(data) + mock_regex.compile.assert_called_with("custom_regex") + assert store.tokenizer + assert store.bm25_algorithm == "BM25Plus" + assert store.bm25_parameters == {"key": "value"} + assert store.index == "my_cool_index" + + def test_save_to_disk_and_load_from_disk(self, tmp_dir: str): + docs = [Document(content="Hello world"), Document(content="Haystack supports multiple languages")] + document_store = InMemoryDocumentStore() + document_store.write_documents(docs) + tmp_dir = tmp_dir + "/document_store.json" + document_store.save_to_disk(tmp_dir) + document_store_loaded = InMemoryDocumentStore.load_from_disk(tmp_dir) + + assert document_store_loaded.count_documents() == 2 + assert list(document_store_loaded.storage.values()) == docs + assert document_store_loaded.to_dict() == document_store.to_dict() + + def test_invalid_bm25_algorithm(self): + with pytest.raises(ValueError, match="BM25 algorithm 'invalid' is not supported"): + InMemoryDocumentStore(bm25_algorithm="invalid") + + def test_write_documents(self, document_store): + docs = [Document(id="1")] + assert document_store.write_documents(docs) == 1 + with pytest.raises(DuplicateDocumentError): + document_store.write_documents(docs) + + def test_bm25_retrieval(self, document_store: InMemoryDocumentStore): + # Tests if the bm25_retrieval method returns the correct document based on the input query. + docs = [Document(content="Hello world"), Document(content="Haystack supports multiple languages")] + document_store.write_documents(docs) + results = document_store.bm25_retrieval(query="What languages?", top_k=1) + assert len(results) == 1 + assert results[0].content == "Haystack supports multiple languages" + + def test_bm25_retrieval_with_empty_document_store(self, document_store: InMemoryDocumentStore, caplog): + caplog.set_level(logging.INFO) + # Tests if the bm25_retrieval method correctly returns an empty list when there are no documents in the DocumentStore. + results = document_store.bm25_retrieval(query="How to test this?", top_k=2) + assert len(results) == 0 + assert "No documents found for BM25 retrieval. Returning empty list." in caplog.text + + def test_bm25_retrieval_empty_query(self, document_store: InMemoryDocumentStore): + # Tests if the bm25_retrieval method returns a document when the query is an empty string. + docs = [Document(content="Hello world"), Document(content="Haystack supports multiple languages")] + document_store.write_documents(docs) + with pytest.raises(ValueError, match="Query should be a non-empty string"): + document_store.bm25_retrieval(query="", top_k=1) + + def test_bm25_retrieval_with_different_top_k(self, document_store: InMemoryDocumentStore): + # Tests if the bm25_retrieval method correctly changes the number of returned documents + # based on the top_k parameter. + docs = [ + Document(content="Hello world"), + Document(content="Haystack supports multiple languages"), + Document(content="Python is a popular programming language"), + ] + document_store.write_documents(docs) + + # top_k = 2 + results = document_store.bm25_retrieval(query="language", top_k=2) + assert len(results) == 2 + + # top_k = 3 + results = document_store.bm25_retrieval(query="languages", top_k=3) + assert len(results) == 3 + + def test_bm25_plus_retrieval(self): + doc_store = InMemoryDocumentStore(bm25_algorithm="BM25Plus") + docs = [ + Document(content="Hello world"), + Document(content="Haystack supports multiple languages"), + Document(content="Python is a popular programming language"), + ] + doc_store.write_documents(docs) + + results = doc_store.bm25_retrieval(query="language", top_k=1) + assert len(results) == 1 + assert results[0].content == "Python is a popular programming language" + + def test_bm25_retrieval_with_two_queries(self, document_store: InMemoryDocumentStore): + # Tests if the bm25_retrieval method returns different documents for different queries. + docs = [ + Document(content="Javascript is a popular programming language"), + Document(content="Java is a popular programming language"), + Document(content="Python is a popular programming language"), + Document(content="Ruby is a popular programming language"), + Document(content="PHP is a popular programming language"), + ] + document_store.write_documents(docs) + + results = document_store.bm25_retrieval(query="Java", top_k=1) + assert results[0].content == "Java is a popular programming language" + + results = document_store.bm25_retrieval(query="Python", top_k=1) + assert results[0].content == "Python is a popular programming language" + + # Test a query, add a new document and make sure results are appropriately updated + + def test_bm25_retrieval_with_updated_docs(self, document_store: InMemoryDocumentStore): + # Tests if the bm25_retrieval method correctly updates the retrieved documents when new + # documents are added to the DocumentStore. + docs = [Document(content="Hello world")] + document_store.write_documents(docs) + + results = document_store.bm25_retrieval(query="Python", top_k=1) + assert len(results) == 0 + + document_store.write_documents([Document(content="Python is a popular programming language")]) + results = document_store.bm25_retrieval(query="Python", top_k=1) + assert len(results) == 1 + assert results[0].content == "Python is a popular programming language" + + document_store.write_documents([Document(content="Java is a popular programming language")]) + results = document_store.bm25_retrieval(query="Python", top_k=1) + assert len(results) == 1 + assert results[0].content == "Python is a popular programming language" + + def test_bm25_retrieval_with_scale_score(self, document_store: InMemoryDocumentStore): + docs = [Document(content="Python programming"), Document(content="Java programming")] + document_store.write_documents(docs) + + results1 = document_store.bm25_retrieval(query="Python", top_k=1, scale_score=True) + # Confirm that score is scaled between 0 and 1 + assert results1[0].score is not None + assert 0.0 <= results1[0].score <= 1.0 + + # Same query, different scale, scores differ when not scaled + results = document_store.bm25_retrieval(query="Python", top_k=1, scale_score=False) + assert results[0].score != results1[0].score + + def test_bm25_retrieval_with_non_scaled_BM25Okapi(self): + # Highly repetitive documents make BM25Okapi return negative scores, which should not be filtered if the + # scores are not scaled + docs = [ + Document( + content="""Use pip to install a basic version of Haystack's latest release: pip install + farm-haystack. All the core Haystack components live in the haystack repo. But there's also the + haystack-extras repo which contains components that are not as widely used, and you need to + install them separately.""" + ), + Document( + content="""Use pip to install a basic version of Haystack's latest release: pip install + farm-haystack[inference]. All the core Haystack components live in the haystack repo. But there's + also the haystack-extras repo which contains components that are not as widely used, and you need + to install them separately.""" + ), + Document( + content="""Use pip to install only the Haystack 2.0 code: pip install haystack-ai. The haystack-ai + package is built on the main branch which is an unstable beta version, but it's useful if you want + to try the new features as soon as they are merged.""" + ), + ] + document_store = InMemoryDocumentStore(bm25_algorithm="BM25Okapi") + document_store.write_documents(docs) + + results1 = document_store.bm25_retrieval(query="Haystack installation", top_k=10, scale_score=False) + assert len(results1) == 3 + assert all(res.score < 0.0 for res in results1) + + results2 = document_store.bm25_retrieval(query="Haystack installation", top_k=10, scale_score=True) + assert len(results2) == 3 + assert all(0.0 <= res.score <= 1.0 for res in results2) + + def test_bm25_retrieval_with_table_content(self, document_store: InMemoryDocumentStore): + # Tests if the bm25_retrieval method correctly returns a dataframe when the content_type is table. + table_content = pd.DataFrame({"language": ["Python", "Java"], "use": ["Data Science", "Web Development"]}) + docs = [Document(dataframe=table_content), Document(content="Gardening"), Document(content="Bird watching")] + document_store.write_documents(docs) + results = document_store.bm25_retrieval(query="Java", top_k=1) + assert len(results) == 1 + + df = results[0].dataframe + assert isinstance(df, pd.DataFrame) + assert df.equals(table_content) + + def test_bm25_retrieval_with_text_and_table_content(self, document_store: InMemoryDocumentStore, caplog): + table_content = pd.DataFrame({"language": ["Python", "Java"], "use": ["Data Science", "Web Development"]}) + document = Document(content="Gardening", dataframe=table_content) + docs = [ + Document(content="Python"), + Document(content="Bird Watching"), + Document(content="Gardening"), + Document(content="Java"), + document, + ] + document_store.write_documents(docs) + results = document_store.bm25_retrieval(query="Gardening", top_k=2) + assert document.id in [d.id for d in results] + assert "both text and dataframe content" in caplog.text + results = document_store.bm25_retrieval(query="Python", top_k=2) + assert document.id not in [d.id for d in results] + + def test_bm25_retrieval_default_filter_for_text_and_dataframes(self, document_store: InMemoryDocumentStore): + docs = [Document(), Document(content="Gardening"), Document(content="Bird watching")] + document_store.write_documents(docs) + results = document_store.bm25_retrieval(query="doesn't matter, top_k is 10", top_k=10) + assert len(results) == 0 + + def test_embedding_retrieval(self): + docstore = InMemoryDocumentStore(embedding_similarity_function="cosine") + # Tests if the embedding retrieval method returns the correct document based on the input query embedding. + docs = [ + Document(content="Hello world", embedding=[0.1, 0.2, 0.3, 0.4]), + Document(content="Haystack supports multiple languages", embedding=[1.0, 1.0, 1.0, 1.0]), + ] + docstore.write_documents(docs) + results = docstore.embedding_retrieval( + query_embedding=[0.1, 0.1, 0.1, 0.1], top_k=1, filters={}, scale_score=False + ) + assert len(results) == 1 + assert results[0].content == "Haystack supports multiple languages" + + def test_embedding_retrieval_invalid_query(self): + docstore = InMemoryDocumentStore() + with pytest.raises(ValueError, match="query_embedding should be a non-empty list of floats"): + docstore.embedding_retrieval(query_embedding=[]) + with pytest.raises(ValueError, match="query_embedding should be a non-empty list of floats"): + docstore.embedding_retrieval(query_embedding=["invalid", "list", "of", "strings"]) # type: ignore + + def test_embedding_retrieval_no_embeddings(self, caplog): + caplog.set_level(logging.WARNING) + docstore = InMemoryDocumentStore() + docs = [Document(content="Hello world"), Document(content="Haystack supports multiple languages")] + docstore.write_documents(docs) + results = docstore.embedding_retrieval(query_embedding=[0.1, 0.1, 0.1, 0.1]) + assert len(results) == 0 + assert "No Documents found with embeddings. Returning empty list." in caplog.text + + def test_embedding_retrieval_some_documents_wo_embeddings(self, caplog): + caplog.set_level(logging.INFO) + docstore = InMemoryDocumentStore() + docs = [ + Document(content="Hello world", embedding=[0.1, 0.2, 0.3, 0.4]), + Document(content="Haystack supports multiple languages"), + ] + docstore.write_documents(docs) + docstore.embedding_retrieval(query_embedding=[0.1, 0.1, 0.1, 0.1]) + assert "Skipping some Documents that don't have an embedding." in caplog.text + + def test_embedding_retrieval_documents_different_embedding_sizes(self): + docstore = InMemoryDocumentStore() + docs = [ + Document(content="Hello world", embedding=[0.1, 0.2, 0.3, 0.4]), + Document(content="Haystack supports multiple languages", embedding=[1.0, 1.0]), + ] + docstore.write_documents(docs) + + with pytest.raises(DocumentStoreError, match="The embedding size of all Documents should be the same."): + docstore.embedding_retrieval(query_embedding=[0.1, 0.1, 0.1, 0.1]) + + def test_embedding_retrieval_query_documents_different_embedding_sizes(self): + docstore = InMemoryDocumentStore() + docs = [Document(content="Hello world", embedding=[0.1, 0.2, 0.3, 0.4])] + docstore.write_documents(docs) + + with pytest.raises( + DocumentStoreError, + match="The embedding size of the query should be the same as the embedding size of the Documents.", + ): + docstore.embedding_retrieval(query_embedding=[0.1, 0.1]) + + def test_embedding_retrieval_with_different_top_k(self): + docstore = InMemoryDocumentStore() + docs = [ + Document(content="Hello world", embedding=[0.1, 0.2, 0.3, 0.4]), + Document(content="Haystack supports multiple languages", embedding=[1.0, 1.0, 1.0, 1.0]), + Document(content="Python is a popular programming language", embedding=[0.5, 0.5, 0.5, 0.5]), + ] + docstore.write_documents(docs) + + results = docstore.embedding_retrieval(query_embedding=[0.1, 0.1, 0.1, 0.1], top_k=2) + assert len(results) == 2 + + results = docstore.embedding_retrieval(query_embedding=[0.1, 0.1, 0.1, 0.1], top_k=3) + assert len(results) == 3 + + def test_embedding_retrieval_with_scale_score(self): + docstore = InMemoryDocumentStore() + docs = [ + Document(content="Hello world", embedding=[0.1, 0.2, 0.3, 0.4]), + Document(content="Haystack supports multiple languages", embedding=[1.0, 1.0, 1.0, 1.0]), + Document(content="Python is a popular programming language", embedding=[0.5, 0.5, 0.5, 0.5]), + ] + docstore.write_documents(docs) + + results1 = docstore.embedding_retrieval(query_embedding=[0.1, 0.1, 0.1, 0.1], top_k=1, scale_score=True) + # Confirm that score is scaled between 0 and 1 + assert results1[0].score is not None + assert 0.0 <= results1[0].score <= 1.0 + + # Same query, different scale, scores differ when not scaled + results = docstore.embedding_retrieval(query_embedding=[0.1, 0.1, 0.1, 0.1], top_k=1, scale_score=False) + assert results[0].score != results1[0].score + + def test_embedding_retrieval_return_embedding(self): + docstore = InMemoryDocumentStore(embedding_similarity_function="cosine") + docs = [ + Document(content="Hello world", embedding=[0.1, 0.2, 0.3, 0.4]), + Document(content="Haystack supports multiple languages", embedding=[1.0, 1.0, 1.0, 1.0]), + ] + docstore.write_documents(docs) + + results = docstore.embedding_retrieval(query_embedding=[0.1, 0.1, 0.1, 0.1], top_k=1, return_embedding=False) + assert results[0].embedding is None + + results = docstore.embedding_retrieval(query_embedding=[0.1, 0.1, 0.1, 0.1], top_k=1, return_embedding=True) + assert results[0].embedding == [1.0, 1.0, 1.0, 1.0] + + def test_compute_cosine_similarity_scores(self): + docstore = InMemoryDocumentStore(embedding_similarity_function="cosine") + docs = [ + Document(content="Document 1", embedding=[1.0, 0.0, 0.0, 0.0]), + Document(content="Document 2", embedding=[1.0, 1.0, 1.0, 1.0]), + ] + + scores = docstore._compute_query_embedding_similarity_scores( + embedding=[0.1, 0.1, 0.1, 0.1], documents=docs, scale_score=False + ) + assert scores == [0.5, 1.0] + + def test_compute_dot_product_similarity_scores(self): + docstore = InMemoryDocumentStore(embedding_similarity_function="dot_product") + docs = [ + Document(content="Document 1", embedding=[1.0, 0.0, 0.0, 0.0]), + Document(content="Document 2", embedding=[1.0, 1.0, 1.0, 1.0]), + ] + + scores = docstore._compute_query_embedding_similarity_scores( + embedding=[0.1, 0.1, 0.1, 0.1], documents=docs, scale_score=False + ) + assert scores == [0.1, 0.4] + + def test_multiple_document_stores_using_same_index(self): + index = "test_multiple_document_stores_using_same_index" + document_store_1 = InMemoryDocumentStore(index=index) + document_store_2 = InMemoryDocumentStore(index=index) + + assert document_store_1.count_documents() == document_store_2.count_documents() == 0 + + doc_1 = Document(content="Hello world") + document_store_1.write_documents([doc_1]) + assert document_store_1.count_documents() == document_store_2.count_documents() == 1 + + assert document_store_1.filter_documents() == document_store_2.filter_documents() == [doc_1] + + doc_2 = Document(content="Hello another world") + document_store_2.write_documents([doc_2]) + assert document_store_1.count_documents() == document_store_2.count_documents() == 2 + + assert document_store_1.filter_documents() == document_store_2.filter_documents() == [doc_1, doc_2] + + document_store_1.delete_documents([doc_2.id]) + assert document_store_1.count_documents() == document_store_2.count_documents() == 1 + + document_store_2.delete_documents([doc_1.id]) + assert document_store_1.count_documents() == document_store_2.count_documents() == 0 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/evaluation/__init__.py b/SPFsmartGATE/LIVE/TMP/haystack/test/evaluation/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c1764a6e039233b694403c434fa97c13e847f6ba --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/evaluation/__init__.py @@ -0,0 +1,3 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/evaluation/test_eval_run_result.py b/SPFsmartGATE/LIVE/TMP/haystack/test/evaluation/test_eval_run_result.py new file mode 100644 index 0000000000000000000000000000000000000000..49d54b4bae8f1a452a70b2f96b648a4d1fb5f447 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/evaluation/test_eval_run_result.py @@ -0,0 +1,264 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +from haystack.evaluation import EvaluationRunResult +import pytest + + +def test_init_results_evaluator(): + data = { + "inputs": { + "query_id": ["53c3b3e6", "225f87f7"], + "question": ["What is the capital of France?", "What is the capital of Spain?"], + "contexts": ["wiki_France", "wiki_Spain"], + "answer": ["Paris", "Madrid"], + "predicted_answer": ["Paris", "Madrid"], + }, + "metrics": { + "reciprocal_rank": {"individual_scores": [0.378064, 0.534964], "score": 0.476932}, + "single_hit": {"individual_scores": [1, 1], "score": 0.75}, + "multi_hit": {"individual_scores": [0.706125, 0.454976], "score": 0.46428375}, + "context_relevance": {"individual_scores": [0.805466, 0.410251], "score": 0.58177975}, + "faithfulness": {"individual_scores": [0.135581, 0.695974], "score": 0.40585375}, + "semantic_answer_similarity": {"individual_scores": [0.971241, 0.159320], "score": 0.53757075}, + }, + } + + _ = EvaluationRunResult("testing_pipeline_1", inputs=data["inputs"], results=data["metrics"]) + + with pytest.raises(ValueError, match="No inputs provided"): + _ = EvaluationRunResult("testing_pipeline_1", inputs={}, results={}) + + with pytest.raises(ValueError, match="Lengths of the inputs should be the same"): + _ = EvaluationRunResult( + "testing_pipeline_1", + inputs={"query_id": ["53c3b3e6", "something else"], "question": ["What is the capital of France?"]}, + results={"some": {"score": 0.1, "individual_scores": [0.378064, 0.534964]}}, + ) + + with pytest.raises(ValueError, match="Aggregate score missing"): + _ = EvaluationRunResult( + "testing_pipeline_1", + inputs={ + "query_id": ["53c3b3e6", "something else"], + "question": ["What is the capital of France?", "another"], + }, + results={"some": {"individual_scores": [0.378064, 0.534964]}}, + ) + + with pytest.raises(ValueError, match="Individual scores missing"): + _ = EvaluationRunResult( + "testing_pipeline_1", + inputs={ + "query_id": ["53c3b3e6", "something else"], + "question": ["What is the capital of France?", "another"], + }, + results={"some": {"score": 0.378064}}, + ) + + with pytest.raises(ValueError, match="Length of individual scores .* should be the same as the inputs"): + _ = EvaluationRunResult( + "testing_pipeline_1", + inputs={ + "query_id": ["53c3b3e6", "something else"], + "question": ["What is the capital of France?", "another"], + }, + results={"some": {"score": 0.1, "individual_scores": [0.378064, 0.534964, 0.3]}}, + ) + + +def test_score_report(): + data = { + "inputs": { + "query_id": ["53c3b3e6", "225f87f7"], + "question": ["What is the capital of France?", "What is the capital of Spain?"], + "contexts": ["wiki_France", "wiki_Spain"], + "answer": ["Paris", "Madrid"], + "predicted_answer": ["Paris", "Madrid"], + }, + "metrics": { + "reciprocal_rank": {"individual_scores": [0.378064, 0.534964], "score": 0.476932}, + "single_hit": {"individual_scores": [1, 1], "score": 0.75}, + "multi_hit": {"individual_scores": [0.706125, 0.454976], "score": 0.46428375}, + "context_relevance": {"individual_scores": [0.805466, 0.410251], "score": 0.58177975}, + "faithfulness": {"individual_scores": [0.135581, 0.695974], "score": 0.40585375}, + "semantic_answer_similarity": {"individual_scores": [0.971241, 0.159320], "score": 0.53757075}, + }, + } + + result = EvaluationRunResult("testing_pipeline_1", inputs=data["inputs"], results=data["metrics"]) + report = result.score_report().to_json() + + assert report == ( + '{"metrics":{"0":"reciprocal_rank","1":"single_hit","2":"multi_hit","3":"context_relevance",' + '"4":"faithfulness","5":"semantic_answer_similarity"},' + '"score":{"0":0.476932,"1":0.75,"2":0.46428375,"3":0.58177975,"4":0.40585375,"5":0.53757075}}' + ) + + +def test_to_pandas(): + data = { + "inputs": { + "query_id": ["53c3b3e6", "225f87f7", "53c3b3e6", "225f87f7"], + "question": [ + "What is the capital of France?", + "What is the capital of Spain?", + "What is the capital of Luxembourg?", + "What is the capital of Portugal?", + ], + "contexts": ["wiki_France", "wiki_Spain", "wiki_Luxembourg", "wiki_Portugal"], + "answer": ["Paris", "Madrid", "Luxembourg", "Lisbon"], + "predicted_answer": ["Paris", "Madrid", "Luxembourg", "Lisbon"], + }, + "metrics": { + "reciprocal_rank": {"score": 0.1, "individual_scores": [0.378064, 0.534964, 0.216058, 0.778642]}, + "single_hit": {"score": 0.1, "individual_scores": [1, 1, 0, 1]}, + "multi_hit": {"score": 0.1, "individual_scores": [0.706125, 0.454976, 0.445512, 0.250522]}, + "context_relevance": {"score": 0.1, "individual_scores": [0.805466, 0.410251, 0.750070, 0.361332]}, + "faithfulness": {"score": 0.1, "individual_scores": [0.135581, 0.695974, 0.749861, 0.041999]}, + "semantic_answer_similarity": {"score": 0.1, "individual_scores": [0.971241, 0.159320, 0.019722, 1]}, + }, + } + + result = EvaluationRunResult("testing_pipeline_1", inputs=data["inputs"], results=data["metrics"]) + assert result.to_pandas().to_json() == ( + '{"query_id":{"0":"53c3b3e6","1":"225f87f7","2":"53c3b3e6","3":"225f87f7"},' + '"question":{"0":"What is the capital of France?","1":"What is the capital of Spain?",' + '"2":"What is the capital of Luxembourg?","3":"What is the capital of Portugal?"},' + '"contexts":{"0":"wiki_France","1":"wiki_Spain","2":"wiki_Luxembourg","3":"wiki_Portugal"},' + '"answer":{"0":"Paris","1":"Madrid","2":"Luxembourg","3":"Lisbon"},' + '"predicted_answer":{"0":"Paris","1":"Madrid","2":"Luxembourg","3":"Lisbon"},' + '"reciprocal_rank":{"0":0.378064,"1":0.534964,"2":0.216058,"3":0.778642},' + '"single_hit":{"0":1,"1":1,"2":0,"3":1},' + '"multi_hit":{"0":0.706125,"1":0.454976,"2":0.445512,"3":0.250522},' + '"context_relevance":{"0":0.805466,"1":0.410251,"2":0.75007,"3":0.361332},' + '"faithfulness":{"0":0.135581,"1":0.695974,"2":0.749861,"3":0.041999},' + '"semantic_answer_similarity":{"0":0.971241,"1":0.15932,"2":0.019722,"3":1.0}}' + ) + + +def test_comparative_individual_scores_report(): + data_1 = { + "inputs": { + "query_id": ["53c3b3e6", "225f87f7"], + "question": ["What is the capital of France?", "What is the capital of Spain?"], + "contexts": ["wiki_France", "wiki_Spain"], + "answer": ["Paris", "Madrid"], + "predicted_answer": ["Paris", "Madrid"], + }, + "metrics": { + "reciprocal_rank": {"individual_scores": [0.378064, 0.534964], "score": 0.476932}, + "single_hit": {"individual_scores": [1, 1], "score": 0.75}, + "multi_hit": {"individual_scores": [0.706125, 0.454976], "score": 0.46428375}, + "context_relevance": {"individual_scores": [1, 1], "score": 1}, + "faithfulness": {"individual_scores": [0.135581, 0.695974], "score": 0.40585375}, + "semantic_answer_similarity": {"individual_scores": [0.971241, 0.159320], "score": 0.53757075}, + }, + } + + data_2 = { + "inputs": { + "query_id": ["53c3b3e6", "225f87f7"], + "question": ["What is the capital of France?", "What is the capital of Spain?"], + "contexts": ["wiki_France", "wiki_Spain"], + "answer": ["Paris", "Madrid"], + "predicted_answer": ["Paris", "Madrid"], + }, + "metrics": { + "reciprocal_rank": {"individual_scores": [0.378064, 0.534964], "score": 0.476932}, + "single_hit": {"individual_scores": [1, 1], "score": 0.75}, + "multi_hit": {"individual_scores": [0.706125, 0.454976], "score": 0.46428375}, + "context_relevance": {"individual_scores": [1, 1], "score": 1}, + "faithfulness": {"individual_scores": [0.135581, 0.695974], "score": 0.40585375}, + "semantic_answer_similarity": {"individual_scores": [0.971241, 0.159320], "score": 0.53757075}, + }, + } + + result1 = EvaluationRunResult("testing_pipeline_1", inputs=data_1["inputs"], results=data_1["metrics"]) + result2 = EvaluationRunResult("testing_pipeline_2", inputs=data_2["inputs"], results=data_2["metrics"]) + results = result1.comparative_individual_scores_report(result2) + + expected = { + "query_id": {0: "53c3b3e6", 1: "225f87f7"}, + "question": {0: "What is the capital of France?", 1: "What is the capital of Spain?"}, + "contexts": {0: "wiki_France", 1: "wiki_Spain"}, + "answer": {0: "Paris", 1: "Madrid"}, + "predicted_answer": {0: "Paris", 1: "Madrid"}, + "testing_pipeline_1_reciprocal_rank": {0: 0.378064, 1: 0.534964}, + "testing_pipeline_1_single_hit": {0: 1, 1: 1}, + "testing_pipeline_1_multi_hit": {0: 0.706125, 1: 0.454976}, + "testing_pipeline_1_context_relevance": {0: 1, 1: 1}, + "testing_pipeline_1_faithfulness": {0: 0.135581, 1: 0.695974}, + "testing_pipeline_1_semantic_answer_similarity": {0: 0.971241, 1: 0.15932}, + "testing_pipeline_2_reciprocal_rank": {0: 0.378064, 1: 0.534964}, + "testing_pipeline_2_single_hit": {0: 1, 1: 1}, + "testing_pipeline_2_multi_hit": {0: 0.706125, 1: 0.454976}, + "testing_pipeline_2_context_relevance": {0: 1, 1: 1}, + "testing_pipeline_2_faithfulness": {0: 0.135581, 1: 0.695974}, + "testing_pipeline_2_semantic_answer_similarity": {0: 0.971241, 1: 0.15932}, + } + + assert expected == results.to_dict() + + +def test_comparative_individual_scores_report_keep_truth_answer_in_df(): + data_1 = { + "inputs": { + "query_id": ["53c3b3e6", "225f87f7"], + "question": ["What is the capital of France?", "What is the capital of Spain?"], + "contexts": ["wiki_France", "wiki_Spain"], + "answer": ["Paris", "Madrid"], + "predicted_answer": ["Paris", "Madrid"], + }, + "metrics": { + "reciprocal_rank": {"individual_scores": [0.378064, 0.534964], "score": 0.476932}, + "single_hit": {"individual_scores": [1, 1], "score": 0.75}, + "multi_hit": {"individual_scores": [0.706125, 0.454976], "score": 0.46428375}, + "context_relevance": {"individual_scores": [1, 1], "score": 1}, + "faithfulness": {"individual_scores": [0.135581, 0.695974], "score": 0.40585375}, + "semantic_answer_similarity": {"individual_scores": [0.971241, 0.159320], "score": 0.53757075}, + }, + } + + data_2 = { + "inputs": { + "query_id": ["53c3b3e6", "225f87f7"], + "question": ["What is the capital of France?", "What is the capital of Spain?"], + "contexts": ["wiki_France", "wiki_Spain"], + "answer": ["Paris", "Madrid"], + "predicted_answer": ["Paris", "Madrid"], + }, + "metrics": { + "reciprocal_rank": {"individual_scores": [0.378064, 0.534964], "score": 0.476932}, + "single_hit": {"individual_scores": [1, 1], "score": 0.75}, + "multi_hit": {"individual_scores": [0.706125, 0.454976], "score": 0.46428375}, + "context_relevance": {"individual_scores": [1, 1], "score": 1}, + "faithfulness": {"individual_scores": [0.135581, 0.695974], "score": 0.40585375}, + "semantic_answer_similarity": {"individual_scores": [0.971241, 0.159320], "score": 0.53757075}, + }, + } + + result1 = EvaluationRunResult("testing_pipeline_1", inputs=data_1["inputs"], results=data_1["metrics"]) + result2 = EvaluationRunResult("testing_pipeline_2", inputs=data_2["inputs"], results=data_2["metrics"]) + results = result1.comparative_individual_scores_report(result2, keep_columns=["predicted_answer"]) + + assert list(results.columns) == [ + "query_id", + "question", + "contexts", + "answer", + "testing_pipeline_1_predicted_answer", + "testing_pipeline_1_reciprocal_rank", + "testing_pipeline_1_single_hit", + "testing_pipeline_1_multi_hit", + "testing_pipeline_1_context_relevance", + "testing_pipeline_1_faithfulness", + "testing_pipeline_1_semantic_answer_similarity", + "testing_pipeline_2_predicted_answer", + "testing_pipeline_2_reciprocal_rank", + "testing_pipeline_2_single_hit", + "testing_pipeline_2_multi_hit", + "testing_pipeline_2_context_relevance", + "testing_pipeline_2_faithfulness", + "testing_pipeline_2_semantic_answer_similarity", + ] diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/marshal/__init__.py b/SPFsmartGATE/LIVE/TMP/haystack/test/marshal/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c1764a6e039233b694403c434fa97c13e847f6ba --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/marshal/__init__.py @@ -0,0 +1,3 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/marshal/test_yaml.py b/SPFsmartGATE/LIVE/TMP/haystack/test/marshal/test_yaml.py new file mode 100644 index 0000000000000000000000000000000000000000..1c8e5502151e8c62c943a841a6eed035204d11f8 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/marshal/test_yaml.py @@ -0,0 +1,60 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import pytest + +from haystack.marshal.yaml import YamlMarshaller + + +class InvalidClass: + def __init__(self) -> None: + self.a = 1 + self.b = None + self.c = "string" + + +@pytest.fixture +def yaml_data(): + return {"key": "value", 1: 0.221, "list": [1, 2, 3], "tuple": (1, None, True), "dict": {"set": {False}}} + + +@pytest.fixture +def invalid_yaml_data(): + return {"key": "value", 1: 0.221, "list": [1, 2, 3], "tuple": (1, InvalidClass(), True), "dict": {"set": {False}}} + + +@pytest.fixture +def serialized_yaml_str(): + return """key: value +1: 0.221 +list: +- 1 +- 2 +- 3 +tuple: !!python/tuple +- 1 +- null +- true +dict: + set: !!set + false: null +""" + + +def test_yaml_marshal(yaml_data, serialized_yaml_str): + marshaller = YamlMarshaller() + marshalled = marshaller.marshal(yaml_data) + assert isinstance(marshalled, str) + assert marshalled.strip().replace("\n", "") == serialized_yaml_str.strip().replace("\n", "") + + +def test_yaml_marshal_invalid_type(invalid_yaml_data): + with pytest.raises(TypeError, match="basic Python types"): + marshaller = YamlMarshaller() + marshalled = marshaller.marshal(invalid_yaml_data) + + +def test_yaml_unmarshal(yaml_data, serialized_yaml_str): + marshaller = YamlMarshaller() + unmarshalled = marshaller.unmarshal(serialized_yaml_str) + assert unmarshalled == yaml_data diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/test_imports.py b/SPFsmartGATE/LIVE/TMP/haystack/test/test_imports.py new file mode 100644 index 0000000000000000000000000000000000000000..fc9da51dd27cb80c4ddf72c5131fd2e798b31995 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/test_imports.py @@ -0,0 +1,67 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import ast +import os +from _ast import Import, ImportFrom +from pathlib import Path + +import isort +import toml +from pyproject_parser import PyProject + +# Some libraries have different names in the import and in the dependency +# If below test fails due to that, add the library name to the dictionary +LIBRARY_NAMES_TO_MODULE_NAMES = {"python-dateutil": "dateutil"} + +# Some standard libraries are not detected by isort. If below test fails due to that, add the library name to the set. +ADDITIONAL_STD_LIBS = {"yaml"} + + +def test_for_missing_dependencies() -> None: + # We implement this manual check because + # - All tools out there are too powerful because they find all the imports in the haystack package + # - if we import all modules to check the imports we don't find issues with direct dependencies which are also + # sub-dependencies of other dependencies + + #### Collect imports + top_level_imports = set() + for path in Path("haystack").glob("**/*.py"): + content = path.read_text(encoding="utf-8") + tree = ast.parse(content) + for item in tree.body: + if isinstance(item, Import): + module = item.names[0].name + elif isinstance(item, ImportFrom) and item.level == 0: # level > 1 are relative imports + module = item.module + else: + # we only care about imports + break + + top_level_imports.add(module.split(".")[0]) + + third_party_modules = { + module + for module in top_level_imports + if isort.place_module(module) == "THIRDPARTY" and module not in ADDITIONAL_STD_LIBS + } + + #### Load specified dependencies + parsed = toml.load("pyproject.toml") + # Pyproject complains about our pyproject.toml file, so we need to parse only the dependencies + # We still need `PyProject` to parse the dependencies (think of markers and stuff) + only_dependencies = {"project": {"name": "test", "dependencies": parsed["project"]["dependencies"]}} + project_dependencies = PyProject.project_table_parser.parse(only_dependencies["project"], set_defaults=True)[ + "dependencies" + ] + + project_dependency_modules = set() + for dep in project_dependencies: + if dep.name in LIBRARY_NAMES_TO_MODULE_NAMES: + project_dependency_modules.add(LIBRARY_NAMES_TO_MODULE_NAMES[dep.name]) + + project_dependency_modules.add(dep.name.replace("-", "_")) + + #### And now finally; the check + for module in third_party_modules: + assert module in project_dependency_modules, f"Module {module} is not in the dependencies" diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/test_logging.py b/SPFsmartGATE/LIVE/TMP/haystack/test/test_logging.py new file mode 100644 index 0000000000000000000000000000000000000000..ce9607e04f2706543f8b58af306621a926371ff0 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/test_logging.py @@ -0,0 +1,600 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import builtins +import json +import logging +import os +import sys +from datetime import datetime, timezone +from pathlib import Path +from typing import Generator + +import structlog + +from test.tracing.utils import SpyingTracer +from unittest.mock import ANY + +import pytest +from _pytest.capture import CaptureFixture +from _pytest.logging import LogCaptureFixture +from _pytest.monkeypatch import MonkeyPatch + +import haystack.utils.jupyter +from haystack import logging as haystack_logging + + +@pytest.fixture(autouse=True) +def reset_logging_config() -> None: + old_handlers = logging.root.handlers.copy() + yield + # Reset the logging configuration after each test to avoid impacting other tests + logging.root.handlers = old_handlers + + +@pytest.fixture() +def set_context_var_key() -> Generator[str, None, None]: + structlog.contextvars.bind_contextvars(context_var="value") + + yield "context_var" + + structlog.contextvars.unbind_contextvars("context_var") + + +class TestSkipLoggingConfiguration: + def test_skip_logging_configuration( + self, monkeypatch: MonkeyPatch, capfd: CaptureFixture, caplog: LogCaptureFixture + ) -> None: + monkeypatch.setenv("HAYSTACK_LOGGING_IGNORE_STRUCTLOG", "true") + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # the pytest fixture caplog only captures logs being rendered from the stdlib logging module + assert caplog.messages == ["Hello, structured logging!"] + + # Nothing should be captured by capfd since structlog is not configured + assert capfd.readouterr().err == "" + + +class TestStructuredLoggingConsoleRendering: + def test_log_filtering_when_using_debug(self, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging(use_json=False) + + logger = logging.getLogger(__name__) + logger.setLevel(logging.INFO) + logger.debug("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + assert output == "" + + def test_log_filtering_when_using_debug_and_log_level_is_debug(self, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging(use_json=False) + + logger = logging.getLogger(__name__) + logger.setLevel(logging.DEBUG) + + logger.debug("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + assert "Hello, structured logging" in output + assert "{" not in output, "Seems JSON rendering is enabled when it should not be" + + def test_console_rendered_structured_log_even_if_no_tty_but_python_config( + self, capfd: CaptureFixture, monkeypatch: MonkeyPatch + ) -> None: + monkeypatch.setattr(sys.stderr, "isatty", lambda: False) + + haystack_logging.configure_logging(use_json=False) + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + + assert "Hello, structured logging!" in output + assert "{" not in output, "Seems JSON rendering is enabled when it should not be" + + def test_console_rendered_structured_log_if_in_ipython( + self, capfd: CaptureFixture, monkeypatch: MonkeyPatch + ) -> None: + monkeypatch.setattr(builtins, "__IPYTHON__", "true", raising=False) + + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + + assert "Hello, structured logging!" in output + assert "{" not in output, "Seems JSON rendering is enabled when it should not be" + + def test_console_rendered_structured_log_even_in_jupyter( + self, capfd: CaptureFixture, monkeypatch: MonkeyPatch + ) -> None: + monkeypatch.setattr(haystack.utils.jupyter, haystack.utils.jupyter.is_in_jupyter.__name__, lambda: True) + + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + + assert "Hello, structured logging!" in output + assert "{" not in output, "Seems JSON rendering is enabled when it should not be" + + def test_console_rendered_structured_log_even_if_no_tty_but_forced_through_env( + self, capfd: CaptureFixture, monkeypatch: MonkeyPatch + ) -> None: + monkeypatch.setenv("HAYSTACK_LOGGING_USE_JSON", "false") + + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + + assert "Hello, structured logging!" in output + assert "{" not in output, "Seems JSON rendering is enabled when it should not be" + + def test_console_rendered_structured_log(self, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + + # Only check for the minute to be a bit more robust + today = datetime.now(tz=timezone.utc).isoformat(timespec="minutes").replace("+00:00", "") + assert today in output + + log_level = "warning" + assert log_level in output + + assert "Hello, structured logging!" in output + + assert "key1" in output + assert "value1" in output + + def test_logging_exceptions(self, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + + def function_that_raises_and_adds_to_stack_trace(): + raise ValueError("This is an error") + + try: + function_that_raises_and_adds_to_stack_trace() + except ValueError: + logger.exception("An error happened") + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + + assert "An error happened" in output + + def test_logging_of_contextvars(self, capfd: CaptureFixture, set_context_var_key: str) -> None: + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + + assert set_context_var_key in output + + +class TestStructuredLoggingJSONRendering: + def test_logging_as_json_if_not_atty(self, capfd: CaptureFixture, monkeypatch: MonkeyPatch) -> None: + monkeypatch.setattr(sys.stderr, "isatty", lambda: False) + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + parsed_output = json.loads(output) # should not raise an error + + assert parsed_output == { + "event": "Hello, structured logging!", + "key1": "value1", + "key2": "value2", + "level": "warning", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + def test_logging_as_json(self, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + parsed_output = json.loads(output) # should not raise an error + + assert parsed_output == { + "event": "Hello, structured logging!", + "key1": "value1", + "key2": "value2", + "level": "warning", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + def test_logging_as_json_enabling_via_env(self, capfd: CaptureFixture, monkeypatch: MonkeyPatch) -> None: + monkeypatch.setenv("HAYSTACK_LOGGING_USE_JSON", "true") + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + parsed_output = json.loads(output) # should not raise an error + + assert parsed_output == { + "event": "Hello, structured logging!", + "key1": "value1", + "key2": "value2", + "level": "warning", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + def test_logging_of_contextvars( + self, capfd: CaptureFixture, monkeypatch: MonkeyPatch, set_context_var_key: str + ) -> None: + monkeypatch.setenv("HAYSTACK_LOGGING_USE_JSON", "true") + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + parsed_output = json.loads(output) # should not raise an error + + assert parsed_output == { + "event": "Hello, structured logging!", + "key1": "value1", + "key2": "value2", + set_context_var_key: "value", + "level": "warning", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + def test_logging_exceptions_json(self, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = logging.getLogger(__name__) + + def function_that_raises_and_adds_to_stack_trace(): + my_local_variable = "my_local_variable" # noqa: F841 + raise ValueError("This is an error") + + try: + function_that_raises_and_adds_to_stack_trace() + except ValueError: + logger.exception("An error happened ") + + # Use `capfd` to capture the output of the final structlog rendering result + output = capfd.readouterr().err + parsed_output = json.loads(output) + assert parsed_output == { + "event": "An error happened ", + "level": "error", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + "exception": [ + { + "exc_type": "ValueError", + "exc_value": "This is an error", + "syntax_error": None, + "is_cause": False, + "frames": [ + { + "filename": str(Path.cwd() / "test" / "test_logging.py"), + "lineno": ANY, # otherwise the test breaks if you add a line :-) + "name": "test_logging_exceptions_json", + }, + { + "filename": str(Path.cwd() / "test" / "test_logging.py"), + "lineno": ANY, # otherwise the test breaks if you add a line :-) + "name": "function_that_raises_and_adds_to_stack_trace", + }, + ], + } + ], + } + + +class TestLogTraceCorrelation: + def test_trace_log_correlation_python_logs_with_console_rendering( + self, spying_tracer: SpyingTracer, capfd: CaptureFixture + ) -> None: + haystack_logging.configure_logging(use_json=False) + + with spying_tracer.trace("test-operation"): + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + output = capfd.readouterr().err + assert "trace_id" not in output + + def test_trace_log_correlation_python_logs(self, spying_tracer: SpyingTracer, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging(use_json=True) + + with spying_tracer.trace("test-operation") as span: + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + output = capfd.readouterr().err + parsed_output = json.loads(output) + + assert parsed_output == { + "event": "Hello, structured logging!", + "key1": "value1", + "key2": "value2", + "level": "warning", + "timestamp": ANY, + "trace_id": span.trace_id, + "span_id": span.span_id, + "lineno": ANY, + "module": "test.test_logging", + } + + def test_trace_log_correlation_no_span(self, spying_tracer: SpyingTracer, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = logging.getLogger(__name__) + + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + output = capfd.readouterr().err + parsed_output = json.loads(output) + + assert parsed_output == { + "event": "Hello, structured logging!", + "key1": "value1", + "key2": "value2", + "level": "warning", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + def test_trace_log_correlation_no_tracer(self, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = logging.getLogger(__name__) + + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + output = capfd.readouterr().err + parsed_output = json.loads(output) + + assert parsed_output == { + "event": "Hello, structured logging!", + "key1": "value1", + "key2": "value2", + "level": "warning", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + +class TestCompositeLogger: + def test_correct_stack_level_with_stdlib_rendering( + self, monkeypatch: MonkeyPatch, capfd: CaptureFixture, caplog: LogCaptureFixture + ) -> None: + monkeypatch.setenv("HAYSTACK_LOGGING_IGNORE_STRUCTLOG", "true") + haystack_logging.configure_logging() + + logger = logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + # the pytest fixture caplog only captures logs being rendered from the stdlib logging module + assert caplog.messages == ["Hello, structured logging!"] + assert caplog.records[0].name == "test.test_logging" + + # Nothing should be captured by capfd since structlog is not configured + assert capfd.readouterr().err == "" + + def test_correct_stack_level_with_consoler_rendering(self, capfd: CaptureFixture) -> None: + haystack_logging.configure_logging(use_json=False) + + logger = haystack_logging.getLogger(__name__) + logger.warning("Hello, structured logging!", extra={"key1": "value1", "key2": "value2"}) + + output = capfd.readouterr().err + assert "test.test_logging" in output + + @pytest.mark.parametrize( + "method, expected_level", + [ + ("debug", "debug"), + ("info", "info"), + ("warning", "warning"), + ("error", "error"), + ("fatal", "critical"), + ("exception", "error"), + ("critical", "critical"), + ], + ) + def test_various_levels(self, capfd: LogCaptureFixture, method: str, expected_level: str) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = haystack_logging.getLogger(__name__) + + logger.setLevel(logging.DEBUG) + + getattr(logger, method)("Hello, structured {key}!", key="logging", key1="value1", key2="value2") + + output = capfd.readouterr().err + parsed_output = json.loads(output) # should not raise an error + + assert parsed_output == { + "event": "Hello, structured logging!", + "key": "logging", + "key1": "value1", + "key2": "value2", + "level": expected_level, + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + def test_log(self, capfd: LogCaptureFixture) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = haystack_logging.getLogger(__name__) + logger.setLevel(logging.DEBUG) + + logger.log(logging.DEBUG, "Hello, structured '{key}'!", key="logging", key1="value1", key2="value2") + + output = capfd.readouterr().err + parsed_output = json.loads(output) + + assert parsed_output == { + "event": "Hello, structured 'logging'!", + "key": "logging", + "key1": "value1", + "key2": "value2", + "level": "debug", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + def test_log_json_content(self, capfd: LogCaptureFixture) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = haystack_logging.getLogger(__name__) + logger.setLevel(logging.DEBUG) + + logger.log(logging.DEBUG, 'Hello, structured: {"key": "value"}', key="logging", key1="value1", key2="value2") + + output = capfd.readouterr().err + parsed_output = json.loads(output) + + assert parsed_output == { + "event": 'Hello, structured: {"key": "value"}', + "key": "logging", + "key1": "value1", + "key2": "value2", + "level": "debug", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + def test_log_with_string_cast(self, capfd: LogCaptureFixture) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = haystack_logging.getLogger(__name__) + logger.setLevel(logging.DEBUG) + + logger.log(logging.DEBUG, "Hello, structured '{key}'!", key=LogCaptureFixture, key1="value1", key2="value2") + + output = capfd.readouterr().err + parsed_output = json.loads(output) + + assert parsed_output == { + "event": "Hello, structured ''!", + "key": "", + "key1": "value1", + "key2": "value2", + "level": "debug", + "timestamp": ANY, + "lineno": ANY, + "module": "test.test_logging", + } + + @pytest.mark.parametrize( + "method, expected_level", + [ + ("debug", "debug"), + ("info", "info"), + ("warning", "warning"), + ("error", "error"), + ("fatal", "critical"), + ("exception", "exception"), + ("critical", "critical"), + ], + ) + def test_haystack_logger_with_positional_args(self, method: str, expected_level: str) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = haystack_logging.getLogger(__name__) + logger.setLevel(logging.DEBUG) + + with pytest.raises(TypeError): + getattr(logger, method)("Hello, structured logging %s!", "logging") + + @pytest.mark.parametrize( + "method, expected_level", + [ + ("debug", "debug"), + ("info", "info"), + ("warning", "warning"), + ("error", "error"), + ("fatal", "critical"), + ("exception", "exception"), + ("critical", "critical"), + ], + ) + def test_haystack_logger_with_old_interpolation(self, method: str, expected_level: str) -> None: + haystack_logging.configure_logging(use_json=True) + + logger = haystack_logging.getLogger(__name__) + logger.setLevel(logging.DEBUG) + + # does not raise - hence we need to check this separately + getattr(logger, method)("Hello, structured logging %s!", key="logging") + + def test_that_haystack_logger_is_used(self) -> None: + """Forces the usage of the Haystack logger instead of the standard library logger.""" + allowed_list = [Path("haystack") / "logging.py"] + for root, dirs, files in os.walk("haystack"): + for file in files: + path = Path(root) / file + + if not path.suffix.endswith(".py"): + continue + + if path in allowed_list: + continue + + content = path.read_text(encoding="utf-8") + + # that looks like somebody is using our standard logger + if " logging.getLogger" in content: + haystack_logger_in_content = " haystack import logging" in content or ", logging" in content + assert haystack_logger_in_content, ( + f"{path} doesn't use the Haystack logger. Please use the Haystack logger instead of the " + f"standard library logger and add plenty of keyword arguments." + ) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/test_telemetry.py b/SPFsmartGATE/LIVE/TMP/haystack/test/test_telemetry.py new file mode 100644 index 0000000000000000000000000000000000000000..2b6f9e7e713ce8ff5e1764290b274ee3f4c7e20e --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/test_telemetry.py @@ -0,0 +1,109 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import datetime +import logging +from unittest.mock import Mock, patch + +import pytest + +from haystack import Pipeline, component +from haystack.telemetry._telemetry import pipeline_running +from haystack.utils.auth import Secret, TokenSecret + + +@patch("haystack.telemetry._telemetry.telemetry") +def test_pipeline_running(telemetry): + telemetry.send_event = Mock() + + @component + class Component: + def _get_telemetry_data(self): + return {"key": "values"} + + @component.output_types(value=int) + def run(self): + pass + + pipe = Pipeline() + pipe.add_component("component", Component()) + pipeline_running(pipe) + + # First run is always sent + telemetry.send_event.assert_called_once_with( + "Pipeline run (2.x)", + { + "pipeline_id": str(id(pipe)), + "runs": 1, + "components": {"test.test_telemetry.Component": [{"name": "component", "key": "values"}]}, + }, + ) + + # Running again before one minute has passed should not send another event + telemetry.send_event.reset_mock() + pipeline_running(pipe) + telemetry.send_event.assert_not_called() + + # Set the last telemetry sent time to pretend one minute has passed + pipe._last_telemetry_sent = pipe._last_telemetry_sent - datetime.timedelta(minutes=1) + + telemetry.send_event.reset_mock() + pipeline_running(pipe) + telemetry.send_event.assert_called_once_with( + "Pipeline run (2.x)", + { + "pipeline_id": str(id(pipe)), + "runs": 3, + "components": {"test.test_telemetry.Component": [{"name": "component", "key": "values"}]}, + }, + ) + + +@patch("haystack.telemetry._telemetry.telemetry") +def test_pipeline_running_with_non_serializable_component(telemetry): + telemetry.send_event = Mock() + + @component + class Component: + def __init__(self, api_key: Secret = TokenSecret("api_key")): + self.api_key = api_key + + def _get_telemetry_data(self): + return {"key": "values"} + + @component.output_types(value=int) + def run(self): + pass + + pipe = Pipeline() + pipe.add_component("component", Component()) + pipeline_running(pipe) + telemetry.send_event.assert_called_once_with( + "Pipeline run (2.x)", + { + "pipeline_id": str(id(pipe)), + "runs": 1, + "components": {"test.test_telemetry.Component": [{"name": "component", "key": "values"}]}, + }, + ) + + +def test_pipeline_running_with_non_dict_telemetry_data(caplog): + @component + class Component: + def __init__(self, api_key: Secret = TokenSecret("api_key")): + self.api_key = api_key + + # telemetry data should be a dictionary but is a list + def _get_telemetry_data(self): + return ["values"] + + @component.output_types(value=int) + def run(self): + pass + + pipe = Pipeline() + pipe.add_component("my_component", Component()) + with caplog.at_level(logging.DEBUG): + pipeline_running(pipe) + assert "TypeError: Telemetry data for component my_component must be a dictionary" in caplog.text diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/testing/test_factory.py b/SPFsmartGATE/LIVE/TMP/haystack/test/testing/test_factory.py new file mode 100644 index 0000000000000000000000000000000000000000..8ce979fb7a1ab600d17b57a18d34bbb7273702a7 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/testing/test_factory.py @@ -0,0 +1,123 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import pytest + +from haystack.dataclasses import Document +from haystack.testing.factory import document_store_class, component_class +from haystack.core.component import component + + +def test_document_store_class_default(): + MyStore = document_store_class("MyStore") + store = MyStore() + assert store.count_documents() == 0 + assert store.filter_documents() == [] + assert store.write_documents([]) is None + assert store.delete_documents([]) is None + assert store.to_dict() == {"type": "haystack.testing.factory.MyStore", "init_parameters": {}} + + +def test_document_store_from_dict(): + MyStore = document_store_class("MyStore") + + store = MyStore.from_dict({"type": "haystack.testing.factory.MyStore", "init_parameters": {}}) + assert isinstance(store, MyStore) + + +def test_document_store_class_with_documents(): + doc = Document(id="fake_id", content="This is a document") + MyStore = document_store_class("MyStore", documents=[doc]) + store = MyStore() + assert store.count_documents() == 1 + assert store.filter_documents() == [doc] + + +def test_document_store_class_with_documents_count(): + MyStore = document_store_class("MyStore", documents_count=100) + store = MyStore() + assert store.count_documents() == 100 + assert store.filter_documents() == [] + + +def test_document_store_class_with_documents_and_documents_count(): + doc = Document(id="fake_id", content="This is a document") + MyStore = document_store_class("MyStore", documents=[doc], documents_count=100) + store = MyStore() + assert store.count_documents() == 100 + assert store.filter_documents() == [doc] + + +def test_document_store_class_with_bases(): + MyStore = document_store_class("MyStore", bases=(Exception,)) + store = MyStore() + assert isinstance(store, Exception) + + +def test_document_store_class_with_extra_fields(): + MyStore = document_store_class("MyStore", extra_fields={"my_field": 10}) + store = MyStore() + assert store.my_field == 10 # type: ignore + + +def test_component_class_default(): + MyComponent = component_class("MyComponent") + comp = MyComponent() + res = comp.run(value=1) + assert res == {"value": None} + + res = comp.run(value="something") + assert res == {"value": None} + + res = comp.run(non_existing_input=1) + assert res == {"value": None} + + +def test_component_class_is_registered(): + MyComponent = component_class("MyComponent") + assert component.registry["haystack.testing.factory.MyComponent"] == MyComponent + + +def test_component_class_with_input_types(): + MyComponent = component_class("MyComponent", input_types={"value": int}) + comp = MyComponent() + res = comp.run(value=1) + assert res == {"value": None} + + res = comp.run(value="something") + assert res == {"value": None} + + +def test_component_class_with_output_types(): + MyComponent = component_class("MyComponent", output_types={"value": int}) + comp = MyComponent() + + res = comp.run(value=1) + assert res == {"value": None} + + +def test_component_class_with_output(): + MyComponent = component_class("MyComponent", output={"value": 100}) + comp = MyComponent() + res = comp.run(value=1) + assert res == {"value": 100} + + +def test_component_class_with_output_and_output_types(): + MyComponent = component_class("MyComponent", output_types={"value": str}, output={"value": 100}) + comp = MyComponent() + + res = comp.run(value=1) + assert res == {"value": 100} + + +def test_component_class_with_bases(): + MyComponent = component_class("MyComponent", bases=(Exception,)) + comp = MyComponent() + assert isinstance(comp, Exception) + + +def test_component_class_with_extra_fields(): + MyComponent = component_class("MyComponent", extra_fields={"my_field": 10}) + comp = MyComponent() + assert comp.my_field == 10 # type: ignore diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/__init__.py b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c1764a6e039233b694403c434fa97c13e847f6ba --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/__init__.py @@ -0,0 +1,3 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_datadog.py b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_datadog.py new file mode 100644 index 0000000000000000000000000000000000000000..74f552ada88f25bd811a62d00df8ed71b405e749 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_datadog.py @@ -0,0 +1,100 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import functools +import json +from typing import List, Dict + +import ddtrace +import pytest +from _pytest.capture import CaptureFixture +from _pytest.monkeypatch import MonkeyPatch + +from haystack.tracing.datadog import DatadogTracer + + +@pytest.fixture() +def datadog_tracer(monkeypatch: MonkeyPatch) -> ddtrace.Tracer: + # For the purpose of the tests we want to use the log writer + monkeypatch.setattr(ddtrace.Tracer, ddtrace.Tracer._use_log_writer.__name__, lambda *_: True) + + tracer = ddtrace.Tracer() + + return tracer + + +def get_traces_from_console(capfd: CaptureFixture) -> List[Dict]: + output = capfd.readouterr().out + parsed = json.loads(output) + nested_traces = parsed["traces"] + flattened = list(functools.reduce(lambda x, y: x + y, nested_traces, [])) + + return flattened + + +class TestDatadogTracer: + def test_opentelemetry_tracer(self, datadog_tracer: ddtrace.Tracer, capfd: CaptureFixture) -> None: + tracer = DatadogTracer(datadog_tracer) + + with tracer.trace("test") as span: + span.set_tag("key", "value") + + traces = get_traces_from_console(capfd) + assert len(traces) == 1 + + trace = traces[0] + + assert trace["name"] == "test" + + def test_tagging(self, datadog_tracer: ddtrace.Tracer, capfd: CaptureFixture) -> None: + tracer = DatadogTracer(datadog_tracer) + + with tracer.trace("test", tags={"key1": "value1"}) as span: + span.set_tag("key2", "value2") + + spans = get_traces_from_console(capfd) + assert len(spans) == 1 + assert spans[0]["meta"]["key1"] == "value1" + assert spans[0]["meta"]["key2"] == "value2" + + def test_current_span(self, datadog_tracer: ddtrace.Tracer, capfd: CaptureFixture) -> None: + tracer = DatadogTracer(datadog_tracer) + + with tracer.trace("test"): + current_span = tracer.current_span() + assert tracer.current_span() is not None + + current_span.set_tag("key1", "value1") + + raw_span = current_span.raw_span() + assert raw_span is not None + assert isinstance(raw_span, ddtrace.Span) + + raw_span.set_tag("key2", "value2") + + spans = get_traces_from_console(capfd) + assert len(spans) == 1 + assert spans[0]["meta"]["key1"] == "value1" + assert spans[0]["meta"]["key2"] == "value2" + + def test_tracing_complex_values(self, datadog_tracer: ddtrace.Tracer, capfd: CaptureFixture) -> None: + tracer = DatadogTracer(datadog_tracer) + + with tracer.trace("test") as span: + span.set_tag("key", {"a": 1, "b": [2, 3, 4]}) + + spans = get_traces_from_console(capfd) + assert len(spans) == 1 + assert spans[0]["meta"]["key"] == '{"a": 1, "b": [2, 3, 4]}' + + def test_get_log_correlation_info(self, datadog_tracer: ddtrace.Tracer) -> None: + tracer = DatadogTracer(datadog_tracer) + with tracer.trace("test") as span: + span.set_tag("key", "value") + assert span.get_correlation_data_for_logs() == { + "dd.trace_id": str((1 << 64) - 1 & span.raw_span().trace_id), + "dd.span_id": span.raw_span().span_id, + "dd.service": "", + "dd.env": "", + "dd.version": "", + } diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_logging_tracer.py b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_logging_tracer.py new file mode 100644 index 0000000000000000000000000000000000000000..0f1daeeba07b496e93fb00db9716b2fbfe926fc4 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_logging_tracer.py @@ -0,0 +1,160 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +from typing import Optional +import logging + + +from haystack.tracing.logging_tracer import LoggingTracer +from haystack import component, Pipeline +from haystack import tracing + + +@component +class Hello: + @component.output_types(output=str) + def run(self, word: Optional[str]): + return {"output": f"Hello, {word}!"} + + +@component +class FailingComponent: + @component.output_types(output=str) + def run(self, word: Optional[str]): + raise Exception("Failing component") + + +class TestLoggingTracer: + def test_init(self) -> None: + tracer = LoggingTracer() + assert tracer.tags_color_strings == {} + + tracer = LoggingTracer(tags_color_strings={"tag_name": "color_string"}) + assert tracer.tags_color_strings == {"tag_name": "color_string"} + + def test_logging_tracer(self, caplog) -> None: + tracer = LoggingTracer() + + caplog.set_level(logging.DEBUG) + with tracer.trace("test") as span: + span.set_tag("key", "value") + + assert "Operation: test" in caplog.text + assert "key=value" in caplog.text + assert len(caplog.records) == 2 + + # structured logging + assert caplog.records[0].operation_name == "test" + assert caplog.records[1].tag_name == "key" + assert caplog.records[1].tag_value == "value" + + def test_tracing_complex_values(self, caplog) -> None: + tracer = LoggingTracer() + + caplog.set_level(logging.DEBUG) + + with tracer.trace("test") as span: + span.set_tag("key", {"a": 1, "b": [2, 3, 4]}) + + assert "Operation: test" in caplog.text + assert "key={'a': 1, 'b': [2, 3, 4]}" in caplog.text + assert len(caplog.records) == 2 + + # structured logging + assert caplog.records[0].operation_name == "test" + assert caplog.records[1].tag_name == "key" + assert caplog.records[1].tag_value == {"a": 1, "b": [2, 3, 4]} + + def test_apply_color_strings(self, caplog) -> None: + tracer = LoggingTracer(tags_color_strings={"key": "color_string"}) + + caplog.set_level(logging.DEBUG) + + with tracer.trace("test") as span: + span.set_tag("key", "value") + + assert "color_string" in caplog.text + + def test_logging_pipeline(self, caplog) -> None: + pipeline = Pipeline() + pipeline.add_component("hello", Hello()) + pipeline.add_component("hello2", Hello()) + pipeline.connect("hello.output", "hello2.word") + + tracing.enable_tracing(LoggingTracer()) + caplog.set_level(logging.DEBUG) + + pipeline.run(data={"word": "world"}) + + records = caplog.records + + assert any( + record.operation_name == "haystack.component.run" for record in records if hasattr(record, "operation_name") + ) + assert any( + record.operation_name == "haystack.pipeline.run" for record in records if hasattr(record, "operation_name") + ) + + tags_records = [record for record in records if hasattr(record, "tag_name")] + assert any(record.tag_name == "haystack.component.name" for record in tags_records) + assert any(record.tag_value == "hello" for record in tags_records) + + tracing.disable_tracing() + + def test_logging_pipeline_with_content_tracing(self, caplog) -> None: + pipeline = Pipeline() + pipeline.add_component("hello", Hello()) + + tracing.tracer.is_content_tracing_enabled = True + tracing.enable_tracing(LoggingTracer()) + + caplog.set_level(logging.DEBUG) + + pipeline.run(data={"word": "world"}) + records = caplog.records + + tags_records = [record for record in records if hasattr(record, "tag_name")] + + input_tag_value = [ + record.tag_value for record in tags_records if record.tag_name == "haystack.component.input" + ][0] + assert input_tag_value == {"word": "world"} + + output_tag_value = [ + record.tag_value for record in tags_records if record.tag_name == "haystack.component.output" + ][0] + assert output_tag_value == {"output": "Hello, world!"} + + tracing.tracer.is_content_tracing_enabled = False + tracing.disable_tracing() + + def test_logging_pipeline_on_failure(self, caplog) -> None: + """ + Test that the LoggingTracer also logs events when a component fails. + """ + pipeline = Pipeline() + pipeline.add_component("failing_component", FailingComponent()) + + tracing.enable_tracing(LoggingTracer()) + caplog.set_level(logging.DEBUG) + + try: + pipeline.run(data={"word": "world"}) + except: + pass + + records = caplog.records + + assert any( + record.operation_name == "haystack.component.run" for record in records if hasattr(record, "operation_name") + ) + assert any( + record.operation_name == "haystack.pipeline.run" for record in records if hasattr(record, "operation_name") + ) + + tags_records = [record for record in records if hasattr(record, "tag_name")] + assert any(record.tag_name == "haystack.component.name" for record in tags_records) + assert any(record.tag_value == "failing_component" for record in tags_records) + + tracing.disable_tracing() diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_opentelemetry.py b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_opentelemetry.py new file mode 100644 index 0000000000000000000000000000000000000000..1163de0cb583b30bf991dc235650c03d7afb96ff --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_opentelemetry.py @@ -0,0 +1,93 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import opentelemetry.trace +import pytest +from opentelemetry.sdk.trace.export import SimpleSpanProcessor +from opentelemetry.sdk.trace.export.in_memory_span_exporter import InMemorySpanExporter +from opentelemetry.sdk.resources import SERVICE_NAME, Resource + +from opentelemetry.sdk.trace import TracerProvider + +from haystack.tracing.opentelemetry import OpenTelemetryTracer + + +@pytest.fixture() +def span_exporter() -> InMemorySpanExporter: + return InMemorySpanExporter() + + +@pytest.fixture +def opentelemetry_tracer(span_exporter: InMemorySpanExporter) -> opentelemetry.trace.Tracer: + # Service name is required for most backends + resource = Resource(attributes={SERVICE_NAME: "haystack-testing"}) + + traceProvider = TracerProvider(resource=resource) + processor = SimpleSpanProcessor(span_exporter) + traceProvider.add_span_processor(processor) + + return traceProvider.get_tracer("my_test") + + +class TestOpenTelemetryTracer: + def test_opentelemetry_tracer( + self, opentelemetry_tracer: opentelemetry.trace.Tracer, span_exporter: InMemorySpanExporter + ) -> None: + tracer = OpenTelemetryTracer(opentelemetry_tracer) + + with tracer.trace("test") as span: + span.set_tag("key", "value") + + def test_tagging( + self, opentelemetry_tracer: opentelemetry.trace.Tracer, span_exporter: InMemorySpanExporter + ) -> None: + tracer = OpenTelemetryTracer(opentelemetry_tracer) + + with tracer.trace("test", tags={"key1": "value1"}) as span: + span.set_tag("key2", "value2") + + spans = list(span_exporter.get_finished_spans()) + assert len(spans) == 1 + assert spans[0].attributes == {"key1": "value1", "key2": "value2"} + + def test_current_span( + self, opentelemetry_tracer: opentelemetry.trace.Tracer, span_exporter: InMemorySpanExporter + ) -> None: + tracer = OpenTelemetryTracer(opentelemetry_tracer) + with tracer.trace("test"): + current_span = tracer.current_span() + assert tracer.current_span() is not None + + current_span.set_tag("key1", "value1") + + raw_span = current_span.raw_span() + assert raw_span is not None + assert isinstance(raw_span, opentelemetry.trace.Span) + + raw_span.set_attribute("key2", "value2") + + spans = list(span_exporter.get_finished_spans()) + assert len(spans) == 1 + assert spans[0].attributes == {"key1": "value1", "key2": "value2"} + + def test_tracing_complex_values( + self, opentelemetry_tracer: opentelemetry.trace.Tracer, span_exporter: InMemorySpanExporter + ) -> None: + tracer = OpenTelemetryTracer(opentelemetry_tracer) + with tracer.trace("test") as span: + span.set_tag("key", {"a": 1, "b": [2, 3, 4]}) + + spans = list(span_exporter.get_finished_spans()) + assert len(spans) == 1 + assert spans[0].attributes == {"key": '{"a": 1, "b": [2, 3, 4]}'} + + def test_log_correlation_info(self, opentelemetry_tracer: opentelemetry.trace.Tracer) -> None: + tracer = OpenTelemetryTracer(opentelemetry_tracer) + with tracer.trace("test") as span: + span.set_tag("key", "value") + + correlation_data = span.get_correlation_data_for_logs() + assert correlation_data == { + "trace_id": span.raw_span().get_span_context().trace_id, + "span_id": span.raw_span().get_span_context().span_id, + } diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_tracer.py b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_tracer.py new file mode 100644 index 0000000000000000000000000000000000000000..0593a27fa3e71da54be6ca7386f49fe940150021 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_tracer.py @@ -0,0 +1,181 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import sys +from unittest.mock import Mock, patch + +import ddtrace +import opentelemetry.trace +import pytest +from _pytest.monkeypatch import MonkeyPatch +from opentelemetry.sdk.resources import SERVICE_NAME, Resource +from opentelemetry.sdk.trace.export import SimpleSpanProcessor +from opentelemetry.sdk.trace import TracerProvider +from opentelemetry.sdk.trace.export.in_memory_span_exporter import InMemorySpanExporter + +from haystack.tracing.datadog import DatadogTracer +from haystack.tracing.opentelemetry import OpenTelemetryTracer +from haystack.tracing.tracer import ( + NullTracer, + NullSpan, + _auto_configured_opentelemetry_tracer, + _auto_configured_datadog_tracer, + enable_tracing, + Tracer, + disable_tracing, + is_tracing_enabled, + ProxyTracer, + auto_enable_tracing, + tracer, + HAYSTACK_CONTENT_TRACING_ENABLED_ENV_VAR, +) +from test.tracing.utils import SpyingTracer + + +class TestNullTracer: + def test_tracing(self) -> None: + assert isinstance(tracer.actual_tracer, NullTracer) + + # None of this raises + with tracer.trace("operation", {"key": "value"}) as span: + span.set_tag("key", "value") + span.set_tags({"key": "value"}) + + assert isinstance(tracer.current_span(), NullSpan) + assert isinstance(tracer.current_span().raw_span(), NullSpan) + + +class TestProxyTracer: + def test_tracing(self) -> None: + spying_tracer = SpyingTracer() + my_tracer = ProxyTracer(provided_tracer=spying_tracer) + + with my_tracer.trace("operation", {"key": "value"}) as span: + span.set_tag("key", "value") + span.set_tags({"key2": "value2"}) + + assert len(spying_tracer.spans) == 1 + assert spying_tracer.spans[0].operation_name == "operation" + assert spying_tracer.spans[0].tags == {"key": "value", "key2": "value2"} + + +class TestConfigureTracer: + def test_enable_tracer(self) -> None: + my_tracer = Mock(spec=Tracer) # anything else than `NullTracer` works for this test + + enable_tracing(my_tracer) + + assert isinstance(tracer, ProxyTracer) + assert tracer.actual_tracer is my_tracer + assert is_tracing_enabled() + + def test_disable_tracing(self) -> None: + my_tracker = Mock(spec=Tracer) # anything else than `NullTracer` works for this test + + enable_tracing(my_tracker) + assert tracer.actual_tracer is my_tracker + + disable_tracing() + assert isinstance(tracer.actual_tracer, NullTracer) + assert is_tracing_enabled() is False + + +class TestAutoEnableTracer: + @pytest.fixture() + def configured_opentelemetry_tracing(self) -> None: + resource = Resource(attributes={SERVICE_NAME: "haystack-testing"}) + + traceProvider = TracerProvider(resource=resource) + processor = SimpleSpanProcessor(InMemorySpanExporter()) + traceProvider.add_span_processor(processor) + + # We can't unset `set_tracer_provider` here, because opentelemetry has a lock to only set it once + opentelemetry.trace._TRACER_PROVIDER = traceProvider + + yield + + # unfortunately, there's no cleaner way to reset the global tracer provider + opentelemetry.trace._TRACER_PROVIDER = None + disable_tracing() + + def test_skip_auto_enable_tracer_if_already_configured(self) -> None: + my_tracker = Mock(spec=Tracer) # anything else than `NullTracer` works for this test + enable_tracing(my_tracker) + + auto_enable_tracing() + + assert tracer.actual_tracer is my_tracker + + def test_skip_auto_enable_if_tracing_disabled_via_env( + self, monkeypatch: MonkeyPatch, configured_opentelemetry_tracing: None + ) -> None: + monkeypatch.setenv("HAYSTACK_AUTO_TRACE_ENABLED", "false") + + old_tracer = tracer.actual_tracer + + auto_enable_tracing() + + assert tracer.actual_tracer is old_tracer + + def test_enable_opentelemetry_tracer(self, configured_opentelemetry_tracing: None) -> None: + auto_enable_tracing() + + activated_tracer = tracer.actual_tracer + assert isinstance(activated_tracer, OpenTelemetryTracer) + assert is_tracing_enabled() + + def test_add_datadog_tracer(self) -> None: + auto_enable_tracing() + + activated_tracer = tracer.actual_tracer + assert isinstance(activated_tracer, DatadogTracer) + assert is_tracing_enabled() + + def test__auto_configured_opentelemetry_tracer(self, configured_opentelemetry_tracing): + tracer = _auto_configured_opentelemetry_tracer() + assert isinstance(tracer, OpenTelemetryTracer) + + def test__auto_configured_opentelemetry_tracer_with_failing_import(self, monkeypatch): + monkeypatch.delitem(sys.modules, "opentelemetry.trace", raising=False) + tracer = _auto_configured_opentelemetry_tracer() + assert tracer is None + + def test__auto_configured_datadog_tracer(self): + tracer = _auto_configured_datadog_tracer() + assert isinstance(tracer, DatadogTracer) + + def test__auto_configured_datadog_tracer_with_failing_import(self, monkeypatch): + monkeypatch.setattr(ddtrace.tracer, "enabled", False) + tracer = _auto_configured_datadog_tracer() + assert tracer is None + + +class TestTracingContent: + def test_set_content_tag_with_default_settings(self, spying_tracer: SpyingTracer) -> None: + with tracer.trace("test") as span: + span.set_content_tag("my_content", "my_content") + + assert len(spying_tracer.spans) == 1 + span = spying_tracer.spans[0] + assert span.tags == {} + + def test_set_content_tag_with_enabled_content_tracing( + self, monkeypatch: MonkeyPatch, spying_tracer: SpyingTracer + ) -> None: + enable_tracing(spying_tracer) + # monkeypatch to avoid impact on other tests + monkeypatch.setattr(tracer, "is_content_tracing_enabled", True) + + with tracer.trace("test") as span: + span.set_content_tag("my_content", "my_content") + + assert len(spying_tracer.spans) == 1 + span = spying_tracer.spans[0] + assert span.tags == {"my_content": "my_content"} + + def test_set_content_tag_when_enabled_via_env_variable(self, monkeypatch: MonkeyPatch) -> None: + monkeypatch.setenv(HAYSTACK_CONTENT_TRACING_ENABLED_ENV_VAR, "true") + + proxy_tracer = ProxyTracer(provided_tracer=SpyingTracer()) + + assert proxy_tracer.is_content_tracing_enabled is True diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_utils.py b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..de63badd19db63b1bd55af47a402d03334dc5905 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/test_utils.py @@ -0,0 +1,46 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +from typing import Any, Union + +import pytest + +from haystack import Document +from haystack.tracing import utils + + +class NonSerializableClass: + def __str__(self) -> str: + return "NonSerializableClass" + + +class TestTypeCoercion: + @pytest.mark.parametrize( + "raw_value,expected_tag_value", + [ + (1, 1), + (1.0, 1.0), + (True, True), + (None, ""), + ("string", "string"), + ([1, 2, 3], "[1, 2, 3]"), + ({"key": "value"}, '{"key": "value"}'), + (NonSerializableClass(), "NonSerializableClass"), + ( + Document(id="1", content="text"), + '{"id": "1", "content": "text", "dataframe": null, "blob": null, "score": null, "embedding": null, "sparse_embedding": null}', + ), + ( + [Document(id="1", content="text")], + '[{"id": "1", "content": "text", "dataframe": null, "blob": null, "score": null, "embedding": null, "sparse_embedding": null}]', + ), + ( + {"key": Document(id="1", content="text")}, + '{"key": {"id": "1", "content": "text", "dataframe": null, "blob": null, "score": null, "embedding": null, "sparse_embedding": null}}', + ), + ], + ) + def test_type_coercion(self, raw_value: Any, expected_tag_value: Union[bool, str, int, float]) -> None: + coerced_value = utils.coerce_tag_value(raw_value) + + assert coerced_value == expected_tag_value diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/utils.py b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..8a1472da8b3ebf32b1386669cc644a155869111d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/tracing/utils.py @@ -0,0 +1,43 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import contextlib +import dataclasses +import uuid +from typing import Dict, Any, Optional, List, Iterator + +from haystack.tracing import Span, Tracer + + +@dataclasses.dataclass +class SpyingSpan(Span): + operation_name: str + tags: Dict[str, Any] = dataclasses.field(default_factory=dict) + + trace_id: Optional[str] = dataclasses.field(default_factory=lambda: str(uuid.uuid4())) + span_id: Optional[str] = dataclasses.field(default_factory=lambda: str(uuid.uuid4())) + + def set_tag(self, key: str, value: Any) -> None: + self.tags[key] = value + + def get_correlation_data_for_logs(self) -> Dict[str, Any]: + return {"trace_id": self.trace_id, "span_id": self.span_id} + + +class SpyingTracer(Tracer): + def current_span(self) -> Optional[Span]: + return self.spans[-1] if self.spans else None + + def __init__(self) -> None: + self.spans: List[SpyingSpan] = [] + + @contextlib.contextmanager + def trace(self, operation_name: str, tags: Optional[Dict[str, Any]] = None) -> Iterator[Span]: + new_span = SpyingSpan(operation_name) + + for key, value in (tags or {}).items(): + new_span.set_tag(key, value) + + self.spans.append(new_span) + + yield new_span diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_auth.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_auth.py new file mode 100644 index 0000000000000000000000000000000000000000..31910c4fa660ebbb583e6a9fa0c6bdee31c3cb97 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_auth.py @@ -0,0 +1,79 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import os + +import pytest + +from haystack.utils.auth import Secret, EnvVarSecret, SecretType, TokenSecret +from dataclasses import FrozenInstanceError + + +def test_secret_type(): + for e in SecretType: + assert e == SecretType.from_str(e.value) + + with pytest.raises(ValueError, match="Unknown secret type"): + SecretType.from_str("disk") + + +def test_token_secret(): + secret = Secret.from_token("test-token") + assert secret.type == SecretType.TOKEN + assert isinstance(secret, TokenSecret) + assert secret._token == "test-token" + assert secret.resolve_value() == "test-token" + + with pytest.raises(ValueError, match="Cannot serialize token-based secret"): + secret.to_dict() + + with pytest.raises(ValueError, match="cannot be empty"): + Secret.from_token("") + + with pytest.raises(FrozenInstanceError): + secret._token = "abba" + with pytest.raises(FrozenInstanceError): + secret._type = SecretType.ENV_VAR + + +def test_env_var_secret(): + secret = Secret.from_env_var("TEST_ENV_VAR1") + os.environ["TEST_ENV_VAR1"] = "test-token" + + assert secret.type == SecretType.ENV_VAR + assert isinstance(secret, EnvVarSecret) + assert secret._env_vars == ("TEST_ENV_VAR1",) + assert secret._strict is True + assert secret.resolve_value() == "test-token" + + del os.environ["TEST_ENV_VAR1"] + with pytest.raises(ValueError, match="None of the following .* variables are set"): + secret.resolve_value() + + secret = Secret.from_env_var("TEST_ENV_VAR2", strict=False) + assert secret._strict is False + assert secret.resolve_value() == None + + secret = Secret.from_env_var(["TEST_ENV_VAR2", "TEST_ENV_VAR1"], strict=True) + assert secret._env_vars == ("TEST_ENV_VAR2", "TEST_ENV_VAR1") + with pytest.raises(ValueError, match="None of the following .* variables are set"): + secret.resolve_value() + os.environ["TEST_ENV_VAR1"] = "test-token-2" + assert secret.resolve_value() == "test-token-2" + os.environ["TEST_ENV_VAR2"] = "test-token" + assert secret.resolve_value() == "test-token" + + with pytest.raises(ValueError, match="One or more environment variables"): + Secret.from_env_var([]) + + assert secret.to_dict() == {"type": "env_var", "env_vars": ["TEST_ENV_VAR2", "TEST_ENV_VAR1"], "strict": True} + assert ( + Secret.from_dict({"type": "env_var", "env_vars": ["TEST_ENV_VAR2", "TEST_ENV_VAR1"], "strict": True}) == secret + ) + + with pytest.raises(FrozenInstanceError): + secret._env_vars = ("A", "B") + with pytest.raises(FrozenInstanceError): + secret._strict = False + with pytest.raises(FrozenInstanceError): + secret._type = SecretType.TOKEN diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_base_serialization.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_base_serialization.py new file mode 100644 index 0000000000000000000000000000000000000000..7f1d2cb96e5438edf7583e3dcfd8abd7d599bb7e --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_base_serialization.py @@ -0,0 +1,67 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +from haystack.core.errors import DeserializationError, SerializationError +import pytest + +from haystack.utils.base_serialization import serialize_class_instance, deserialize_class_instance + + +class CustomClass: + def to_dict(self): + return {"key": "value", "more": False} + + @classmethod + def from_dict(cls, data): + assert data == {"key": "value", "more": False} + return cls() + + +class CustomClassNoToDict: + @classmethod + def from_dict(cls, data): + assert data == {"key": "value", "more": False} + return cls() + + +class CustomClassNoFromDict: + def to_dict(self): + return {"key": "value", "more": False} + + +def test_serialize_class_instance(): + result = serialize_class_instance(CustomClass()) + assert result == {"data": {"key": "value", "more": False}, "type": "test_base_serialization.CustomClass"} + + +def test_serialize_class_instance_missing_method(): + with pytest.raises(SerializationError, match="does not have a 'to_dict' method"): + serialize_class_instance(CustomClassNoToDict()) + + +def test_deserialize_class_instance(): + data = {"data": {"key": "value", "more": False}, "type": "test_base_serialization.CustomClass"} + + result = deserialize_class_instance(data) + assert isinstance(result, CustomClass) + + +def test_deserialize_class_instance_invalid_data(): + data = {"data": {"key": "value", "more": False}, "type": "test_base_serialization.CustomClass"} + + with pytest.raises(DeserializationError, match="Missing 'type'"): + deserialize_class_instance({}) + + with pytest.raises(DeserializationError, match="Missing 'data'"): + deserialize_class_instance({"type": "test_base_serialization.CustomClass"}) + + with pytest.raises( + DeserializationError, match="Class 'test_base_serialization.CustomClass1' not correctly imported" + ): + deserialize_class_instance({"type": "test_base_serialization.CustomClass1", "data": {}}) + + with pytest.raises( + DeserializationError, + match="Class 'test_base_serialization.CustomClassNoFromDict' does not have a 'from_dict' method", + ): + deserialize_class_instance({"type": "test_base_serialization.CustomClassNoFromDict", "data": {}}) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_callable_serialization.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_callable_serialization.py new file mode 100644 index 0000000000000000000000000000000000000000..c0afafa73e03eec92337fd7892e51a9e2b0b4d70 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_callable_serialization.py @@ -0,0 +1,38 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import requests + +from haystack.components.generators.utils import print_streaming_chunk +from haystack.utils import serialize_callable, deserialize_callable + + +def some_random_callable_for_testing(some_ignored_arg: str): + pass + + +def test_callable_serialization(): + result = serialize_callable(some_random_callable_for_testing) + assert result == "test_callable_serialization.some_random_callable_for_testing" + + +def test_callable_serialization_non_local(): + # check our callable serialization + result = serialize_callable(print_streaming_chunk) + assert result == "haystack.components.generators.utils.print_streaming_chunk" + + # check serialization of another library's callable + result = serialize_callable(requests.api.get) + assert result == "requests.api.get" + + +def test_callable_deserialization(): + result = serialize_callable(some_random_callable_for_testing) + fn = deserialize_callable(result) + assert fn is some_random_callable_for_testing + + +def test_callable_deserialization_non_local(): + result = serialize_callable(requests.api.get) + fn = deserialize_callable(result) + assert fn is requests.api.get diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_device.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_device.py new file mode 100644 index 0000000000000000000000000000000000000000..cb58ab8fa3a1426469f25b73cdcca1cc11a5e9e5 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_device.py @@ -0,0 +1,136 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import os +from unittest.mock import patch + +import pytest + +from haystack.utils import ComponentDevice, Device, DeviceMap, DeviceType + + +def test_device_type(): + for e in DeviceType: + assert e == DeviceType.from_str(e.value) + + with pytest.raises(ValueError, match="Unknown device type string"): + DeviceType.from_str("tpu") + + +def test_device_creation(): + assert Device.cpu().type == DeviceType.CPU + assert Device.gpu().type == DeviceType.GPU + assert Device.mps().type == DeviceType.MPS + assert Device.disk().type == DeviceType.DISK + + assert Device.from_str("cpu") == Device.cpu() + assert Device.from_str("cuda:1") == Device.gpu(1) + assert Device.from_str("disk") == Device.disk() + assert Device.from_str("mps:0") == Device(DeviceType.MPS, 0) + + with pytest.raises(ValueError, match="Device id must be >= 0"): + Device.gpu(-1) + + +def test_device_map(): + map = DeviceMap({"layer1": Device.cpu(), "layer2": Device.gpu(1), "layer3": Device.disk()}) + + assert all(x in map for x in ["layer1", "layer2", "layer3"]) + assert len(map) == 3 + assert map["layer1"] == Device.cpu() + assert map["layer2"] == Device.gpu(1) + assert map["layer3"] == Device.disk() + + for k, d in map: + assert k in ["layer1", "layer2", "layer3"] + assert d in [Device.cpu(), Device.gpu(1), Device.disk()] + + map["layer1"] = Device.gpu(0) + assert map["layer1"] == Device.gpu(0) + + map["layer2"] = Device.cpu() + assert DeviceMap.from_hf({"layer1": 0, "layer2": "cpu", "layer3": "disk"}) == DeviceMap( + {"layer1": Device.gpu(0), "layer2": Device.cpu(), "layer3": Device.disk()} + ) + + with pytest.raises(ValueError, match="unexpected device"): + DeviceMap.from_hf({"layer1": 0.1}) + + assert map.first_device == Device.gpu(0) + assert DeviceMap({}).first_device is None + + +def test_component_device_empty_and_full(): + with pytest.raises(ValueError, match="neither be empty nor contain"): + ComponentDevice().first_device + + with pytest.raises(ValueError, match="neither be empty nor contain"): + ComponentDevice(Device.cpu(), DeviceMap({})).to_hf() + + +def test_component_device_single(): + single = ComponentDevice.from_single(Device.gpu(1)) + assert not single.has_multiple_devices + assert single._single_device == Device.gpu(1) + assert single._multiple_devices is None + + with pytest.raises(ValueError, match="disk device can only be used as a part of device maps"): + ComponentDevice.from_single(Device.disk()) + + assert single.to_torch_str() == "cuda:1" + assert single.to_spacy() == 1 + assert single.to_hf() == "cuda:1" + assert single.update_hf_kwargs({}, overwrite=False) == {"device": "cuda:1"} + assert single.update_hf_kwargs({"device": 0}, overwrite=True) == {"device": "cuda:1"} + assert single.first_device == ComponentDevice.from_single(single._single_device) + + +def test_component_device_multiple(): + multiple = ComponentDevice.from_multiple( + DeviceMap({"layer1": Device.cpu(), "layer2": Device.gpu(1), "layer3": Device.disk()}) + ) + assert multiple.has_multiple_devices + assert multiple._single_device is None + assert multiple._multiple_devices == DeviceMap( + {"layer1": Device.cpu(), "layer2": Device.gpu(1), "layer3": Device.disk()} + ) + + with pytest.raises(ValueError, match="Only single devices"): + multiple.to_torch() + + with pytest.raises(ValueError, match="Only single devices"): + multiple.to_torch_str() + + with pytest.raises(ValueError, match="Only single devices"): + multiple.to_spacy() + + assert multiple.to_hf() == {"layer1": "cpu", "layer2": 1, "layer3": "disk"} + assert multiple.update_hf_kwargs({}, overwrite=False) == { + "device_map": {"layer1": "cpu", "layer2": 1, "layer3": "disk"} + } + assert multiple.update_hf_kwargs({"device_map": {None: None}}, overwrite=True) == { + "device_map": {"layer1": "cpu", "layer2": 1, "layer3": "disk"} + } + assert multiple.first_device == ComponentDevice.from_single(Device.cpu()) + + +@patch("torch.backends.mps.is_available") +@patch("torch.cuda.is_available") +def test_component_device_resolution(torch_cuda_is_available, torch_backends_mps_is_available): + assert ComponentDevice.resolve_device(ComponentDevice.from_single(Device.cpu()))._single_device == Device.cpu() + + torch_cuda_is_available.return_value = True + assert ComponentDevice.resolve_device(None)._single_device == Device.gpu(0) + + torch_cuda_is_available.return_value = False + torch_backends_mps_is_available.return_value = True + assert ComponentDevice.resolve_device(None)._single_device == Device.mps() + + torch_cuda_is_available.return_value = False + torch_backends_mps_is_available.return_value = False + assert ComponentDevice.resolve_device(None)._single_device == Device.cpu() + + torch_cuda_is_available.return_value = False + torch_backends_mps_is_available.return_value = True + os.environ["HAYSTACK_MPS_ENABLED"] = "false" + assert ComponentDevice.resolve_device(None)._single_device == Device.cpu() diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_docstore_deserialization.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_docstore_deserialization.py new file mode 100644 index 0000000000000000000000000000000000000000..ffce99dd2c2b51e8269fa0603c3f0d1c24b1b4ad --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_docstore_deserialization.py @@ -0,0 +1,89 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +from unittest.mock import patch +import pytest + +from haystack.document_stores.in_memory.document_store import InMemoryDocumentStore +from haystack.utils.docstore_deserialization import deserialize_document_store_in_init_params_inplace +from haystack.core.errors import DeserializationError + + +class FakeDocumentStore: + pass + + +def test_deserialize_document_store_in_init_params_inplace(): + data = { + "type": "haystack.components.writers.document_writer.DocumentWriter", + "init_parameters": { + "document_store": { + "type": "haystack.document_stores.in_memory.document_store.InMemoryDocumentStore", + "init_parameters": {}, + } + }, + } + + deserialize_document_store_in_init_params_inplace(data) + assert isinstance(data["init_parameters"]["document_store"], InMemoryDocumentStore) + + +def test_from_dict_is_called(): + """If the document store provides a from_dict method, it should be called.""" + data = { + "type": "haystack.components.writers.document_writer.DocumentWriter", + "init_parameters": { + "document_store": { + "type": "haystack.document_stores.in_memory.document_store.InMemoryDocumentStore", + "init_parameters": {}, + } + }, + } + + with patch.object(InMemoryDocumentStore, "from_dict") as mock_from_dict: + deserialize_document_store_in_init_params_inplace(data) + + mock_from_dict.assert_called_once_with( + {"type": "haystack.document_stores.in_memory.document_store.InMemoryDocumentStore", "init_parameters": {}} + ) + + +def test_default_from_dict_is_called(): + """If the document store does not provide a from_dict method, default_from_dict should be called.""" + data = { + "type": "haystack.components.writers.document_writer.DocumentWriter", + "init_parameters": { + "document_store": {"type": "test_docstore_deserialization.FakeDocumentStore", "init_parameters": {}} + }, + } + + with patch("haystack.utils.docstore_deserialization.default_from_dict") as mock_default_from_dict: + deserialize_document_store_in_init_params_inplace(data) + + mock_default_from_dict.assert_called_once_with( + FakeDocumentStore, {"type": "test_docstore_deserialization.FakeDocumentStore", "init_parameters": {}} + ) + + +def test_missing_document_store_key(): + data = {"init_parameters": {"policy": "SKIP"}} + with pytest.raises(DeserializationError): + deserialize_document_store_in_init_params_inplace(data) + + +def test_missing_type_key_in_document_store(): + data = {"init_parameters": {"document_store": {"init_parameters": {}}, "policy": "SKIP"}} + with pytest.raises(DeserializationError): + deserialize_document_store_in_init_params_inplace(data) + + +def test_invalid_class_import(): + data = { + "init_parameters": { + "document_store": {"type": "invalid.module.InvalidClass", "init_parameters": {}}, + "policy": "SKIP", + } + } + with pytest.raises(DeserializationError): + deserialize_document_store_in_init_params_inplace(data) diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_filters.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_filters.py new file mode 100644 index 0000000000000000000000000000000000000000..708e50cb7b7bd211af0de67f733e8b13dadab872 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_filters.py @@ -0,0 +1,710 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import pytest +import pandas as pd + +from haystack import Document +from haystack.errors import FilterError +from haystack.utils.filters import document_matches_filter + +document_matches_filter_data = [ + # == operator params + pytest.param( + {"field": "meta.name", "operator": "==", "value": "test"}, + Document(meta={"name": "test"}), + True, + id="== operator with equal values", + ), + pytest.param( + {"field": "meta.name", "operator": "==", "value": "test"}, + Document(meta={"name": "different value"}), + False, + id="== operator with different values", + ), + pytest.param( + {"field": "meta.name", "operator": "==", "value": "test"}, + Document(meta={"name": ["test"]}), + False, + id="== operator with different types values", + ), + pytest.param( + {"field": "dataframe", "operator": "==", "value": pd.DataFrame([1])}, + Document(dataframe=pd.DataFrame([1])), + True, + id="== operator with equal pandas.DataFrame values", + ), + pytest.param( + {"field": "dataframe", "operator": "==", "value": pd.DataFrame([1])}, + Document(dataframe=pd.DataFrame([10])), + False, + id="== operator with different pandas.DataFrame values", + ), + pytest.param( + {"field": "meta.name", "operator": "==", "value": "test"}, + Document(), + False, + id="== operator with missing Document value", + ), + pytest.param( + {"field": "meta.name", "operator": "==", "value": "test"}, + Document(meta={"name": None}), + False, + id="== operator with None Document value", + ), + pytest.param( + {"field": "meta.name", "operator": "==", "value": None}, + Document(meta={"name": "test"}), + False, + id="== operator with None filter value", + ), + # != operator params + pytest.param( + {"field": "meta.name", "operator": "!=", "value": "test"}, + Document(meta={"name": "test"}), + False, + id="!= operator with equal values", + ), + pytest.param( + {"field": "meta.name", "operator": "!=", "value": "test"}, + Document(meta={"name": "different value"}), + True, + id="!= operator with different values", + ), + pytest.param( + {"field": "meta.name", "operator": "!=", "value": "test"}, + Document(meta={"name": ["test"]}), + True, + id="!= operator with different types values", + ), + pytest.param( + {"field": "dataframe", "operator": "!=", "value": pd.DataFrame([1])}, + Document(dataframe=pd.DataFrame([1])), + False, + id="!= operator with equal pandas.DataFrame values", + ), + pytest.param( + {"field": "dataframe", "operator": "!=", "value": pd.DataFrame([1])}, + Document(dataframe=pd.DataFrame([10])), + True, + id="!= operator with different pandas.DataFrame values", + ), + pytest.param( + {"field": "meta.name", "operator": "!=", "value": "test"}, Document(), True, id="!= operator with missing value" + ), + pytest.param( + {"field": "meta.name", "operator": "!=", "value": "test"}, + Document(meta={"name": None}), + True, + id="!= operator with None Document value", + ), + pytest.param( + {"field": "meta.name", "operator": "!=", "value": None}, + Document(meta={"name": "test"}), + True, + id="!= operator with None filter value", + ), + # > operator params + pytest.param( + {"field": "meta.page", "operator": ">", "value": 10}, + Document(meta={"page": 10}), + False, + id="> operator with equal Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">", "value": 10}, + Document(meta={"page": 11}), + True, + id="> operator with greater Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">", "value": 10}, + Document(meta={"page": 9}), + False, + id="> operator with smaller Document value", + ), + pytest.param( + {"field": "meta.date", "operator": ">", "value": "1969-07-21T20:17:40"}, + Document(meta={"date": "1969-07-21T20:17:40"}), + False, + id="> operator with equal ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.date", "operator": ">", "value": "1969-07-21T20:17:40"}, + Document(meta={"date": "1972-12-11T19:54:58"}), + True, + id="> operator with greater ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.date", "operator": ">", "value": "1972-12-11T19:54:58"}, + Document(meta={"date": "1969-07-21T20:17:40"}), + False, + id="> operator with smaller ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">", "value": 10}, + Document(), + False, + id="> operator with missing Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">", "value": 10}, + Document(meta={"page": None}), + False, + id="> operator with None Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">", "value": None}, + Document(meta={"page": 10}), + False, + id="> operator with None filter value", + ), + pytest.param( + {"field": "meta.page", "operator": ">", "value": None}, + Document(meta={"page": None}), + False, + id="> operator with None Document and filter value", + ), + # >= operator params + pytest.param( + {"field": "meta.page", "operator": ">=", "value": 10}, + Document(meta={"page": 10}), + True, + id=">= operator with equal Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">=", "value": 10}, + Document(meta={"page": 11}), + True, + id=">= operator with greater Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">=", "value": 10}, + Document(meta={"page": 9}), + False, + id=">= operator with smaller Document value", + ), + pytest.param( + {"field": "meta.date", "operator": ">=", "value": "1969-07-21T20:17:40"}, + Document(meta={"date": "1969-07-21T20:17:40"}), + True, + id=">= operator with equal ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.date", "operator": ">=", "value": "1969-07-21T20:17:40"}, + Document(meta={"date": "1972-12-11T19:54:58"}), + True, + id=">= operator with greater ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.date", "operator": ">=", "value": "1972-12-11T19:54:58"}, + Document(meta={"date": "1969-07-21T20:17:40"}), + False, + id=">= operator with smaller ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">=", "value": 10}, + Document(), + False, + id=">= operator with missing Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">=", "value": 10}, + Document(meta={"page": None}), + False, + id=">= operator with None Document value", + ), + pytest.param( + {"field": "meta.page", "operator": ">=", "value": None}, + Document(meta={"page": 10}), + False, + id=">= operator with None filter value", + ), + pytest.param( + {"field": "meta.page", "operator": ">=", "value": None}, + Document(meta={"page": None}), + False, + id=">= operator with None Document and filter value", + ), + # < operator params + pytest.param( + {"field": "meta.page", "operator": "<", "value": 10}, + Document(meta={"page": 10}), + False, + id="< operator with equal Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<", "value": 10}, + Document(meta={"page": 11}), + False, + id="< operator with greater Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<", "value": 10}, + Document(meta={"page": 9}), + True, + id="< operator with smaller Document value", + ), + pytest.param( + {"field": "meta.date", "operator": "<", "value": "1969-07-21T20:17:40"}, + Document(meta={"date": "1969-07-21T20:17:40"}), + False, + id="< operator with equal ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.date", "operator": "<", "value": "1969-07-21T20:17:40"}, + Document(meta={"date": "1972-12-11T19:54:58"}), + False, + id="< operator with greater ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.date", "operator": "<", "value": "1972-12-11T19:54:58"}, + Document(meta={"date": "1969-07-21T20:17:40"}), + True, + id="< operator with smaller ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<", "value": 10}, + Document(), + False, + id="< operator with missing Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<", "value": 10}, + Document(meta={"page": None}), + False, + id="< operator with None Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<", "value": None}, + Document(meta={"page": 10}), + False, + id="< operator with None filter value", + ), + pytest.param( + {"field": "meta.page", "operator": "<", "value": None}, + Document(meta={"page": None}), + False, + id="< operator with None Document and filter value", + ), + # <= operator params + pytest.param( + {"field": "meta.page", "operator": "<=", "value": 10}, + Document(meta={"page": 10}), + True, + id="<= operator with equal Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<=", "value": 10}, + Document(meta={"page": 11}), + False, + id="<= operator with greater Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<=", "value": 10}, + Document(meta={"page": 9}), + True, + id="<= operator with smaller Document value", + ), + pytest.param( + {"field": "meta.date", "operator": "<=", "value": "1969-07-21T20:17:40"}, + Document(meta={"date": "1969-07-21T20:17:40"}), + True, + id="<= operator with equal ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.date", "operator": "<=", "value": "1969-07-21T20:17:40"}, + Document(meta={"date": "1972-12-11T19:54:58"}), + False, + id="<= operator with greater ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.date", "operator": "<=", "value": "1972-12-11T19:54:58"}, + Document(meta={"date": "1969-07-21T20:17:40"}), + True, + id="<= operator with smaller ISO 8601 datetime Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<=", "value": 10}, + Document(), + False, + id="<= operator with missing Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<=", "value": 10}, + Document(meta={"page": None}), + False, + id="<= operator with None Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "<=", "value": None}, + Document(meta={"page": 10}), + False, + id="<= operator with None filter value", + ), + pytest.param( + {"field": "meta.page", "operator": "<=", "value": None}, + Document(meta={"page": None}), + False, + id="<= operator with None Document and filter value", + ), + # in operator params + pytest.param( + {"field": "meta.page", "operator": "in", "value": [9, 10]}, + Document(meta={"page": 1}), + False, + id="in operator with filter value not containing Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "in", "value": [9, 10]}, + Document(meta={"page": 10}), + True, + id="in operator with filter value containing Document value", + ), + # not in operator params + pytest.param( + {"field": "meta.page", "operator": "not in", "value": [9, 10]}, + Document(meta={"page": 1}), + True, + id="not in operator with filter value not containing Document value", + ), + pytest.param( + {"field": "meta.page", "operator": "not in", "value": [9, 10]}, + Document(meta={"page": 10}), + False, + id="not in operator with filter value containing Document value", + ), + # AND operator params + pytest.param( + { + "operator": "AND", + "conditions": [ + {"field": "meta.page", "operator": "==", "value": 10}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + }, + Document(meta={"page": 10, "type": "article"}), + True, + id="AND operator with Document matching all conditions", + ), + pytest.param( + { + "operator": "AND", + "conditions": [ + {"field": "meta.page", "operator": "==", "value": 10}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + }, + Document(meta={"page": 20, "type": "article"}), + False, + id="AND operator with Document matching a single condition", + ), + pytest.param( + { + "operator": "AND", + "conditions": [ + {"field": "meta.page", "operator": "==", "value": 10}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + }, + Document(meta={"page": 11, "value": "blog post"}), + False, + id="AND operator with Document matching no condition", + ), + # OR operator params + pytest.param( + { + "operator": "OR", + "conditions": [ + {"field": "meta.page", "operator": "==", "value": 10}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + }, + Document(meta={"page": 10, "type": "article"}), + True, + id="OR operator with Document matching all conditions", + ), + pytest.param( + { + "operator": "OR", + "conditions": [ + {"field": "meta.page", "operator": "==", "value": 10}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + }, + Document(meta={"page": 20, "type": "article"}), + True, + id="OR operator with Document matching a single condition", + ), + pytest.param( + { + "operator": "OR", + "conditions": [ + {"field": "meta.page", "operator": "==", "value": 10}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + }, + Document(meta={"page": 11, "value": "blog post"}), + False, + id="OR operator with Document matching no condition", + ), + # NOT operator params + pytest.param( + { + "operator": "NOT", + "conditions": [ + {"field": "meta.page", "operator": "==", "value": 10}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + }, + Document(meta={"page": 10, "type": "article"}), + False, + id="NOT operator with Document matching all conditions", + ), + pytest.param( + { + "operator": "NOT", + "conditions": [ + {"field": "meta.page", "operator": "==", "value": 10}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + }, + Document(meta={"page": 20, "type": "article"}), + True, + id="NOT operator with Document matching a single condition", + ), + pytest.param( + { + "operator": "NOT", + "conditions": [ + {"field": "meta.page", "operator": "==", "value": 10}, + {"field": "meta.type", "operator": "==", "value": "article"}, + ], + }, + Document(meta={"page": 11, "value": "blog post"}), + True, + id="NOT operator with Document matching no condition", + ), +] + + +@pytest.mark.parametrize("filter, document, expected_result", document_matches_filter_data) +def test_document_matches_filter(filter, document, expected_result): + assert document_matches_filter(filter, document) == expected_result + + +document_matches_filter_raises_error_data = [ + # > operator params + pytest.param({"field": "meta.page", "operator": ">", "value": "10"}, id="> operator with string filter value"), + pytest.param({"field": "meta.page", "operator": ">", "value": [10]}, id="> operator with list filter value"), + pytest.param( + {"field": "meta.page", "operator": ">", "value": pd.DataFrame([10])}, + id="> operator with pandas.DataFrame filter value", + ), + # >= operator params + pytest.param({"field": "meta.page", "operator": ">=", "value": "10"}, id=">= operator with string filter value"), + pytest.param({"field": "meta.page", "operator": ">=", "value": [10]}, id=">= operator with list filter value"), + pytest.param( + {"field": "meta.page", "operator": ">=", "value": pd.DataFrame([10])}, + id=">= operator with pandas.DataFrame filter value", + ), + # < operator params + pytest.param({"field": "meta.page", "operator": "<", "value": "10"}, id="< operator with string filter value"), + pytest.param({"field": "meta.page", "operator": "<", "value": [10]}, id="< operator with list filter value"), + pytest.param( + {"field": "meta.page", "operator": "<", "value": pd.DataFrame([10])}, + id="< operator with pandas.DataFrame filter value", + ), + # <= operator params + pytest.param({"field": "meta.page", "operator": "<=", "value": "10"}, id="<= operator with string filter value"), + pytest.param({"field": "meta.page", "operator": "<=", "value": [10]}, id="<= operator with list filter value"), + pytest.param( + {"field": "meta.page", "operator": "<=", "value": pd.DataFrame([10])}, + id="<= operator with pandas.DataFrame filter value", + ), + # in operator params + pytest.param({"field": "meta.page", "operator": "in", "value": 1}, id="in operator with non list filter value"), + # at some point we might want to support any iterable and this test should fail + pytest.param( + {"field": "meta.page", "operator": "in", "value": (10, 11)}, id="in operator with non list filter value" + ), + # not in operator params + pytest.param( + {"field": "meta.page", "operator": "not in", "value": 1}, id="not in operator with non list filter value" + ), + # at some point we might want to support any iterable and this test should fail + pytest.param( + {"field": "meta.page", "operator": "not in", "value": (10, 11)}, id="not in operator with non list filter value" + ), + # Malformed filters + pytest.param( + {"conditions": [{"field": "meta.name", "operator": "==", "value": "test"}]}, id="Missing root operator key" + ), + pytest.param({"operator": "AND"}, id="Missing root conditions key"), + pytest.param({"operator": "==", "value": "test"}, id="Missing condition field key"), + pytest.param({"field": "meta.name", "value": "test"}, id="Missing condition operator key"), + pytest.param({"field": "meta.name", "operator": "=="}, id="Missing condition value key"), +] + + +@pytest.mark.parametrize("filter", document_matches_filter_raises_error_data) +def test_document_matches_filter_raises_error(filter): + with pytest.raises(FilterError): + document = Document(meta={"page": 10}) + document_matches_filter(filter, document) + + +filters_data = [ + pytest.param( + { + "$and": { + "type": {"$eq": "article"}, + "date": {"$gte": "2015-01-01", "$lt": "2021-01-01"}, + "rating": {"$gte": 3}, + "$or": {"genre": {"$in": ["economy", "politics"]}, "publisher": {"$eq": "nytimes"}}, + } + }, + { + "operator": "AND", + "conditions": [ + {"field": "type", "operator": "==", "value": "article"}, + {"field": "date", "operator": ">=", "value": "2015-01-01"}, + {"field": "date", "operator": "<", "value": "2021-01-01"}, + {"field": "rating", "operator": ">=", "value": 3}, + { + "operator": "OR", + "conditions": [ + {"field": "genre", "operator": "in", "value": ["economy", "politics"]}, + {"field": "publisher", "operator": "==", "value": "nytimes"}, + ], + }, + ], + }, + id="All operators explicit", + ), + pytest.param( + { + "type": "article", + "date": {"$gte": "2015-01-01", "$lt": "2021-01-01"}, + "rating": {"$gte": 3}, + "$or": {"genre": ["economy", "politics"], "publisher": "nytimes"}, + }, + { + "operator": "AND", + "conditions": [ + {"field": "type", "operator": "==", "value": "article"}, + {"field": "date", "operator": ">=", "value": "2015-01-01"}, + {"field": "date", "operator": "<", "value": "2021-01-01"}, + {"field": "rating", "operator": ">=", "value": 3}, + { + "operator": "OR", + "conditions": [ + {"field": "genre", "operator": "in", "value": ["economy", "politics"]}, + {"field": "publisher", "operator": "==", "value": "nytimes"}, + ], + }, + ], + }, + id="Root $and implicit", + ), + pytest.param( + { + "$or": [ + {"Type": "News Paper", "Date": {"$lt": "2019-01-01"}}, + {"Type": "Blog Post", "Date": {"$gte": "2019-01-01"}}, + ] + }, + { + "operator": "OR", + "conditions": [ + { + "operator": "AND", + "conditions": [ + {"field": "Type", "operator": "==", "value": "News Paper"}, + {"field": "Date", "operator": "<", "value": "2019-01-01"}, + ], + }, + { + "operator": "AND", + "conditions": [ + {"field": "Type", "operator": "==", "value": "Blog Post"}, + {"field": "Date", "operator": ">=", "value": "2019-01-01"}, + ], + }, + ], + }, + id="Root $or with list and multiple comparisons", + ), + pytest.param( + {"text": "A Foo Document 1"}, + {"operator": "AND", "conditions": [{"field": "text", "operator": "==", "value": "A Foo Document 1"}]}, + id="Implicit root $and and field $eq", + ), + pytest.param( + {"$or": {"name": {"$or": [{"$eq": "name_0"}, {"$eq": "name_1"}]}, "number": {"$lt": 1.0}}}, + { + "operator": "OR", + "conditions": [ + { + "operator": "OR", + "conditions": [ + {"field": "name", "operator": "==", "value": "name_0"}, + {"field": "name", "operator": "==", "value": "name_1"}, + ], + }, + {"field": "number", "operator": "<", "value": 1.0}, + ], + }, + id="Root $or with dict and field $or with list", + ), + pytest.param( + {"number": {"$lte": 2, "$gte": 0}, "name": ["name_0", "name_1"]}, + { + "operator": "AND", + "conditions": [ + {"field": "number", "operator": "<=", "value": 2}, + {"field": "number", "operator": ">=", "value": 0}, + {"field": "name", "operator": "in", "value": ["name_0", "name_1"]}, + ], + }, + id="Implicit $and and field $in", + ), + pytest.param( + {"number": {"$and": [{"$lte": 2}, {"$gte": 0}]}}, + { + "operator": "AND", + "conditions": [ + {"field": "number", "operator": "<=", "value": 2}, + {"field": "number", "operator": ">=", "value": 0}, + ], + }, + id="Implicit root $and and field $and with list", + ), + pytest.param( + { + "$not": { + "number": {"$lt": 1.0}, + "$and": {"name": {"$in": ["name_0", "name_1"]}, "$not": {"chapter": {"$eq": "intro"}}}, + } + }, + { + "operator": "NOT", + "conditions": [ + {"field": "number", "operator": "<", "value": 1.0}, + { + "operator": "AND", + "conditions": [ + {"field": "name", "operator": "in", "value": ["name_0", "name_1"]}, + {"operator": "NOT", "conditions": [{"field": "chapter", "operator": "==", "value": "intro"}]}, + ], + }, + ], + }, + id="Root explicit $not", + ), + pytest.param( + {"page": {"$not": 102}}, + {"operator": "NOT", "conditions": [{"field": "page", "operator": "==", "value": 102}]}, + id="Explicit $not with implicit $eq", + ), +] diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_hf.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_hf.py new file mode 100644 index 0000000000000000000000000000000000000000..4350fb9fbbf6164cfc0f3b50d4f371a94e63b33c --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_hf.py @@ -0,0 +1,25 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import logging +from haystack.utils.hf import resolve_hf_device_map +from haystack.utils.device import ComponentDevice + + +def test_resolve_hf_device_map_only_device(): + model_kwargs = resolve_hf_device_map(device=None, model_kwargs={}) + assert model_kwargs["device_map"] == ComponentDevice.resolve_device(None).to_hf() + + +def test_resolve_hf_device_map_only_device_map(): + model_kwargs = resolve_hf_device_map(device=None, model_kwargs={"device_map": "cpu"}) + assert model_kwargs["device_map"] == "cpu" + + +def test_resolve_hf_device_map_device_and_device_map(caplog): + with caplog.at_level(logging.WARNING): + model_kwargs = resolve_hf_device_map( + device=ComponentDevice.from_str("cpu"), model_kwargs={"device_map": "cuda:0"} + ) + assert "The parameters `device` and `device_map` from `model_kwargs` are both provided." in caplog.text + assert model_kwargs["device_map"] == "cuda:0" diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_jinja2_extensions.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_jinja2_extensions.py new file mode 100644 index 0000000000000000000000000000000000000000..56d5ab573ab483eb2128e3639ab680c9a426c21c --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_jinja2_extensions.py @@ -0,0 +1,112 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 + +from unittest.mock import patch + +import pytest +from jinja2 import Environment +import arrow +from haystack.utils import Jinja2TimeExtension + + +class TestJinja2TimeExtension: + @pytest.fixture + def jinja_env(self) -> Environment: + return Environment(extensions=[Jinja2TimeExtension]) + + @pytest.fixture + def jinja_extension(self, jinja_env: Environment) -> Jinja2TimeExtension: + return Jinja2TimeExtension(jinja_env) + + @patch("haystack.utils.jinja2_extensions.arrow_import") + def test_init_fails_without_arrow(self, arrow_import_mock) -> None: + arrow_import_mock.check.side_effect = ImportError + with pytest.raises(ImportError): + Jinja2TimeExtension(Environment()) + + def test_valid_datetime(self, jinja_extension: Jinja2TimeExtension) -> None: + result = jinja_extension._get_datetime( + "UTC", operator="+", offset="hours=2", datetime_format="%Y-%m-%d %H:%M:%S" + ) + assert isinstance(result, str) + assert len(result) == 19 + + def test_parse_valid_expression(self, jinja_env: Environment) -> None: + template = "{% now 'UTC' + 'hours=2', '%Y-%m-%d %H:%M:%S' %}" + result = jinja_env.from_string(template).render() + assert isinstance(result, str) + assert len(result) == 19 + + def test_get_datetime_no_offset(self, jinja_extension: Jinja2TimeExtension) -> None: + result = jinja_extension._get_datetime("UTC") + expected = arrow.now("UTC").strftime("%Y-%m-%d %H:%M:%S") + assert result == expected + + def test_get_datetime_with_offset_add(self, jinja_extension: Jinja2TimeExtension) -> None: + result = jinja_extension._get_datetime("UTC", operator="+", offset="hours=1") + expected = arrow.now("UTC").shift(hours=1).strftime("%Y-%m-%d %H:%M:%S") + assert result == expected + + def test_get_datetime_with_offset_subtract(self, jinja_extension: Jinja2TimeExtension) -> None: + result = jinja_extension._get_datetime("UTC", operator="-", offset="days=1") + expected = arrow.now("UTC").shift(days=-1).strftime("%Y-%m-%d %H:%M:%S") + assert result == expected + + def test_get_datetime_with_offset_subtract_days_hours(self, jinja_extension: Jinja2TimeExtension) -> None: + result = jinja_extension._get_datetime("UTC", operator="-", offset="days=1, hours=2") + expected = arrow.now("UTC").shift(days=-1, hours=-2).strftime("%Y-%m-%d %H:%M:%S") + assert result == expected + + def test_get_datetime_with_custom_format(self, jinja_extension: Jinja2TimeExtension) -> None: + result = jinja_extension._get_datetime("UTC", datetime_format="%d-%m-%Y") + expected = arrow.now("UTC").strftime("%d-%m-%Y") + assert result == expected + + def test_get_datetime_new_york_timezone(self, jinja_env: Environment) -> None: + template = jinja_env.from_string("{% now 'America/New_York' %}") + result = template.render() + expected = arrow.now("America/New_York").strftime("%Y-%m-%d %H:%M:%S") + assert result == expected + + def test_parse_no_operator(self, jinja_env: Environment) -> None: + template = jinja_env.from_string("{% now 'UTC' %}") + result = template.render() + expected = arrow.now("UTC").strftime("%Y-%m-%d %H:%M:%S") + assert result == expected + + def test_parse_with_add(self, jinja_env: Environment) -> None: + template = jinja_env.from_string("{% now 'UTC' + 'hours=2' %}") + result = template.render() + expected = arrow.now("UTC").shift(hours=2).strftime("%Y-%m-%d %H:%M:%S") + assert result == expected + + def test_parse_with_subtract(self, jinja_env: Environment) -> None: + template = jinja_env.from_string("{% now 'UTC' - 'days=1' %}") + result = template.render() + expected = arrow.now("UTC").shift(days=-1).strftime("%Y-%m-%d %H:%M:%S") + assert result == expected + + def test_parse_with_custom_format(self, jinja_env: Environment) -> None: + template = jinja_env.from_string("{% now 'UTC', '%d-%m-%Y' %}") + result = template.render() + expected = arrow.now("UTC").strftime("%d-%m-%Y") + assert result == expected + + def test_default_format(self, jinja_env: Environment) -> None: + template = jinja_env.from_string("{% now 'UTC'%}") + result = template.render() + expected = arrow.now("UTC").strftime("%Y-%m-%d %H:%M:%S") # default format + assert result == expected + + def test_invalid_timezone(self, jinja_extension: Jinja2TimeExtension) -> None: + with pytest.raises(ValueError, match="Invalid timezone"): + jinja_extension._get_datetime("Invalid/Timezone") + + def test_invalid_offset(self, jinja_extension: Jinja2TimeExtension) -> None: + with pytest.raises(ValueError, match="Invalid offset or operator"): + jinja_extension._get_datetime("UTC", operator="+", offset="invalid_format") + + def test_invalid_operator(self, jinja_extension: Jinja2TimeExtension) -> None: + with pytest.raises(ValueError, match="Invalid offset or operator"): + jinja_extension._get_datetime("UTC", operator="*", offset="hours=2") diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_type_serialization.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_type_serialization.py new file mode 100644 index 0000000000000000000000000000000000000000..515ac505802035801fbcae8e10a10f37f20637fd --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_type_serialization.py @@ -0,0 +1,67 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +import copy +import sys +import typing +from typing import List, Dict + +import pytest + +from haystack.dataclasses import ChatMessage +from haystack.components.routers.conditional_router import serialize_type, deserialize_type + + +def test_output_type_serialization(): + assert serialize_type(str) == "str" + assert serialize_type(List[int]) == "typing.List[int]" + assert serialize_type(List[Dict[str, int]]) == "typing.List[typing.Dict[str, int]]" + assert serialize_type(ChatMessage) == "haystack.dataclasses.chat_message.ChatMessage" + assert serialize_type(typing.List[Dict[str, int]]) == "typing.List[typing.Dict[str, int]]" + assert serialize_type(List[ChatMessage]) == "typing.List[haystack.dataclasses.chat_message.ChatMessage]" + assert ( + serialize_type(typing.Dict[int, ChatMessage]) + == "typing.Dict[int, haystack.dataclasses.chat_message.ChatMessage]" + ) + assert serialize_type(int) == "int" + assert serialize_type(ChatMessage.from_user("ciao")) == "haystack.dataclasses.chat_message.ChatMessage" + + +@pytest.mark.skipif(sys.version_info < (3, 9), reason="PEP 585 types are only available in Python 3.9+") +def test_output_type_serialization_pep585(): + # Only Python 3.9+ supports PEP 585 types and can serialize them + # PEP 585 types + assert serialize_type(list[int]) == "list[int]" + assert serialize_type(list[list[int]]) == "list[list[int]]" + + # more nested types + assert serialize_type(list[list[list[int]]]) == "list[list[list[int]]]" + assert serialize_type(dict[str, int]) == "dict[str, int]" + + +def test_output_type_deserialization(): + assert deserialize_type("str") == str + assert deserialize_type("typing.List[int]") == typing.List[int] + assert deserialize_type("typing.List[typing.Dict[str, int]]") == typing.List[Dict[str, int]] + assert deserialize_type("typing.Dict[str, int]") == Dict[str, int] + assert deserialize_type("typing.Dict[str, typing.List[int]]") == Dict[str, List[int]] + assert deserialize_type("typing.List[typing.Dict[str, typing.List[int]]]") == List[Dict[str, List[int]]] + assert deserialize_type("typing.List[haystack.dataclasses.chat_message.ChatMessage]") == typing.List[ChatMessage] + assert ( + deserialize_type("typing.Dict[int, haystack.dataclasses.chat_message.ChatMessage]") + == typing.Dict[int, ChatMessage] + ) + assert deserialize_type("haystack.dataclasses.chat_message.ChatMessage") == ChatMessage + assert deserialize_type("int") == int + + +def test_output_type_deserialization_pep585(): + is_pep585 = sys.version_info >= (3, 9) + + # Although only Python 3.9+ supports PEP 585 types, we can still deserialize them in older Python versions + # as their typing equivalents + assert deserialize_type("list[int]") == list[int] if is_pep585 else List[int] + assert deserialize_type("dict[str, int]") == dict[str, int] if is_pep585 else Dict[str, int] + # more nested types + assert deserialize_type("list[list[int]]") == list[list[int]] if is_pep585 else List[List[int]] + assert deserialize_type("list[list[list[int]]]") == list[list[list[int]]] if is_pep585 else List[List[List[int]]] diff --git a/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_url_validation.py b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_url_validation.py new file mode 100644 index 0000000000000000000000000000000000000000..089be16e22693b31b866d0d1c0270405ba76a266 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/haystack/test/utils/test_url_validation.py @@ -0,0 +1,34 @@ +# SPDX-FileCopyrightText: 2022-present deepset GmbH +# +# SPDX-License-Identifier: Apache-2.0 +from haystack.utils.url_validation import is_valid_http_url + + +def test_url_validation_with_valid_http_url(): + url = "http://example.com" + assert is_valid_http_url(url) + + +def test_url_validation_with_valid_https_url(): + url = "https://example.com" + assert is_valid_http_url(url) + + +def test_url_validation_with_invalid_scheme(): + url = "ftp://example.com" + assert not is_valid_http_url(url) + + +def test_url_validation_with_no_scheme(): + url = "example.com" + assert not is_valid_http_url(url) + + +def test_url_validation_with_no_netloc(): + url = "http://" + assert not is_valid_http_url(url) + + +def test_url_validation_with_empty_string(): + url = "" + assert not is_valid_http_url(url) diff --git a/SPFsmartGATE/LIVE/TMP/spf-voice/src/audio.rs b/SPFsmartGATE/LIVE/TMP/spf-voice/src/audio.rs new file mode 100644 index 0000000000000000000000000000000000000000..2c797d62f8681865c16cee1bd6ff3801a3a9c20d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/spf-voice/src/audio.rs @@ -0,0 +1,374 @@ +// spf-voice/src/audio.rs +// Copyright 2026 Joseph Stone — All Rights Reserved +// +// Audio I/O via cpal — mic capture + speaker playback. +// Persistent pipeline mode: open once, stream continuously, close when done. +// One-shot mode: play_pcm / capture_pcm (legacy, still functional). +// Requires pulseaudio running on Android/Termux. + +use cpal::traits::{DeviceTrait, HostTrait, StreamTrait}; +use std::collections::VecDeque; +use std::sync::{Arc, Mutex}; +use std::sync::atomic::{AtomicBool, AtomicUsize, Ordering}; + +// ============================================================================ +// PERSISTENT AUDIO PIPELINE +// ============================================================================ + +/// Max ring buffer: ~60 seconds at 16kHz mono — prevents unbounded growth. +const MAX_BUFFER_SAMPLES: usize = 960_000; + +/// Persistent audio pipeline — holds live cpal streams + ring buffers. +/// Open once with open(), push/pull frames continuously, close with close(). +/// cpal callbacks feed/drain ring buffers in real time. +pub struct AudioPipeline { + _input_stream: Option, + _output_stream: Option, + input_buf: Arc>>, + output_buf: Arc>>, + #[allow(dead_code)] + sample_rate: u32, + active: Arc, +} + +// cpal::Stream on ALSA/Android holds JoinHandle + Arc — both Send. +// Required for Mutex> in static. +unsafe impl Send for AudioPipeline {} + +/// Global persistent pipeline — shared across all voice operations. +pub static PIPELINE: Mutex> = Mutex::new(None); + +/// Open the persistent audio pipeline. Creates cpal input + output streams. +/// Streams stay alive until close() is called. +/// Safe to call multiple times — returns Ok if already open. +pub fn open(sample_rate: u32) -> anyhow::Result<()> { + let mut lock = PIPELINE.lock() + .map_err(|_| anyhow::anyhow!("[SPF-AUDIO] pipeline lock poisoned"))?; + + if lock.is_some() { + return Ok(()); // Already open — idempotent + } + + let host = cpal::default_host(); + + let config = cpal::StreamConfig { + channels: 1, + sample_rate: cpal::SampleRate(sample_rate), + buffer_size: cpal::BufferSize::Default, + }; + + let active = Arc::new(AtomicBool::new(true)); + let input_buf: Arc>> = Arc::new(Mutex::new(VecDeque::new())); + let output_buf: Arc>> = Arc::new(Mutex::new(VecDeque::new())); + + // --- Input stream (mic) --- + let input_stream = match host.default_input_device() { + Some(device) => { + let buf = input_buf.clone(); + let stream = device.build_input_stream( + &config, + move |data: &[f32], _| { + if let Ok(mut b) = buf.lock() { + for &s in data { + if b.len() < MAX_BUFFER_SAMPLES { + b.push_back((s.clamp(-1.0, 1.0) * 32767.0) as i16); + } + } + } + }, + |e| eprintln!("[SPF-AUDIO] input error: {}", e), + None, + )?; + stream.play()?; + eprintln!("[SPF-AUDIO] Input stream opened ({}Hz mono)", sample_rate); + Some(stream) + } + None => { + eprintln!("[SPF-AUDIO] No input device — mic capture unavailable"); + None + } + }; + + // --- Output stream (speaker) --- + let output_stream = match host.default_output_device() { + Some(device) => { + let buf = output_buf.clone(); + let stream = device.build_output_stream( + &config, + move |data: &mut [f32], _| { + if let Ok(mut b) = buf.lock() { + for sample in data.iter_mut() { + *sample = b.pop_front().unwrap_or(0.0); + } + } else { + // Lock poisoned — output silence + for sample in data.iter_mut() { + *sample = 0.0; + } + } + }, + |e| eprintln!("[SPF-AUDIO] output error: {}", e), + None, + )?; + stream.play()?; + eprintln!("[SPF-AUDIO] Output stream opened ({}Hz mono)", sample_rate); + Some(stream) + } + None => { + eprintln!("[SPF-AUDIO] No output device — speaker unavailable"); + None + } + }; + + *lock = Some(AudioPipeline { + _input_stream: input_stream, + _output_stream: output_stream, + input_buf, + output_buf, + sample_rate, + active, + }); + + eprintln!("[SPF-AUDIO] Pipeline opened ({}Hz mono, persistent)", sample_rate); + Ok(()) +} + +/// Close the persistent audio pipeline. Drops cpal streams gracefully. +pub fn close() { + if let Ok(mut lock) = PIPELINE.lock() { + if let Some(ref pipe) = *lock { + pipe.active.store(false, Ordering::SeqCst); + eprintln!("[SPF-AUDIO] Pipeline closed"); + } + *lock = None; + } +} + +/// Check if the persistent pipeline is open. +pub fn is_open() -> bool { + PIPELINE.lock() + .map(|lock| lock.is_some()) + .unwrap_or(false) +} + +/// Push i16 PCM samples to the output stream for playback. +/// Converts i16 → f32 and queues for the cpal output callback to drain. +/// Non-blocking — returns immediately after queuing. +pub fn push_pcm(samples: &[i16]) -> anyhow::Result<()> { + let lock = PIPELINE.lock() + .map_err(|_| anyhow::anyhow!("[SPF-AUDIO] pipeline lock poisoned"))?; + let pipe = lock.as_ref() + .ok_or_else(|| anyhow::anyhow!("[SPF-AUDIO] pipeline not open — call open() first"))?; + let mut buf = pipe.output_buf.lock() + .map_err(|_| anyhow::anyhow!("[SPF-AUDIO] output buffer lock poisoned"))?; + + for &s in samples { + if buf.len() < MAX_BUFFER_SAMPLES { + buf.push_back(s as f32 / 32768.0); + } + } + Ok(()) +} + +/// Push i16 PCM to output and block until playback completes (buffer drained). +/// Use for TTS where you need to hear the full utterance before returning. +/// Times out after 30 seconds to prevent indefinite blocking. +pub fn push_pcm_blocking(samples: &[i16]) -> anyhow::Result<()> { + push_pcm(samples)?; + + let deadline = std::time::Instant::now() + std::time::Duration::from_secs(30); + loop { + // Short lock hold — check remaining, release, sleep + let remaining = { + let lock = PIPELINE.lock() + .map_err(|_| anyhow::anyhow!("[SPF-AUDIO] pipeline lock poisoned"))?; + match lock.as_ref() { + Some(pipe) => { + pipe.output_buf.lock() + .map(|b| b.len()) + .unwrap_or(0) + } + None => return Ok(()), // Pipeline closed while waiting + } + }; + + if remaining == 0 { + break; + } + if std::time::Instant::now() >= deadline { + eprintln!("[SPF-AUDIO] push_pcm_blocking: timeout ({} samples remaining)", remaining); + break; + } + std::thread::sleep(std::time::Duration::from_millis(10)); + } + Ok(()) +} + +/// Pull captured i16 PCM from the input buffer. +/// Returns whatever has accumulated since last pull. Non-blocking. +pub fn pull_pcm() -> anyhow::Result> { + let lock = PIPELINE.lock() + .map_err(|_| anyhow::anyhow!("[SPF-AUDIO] pipeline lock poisoned"))?; + let pipe = lock.as_ref() + .ok_or_else(|| anyhow::anyhow!("[SPF-AUDIO] pipeline not open — call open() first"))?; + let mut buf = pipe.input_buf.lock() + .map_err(|_| anyhow::anyhow!("[SPF-AUDIO] input buffer lock poisoned"))?; + + let samples: Vec = buf.drain(..).collect(); + Ok(samples) +} + +/// Pull exactly duration_ms worth of captured PCM. Blocks until enough data. +/// Adds 500ms grace period beyond requested duration. +pub fn pull_pcm_timed(duration_ms: u64, sample_rate: u32) -> anyhow::Result> { + let target = (sample_rate as u64 * duration_ms / 1000) as usize; + let mut collected = Vec::with_capacity(target); + let deadline = std::time::Instant::now() + + std::time::Duration::from_millis(duration_ms + 500); + + while collected.len() < target { + if std::time::Instant::now() >= deadline { + break; + } + // Short lock hold — drain available, release, sleep if needed + { + let lock = PIPELINE.lock() + .map_err(|_| anyhow::anyhow!("[SPF-AUDIO] pipeline lock poisoned"))?; + let pipe = lock.as_ref() + .ok_or_else(|| anyhow::anyhow!("[SPF-AUDIO] pipeline not open"))?; + let mut buf = pipe.input_buf.lock() + .map_err(|_| anyhow::anyhow!("[SPF-AUDIO] input buffer lock poisoned"))?; + + let take = (target - collected.len()).min(buf.len()); + collected.extend(buf.drain(..take)); + } + if collected.len() < target { + std::thread::sleep(std::time::Duration::from_millis(10)); + } + } + Ok(collected) +} + +// ============================================================================ +// ONE-SHOT PLAYBACK (original — preserved for backward compatibility) +// ============================================================================ + +/// Play i16 PCM samples through default output device. +/// If persistent pipeline is open, routes through it automatically. +/// Otherwise creates a one-shot cpal stream (original behavior). +pub fn play_pcm(samples: &[i16], sample_rate: u32) -> anyhow::Result<()> { + // Route through persistent pipeline if open + if is_open() { + return push_pcm_blocking(samples); + } + + // One-shot fallback (original implementation) + let host = cpal::default_host(); + let device = host.default_output_device() + .ok_or_else(|| anyhow::anyhow!("[SPF-AUDIO] No output device available"))?; + + let config = cpal::StreamConfig { + channels: 1, + sample_rate: cpal::SampleRate(sample_rate), + buffer_size: cpal::BufferSize::Default, + }; + + let samples_f32: Vec = samples.iter() + .map(|&s| s as f32 / 32768.0) + .collect(); + + let buf = Arc::new(Mutex::new(samples_f32)); + let pos = Arc::new(AtomicUsize::new(0)); + let done = Arc::new(AtomicBool::new(false)); + + let buf2 = buf.clone(); + let pos2 = pos.clone(); + let done2 = done.clone(); + + let stream = device.build_output_stream( + &config, + move |data: &mut [f32], _| { + let s = buf2.lock().unwrap(); + for sample in data.iter_mut() { + let p = pos2.fetch_add(1, Ordering::Relaxed); + *sample = if p < s.len() { s[p] } else { 0.0 }; + } + if pos2.load(Ordering::Relaxed) >= buf2.lock().unwrap().len() { + done2.store(true, Ordering::Relaxed); + } + }, + |e| eprintln!("[SPF-AUDIO] output error: {}", e), + None, + )?; + + stream.play()?; + + let deadline = std::time::Instant::now() + std::time::Duration::from_secs(30); + while !done.load(Ordering::Relaxed) && std::time::Instant::now() < deadline { + std::thread::sleep(std::time::Duration::from_millis(10)); + } + + Ok(()) +} + +// ============================================================================ +// ONE-SHOT CAPTURE (original — preserved for backward compatibility) +// ============================================================================ + +/// Capture mic input for duration_ms milliseconds. Returns i16 PCM. +/// If persistent pipeline is open, routes through it automatically. +/// Otherwise creates a one-shot cpal stream (original behavior). +pub fn capture_pcm(duration_ms: u64, sample_rate: u32) -> anyhow::Result> { + // Route through persistent pipeline if open + if is_open() { + return pull_pcm_timed(duration_ms, sample_rate); + } + + // One-shot fallback (original implementation) + let host = cpal::default_host(); + let device = host.default_input_device() + .ok_or_else(|| anyhow::anyhow!("[SPF-AUDIO] No input device available"))?; + + let config = cpal::StreamConfig { + channels: 1, + sample_rate: cpal::SampleRate(sample_rate), + buffer_size: cpal::BufferSize::Default, + }; + + let buffer: Arc>> = Arc::new(Mutex::new(Vec::new())); + let buf2 = buffer.clone(); + + let stream = device.build_input_stream( + &config, + move |data: &[f32], _| { + let mut b = buf2.lock().unwrap(); + for &s in data { + b.push((s.clamp(-1.0, 1.0) * 32767.0) as i16); + } + }, + |e| eprintln!("[SPF-AUDIO] input error: {}", e), + None, + )?; + + stream.play()?; + std::thread::sleep(std::time::Duration::from_millis(duration_ms)); + drop(stream); + + let pcm = buffer.lock() + .map_err(|_| anyhow::anyhow!("capture buffer lock poisoned"))? + .clone(); + + Ok(pcm) +} + +// ============================================================================ +// DEVICE QUERY +// ============================================================================ + +/// Check if audio devices are available. +pub fn devices_available() -> (bool, bool) { + let host = cpal::default_host(); + let input = host.default_input_device().is_some(); + let output = host.default_output_device().is_some(); + (input, output) +} diff --git a/SPFsmartGATE/LIVE/TMP/spf-voice/src/codec.rs b/SPFsmartGATE/LIVE/TMP/spf-voice/src/codec.rs new file mode 100644 index 0000000000000000000000000000000000000000..36638bb0e95fd9abacbf76066b1783cd5c2d7088 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/spf-voice/src/codec.rs @@ -0,0 +1,204 @@ +// spf-voice/src/codec.rs +// Copyright 2026 Joseph Stone — All Rights Reserved +// +// Opus encode/decode via direct FFI to libopus.a +// Pre-compiled static lib at: SPFsmartGATE/lib/aarch64-linux-android/libopus.a +// Persistent codec: encoder/decoder created once, reused across all frames. + +use std::os::raw::{c_int, c_void}; +use std::sync::Mutex; + +// ============================================================================ +// FFI — libopus C API +// ============================================================================ + +extern "C" { + fn opus_encoder_create( + fs: i32, + channels: c_int, + application: c_int, + error: *mut c_int, + ) -> *mut c_void; + fn opus_encode( + st: *mut c_void, + pcm: *const i16, + frame_size: c_int, + data: *mut u8, + max_data_bytes: i32, + ) -> i32; + fn opus_encoder_destroy(st: *mut c_void); + + fn opus_decoder_create( + fs: i32, + channels: c_int, + error: *mut c_int, + ) -> *mut c_void; + fn opus_decode( + st: *mut c_void, + data: *const u8, + len: i32, + pcm: *mut i16, + frame_size: c_int, + decode_fec: c_int, + ) -> i32; + fn opus_decoder_destroy(st: *mut c_void); +} + +const OPUS_APPLICATION_VOIP: c_int = 2048; +const SAMPLE_RATE: i32 = 16000; +const FRAME_SIZE: c_int = 320; // 20ms at 16kHz +const MAX_PACKET: i32 = 4000; + +// ============================================================================ +// PERSISTENT CODEC +// ============================================================================ + +/// Persistent Opus encoder + decoder — created once, reused across all frames. +struct OpusCodec { + encoder: *mut c_void, + decoder: *mut c_void, +} + +// Raw pointers behind Mutex — single-threaded access guaranteed by lock. +unsafe impl Send for OpusCodec {} + +impl Drop for OpusCodec { + fn drop(&mut self) { + unsafe { + if !self.encoder.is_null() { + opus_encoder_destroy(self.encoder); + eprintln!("[SPF-CODEC] Opus encoder destroyed"); + } + if !self.decoder.is_null() { + opus_decoder_destroy(self.decoder); + eprintln!("[SPF-CODEC] Opus decoder destroyed"); + } + } + } +} + +/// Global persistent codec instance. +static CODEC: Mutex> = Mutex::new(None); + +/// Initialize the persistent Opus encoder + decoder. +/// Safe to call multiple times — only runs once. +/// Called automatically by encode()/decode() on first use. +pub fn init() -> anyhow::Result<()> { + let mut lock = CODEC.lock() + .map_err(|_| anyhow::anyhow!("[SPF-CODEC] codec lock poisoned"))?; + + if lock.is_some() { + return Ok(()); // Already initialized + } + + unsafe { + let mut enc_err = 0i32; + let encoder = opus_encoder_create(SAMPLE_RATE, 1, OPUS_APPLICATION_VOIP, &mut enc_err); + if encoder.is_null() { + return Err(anyhow::anyhow!("[SPF-CODEC] opus_encoder_create failed: {}", enc_err)); + } + + let mut dec_err = 0i32; + let decoder = opus_decoder_create(SAMPLE_RATE, 1, &mut dec_err); + if decoder.is_null() { + opus_encoder_destroy(encoder); + return Err(anyhow::anyhow!("[SPF-CODEC] opus_decoder_create failed: {}", dec_err)); + } + + *lock = Some(OpusCodec { encoder, decoder }); + } + + eprintln!("[SPF-CODEC] Opus codec initialized (persistent, 16kHz mono VOIP)"); + Ok(()) +} + +/// Close the persistent codec. Destroys encoder + decoder. +pub fn close() { + if let Ok(mut lock) = CODEC.lock() { + *lock = None; // Drop triggers opus_encoder_destroy + opus_decoder_destroy + } +} + +/// Check if codec is initialized. +pub fn is_initialized() -> bool { + CODEC.lock() + .map(|lock| lock.is_some()) + .unwrap_or(false) +} + +// ============================================================================ +// ENCODE +// ============================================================================ + +/// Encode i16 PCM to Opus bytes. +/// Uses persistent encoder if initialized, otherwise initializes on first call. +pub fn encode(pcm: &[i16]) -> anyhow::Result> { + // Ensure codec is initialized + init()?; + + let lock = CODEC.lock() + .map_err(|_| anyhow::anyhow!("[SPF-CODEC] codec lock poisoned"))?; + let codec = lock.as_ref() + .ok_or_else(|| anyhow::anyhow!("[SPF-CODEC] codec not initialized"))?; + + let mut out = Vec::new(); + + unsafe { + for chunk in pcm.chunks(FRAME_SIZE as usize) { + // Zero-pad last frame if needed + let mut frame = chunk.to_vec(); + frame.resize(FRAME_SIZE as usize, 0); + + let mut buf = vec![0u8; MAX_PACKET as usize]; + let len = opus_encode( + codec.encoder, + frame.as_ptr(), + FRAME_SIZE, + buf.as_mut_ptr(), + MAX_PACKET, + ); + if len > 0 { + out.extend_from_slice(&buf[..len as usize]); + } else if len < 0 { + eprintln!("[SPF-CODEC] opus_encode error: {}", len); + } + } + } + + Ok(out) +} + +// ============================================================================ +// DECODE +// ============================================================================ + +/// Decode Opus bytes to i16 PCM. +/// Uses persistent decoder if initialized, otherwise initializes on first call. +pub fn decode(data: &[u8]) -> anyhow::Result> { + // Ensure codec is initialized + init()?; + + let lock = CODEC.lock() + .map_err(|_| anyhow::anyhow!("[SPF-CODEC] codec lock poisoned"))?; + let codec = lock.as_ref() + .ok_or_else(|| anyhow::anyhow!("[SPF-CODEC] codec not initialized"))?; + + unsafe { + let mut pcm = vec![0i16; FRAME_SIZE as usize * 6]; // generous buffer + let n = opus_decode( + codec.decoder, + data.as_ptr(), + data.len() as i32, + pcm.as_mut_ptr(), + FRAME_SIZE * 6, + 0, + ); + + if n < 0 { + return Err(anyhow::anyhow!("[SPF-CODEC] opus_decode failed: {}", n)); + } + + pcm.truncate(n as usize); + Ok(pcm) + } +} diff --git a/SPFsmartGATE/LIVE/TMP/spf-voice/src/lib.rs b/SPFsmartGATE/LIVE/TMP/spf-voice/src/lib.rs new file mode 100644 index 0000000000000000000000000000000000000000..7d006bc65ebd06ce2b82c57c5567f33eb819f670 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/spf-voice/src/lib.rs @@ -0,0 +1,165 @@ +// spf-voice/src/lib.rs +// Copyright 2026 Joseph Stone — All Rights Reserved +// +// Single public API for all voice functions. +// All dependencies wired here — nothing scattered in main crate. +// +// TTS: espeak-ng FFI (in-process, no subprocess) +// Audio: cpal mic + speaker (persistent pipeline or one-shot) +// Codec: opus static FFI (persistent encoder/decoder) +// STT: delegates to CandleWhisperSTT in main crate (future: in-crate) +// +// Lifecycle: open() → [speak/listen/play/encode/decode] → close() +// One-shot functions still work without open() (backward compatible). + +pub mod tts; +pub mod audio; +pub mod codec; +pub mod stt; + +const SAMPLE_RATE: u32 = 16000; +const VOICE: &str = "en"; + +// ============================================================================ +// PERSISTENT PIPELINE LIFECYCLE +// ============================================================================ + +/// Open the persistent voice pipeline. +/// Initializes: cpal audio streams (mic + speaker), espeak-ng TTS engine, Opus codec. +/// All subsystems stay alive until close() is called. +/// Safe to call multiple times — idempotent. +/// After open(), all one-shot functions (speak, listen, play) route through +/// the persistent pipeline automatically — no code changes needed in callers. +pub fn open() -> anyhow::Result<()> { + // Audio pipeline — persistent cpal streams with ring buffers + audio::open(SAMPLE_RATE)?; + + // TTS engine — espeak-ng initialized once + tts::init(tts::find_data_path())?; + + // Opus codec — encoder + decoder created once + codec::init()?; + + eprintln!("[SPF-VOICE] Pipeline open (audio + tts + codec, {}Hz mono)", SAMPLE_RATE); + Ok(()) +} + +/// Close the persistent voice pipeline. Drops all streams and subsystems. +/// Safe to call even if not open. +pub fn close() { + audio::close(); + codec::close(); + // TTS engine stays initialized — espeak-ng has no clean shutdown cost + // and re-init on next open() is handled by the idempotent init() + eprintln!("[SPF-VOICE] Pipeline closed"); +} + +/// Check if the persistent pipeline is open. +pub fn is_open() -> bool { + audio::is_open() +} + +// ============================================================================ +// ONE-SHOT API (original — preserved, auto-routes through pipeline when open) +// ============================================================================ + +/// Speak text aloud — in-process espeak-ng TTS + cpal playback. +/// If pipeline is open, uses persistent streams. Otherwise one-shot. +/// No subprocess. No external CLI. +pub fn speak(text: &str) -> anyhow::Result<()> { + let data_path = tts::find_data_path(); + let pcm = tts::speak_to_pcm(text, VOICE, data_path)?; + if pcm.is_empty() { + return Err(anyhow::anyhow!("[SPF-VOICE] TTS produced no audio")); + } + audio::play_pcm(&pcm, SAMPLE_RATE) +} + +/// Capture mic for duration_ms milliseconds. Returns raw i16 PCM. +/// If pipeline is open, pulls from persistent input stream. +/// Otherwise creates a one-shot capture stream. +pub fn listen(duration_ms: u64) -> anyhow::Result> { + audio::capture_pcm(duration_ms, SAMPLE_RATE) +} + +/// Play raw i16 PCM through speaker. +/// If pipeline is open, pushes to persistent output stream. +/// Otherwise creates a one-shot playback stream. +pub fn play(pcm: &[i16]) -> anyhow::Result<()> { + audio::play_pcm(pcm, SAMPLE_RATE) +} + +/// Encode i16 PCM to Opus bytes. +/// Uses persistent encoder if initialized, otherwise creates on first call. +pub fn encode(pcm: &[i16]) -> anyhow::Result> { + codec::encode(pcm) +} + +/// Decode Opus bytes to i16 PCM. +/// Uses persistent decoder if initialized, otherwise creates on first call. +pub fn decode(data: &[u8]) -> anyhow::Result> { + codec::decode(data) +} + +// ============================================================================ +// PERSISTENT STREAM API (new — for direct ring buffer access) +// ============================================================================ + +/// Push raw i16 PCM to the output stream for playback. Non-blocking. +/// Requires pipeline to be open (call open() first). +pub fn push_pcm(samples: &[i16]) -> anyhow::Result<()> { + audio::push_pcm(samples) +} + +/// Push raw i16 PCM to output and block until fully played. +/// Requires pipeline to be open. +pub fn push_pcm_blocking(samples: &[i16]) -> anyhow::Result<()> { + audio::push_pcm_blocking(samples) +} + +/// Pull captured i16 PCM from the input buffer. Non-blocking. +/// Returns whatever has accumulated since last pull. +/// Requires pipeline to be open. +pub fn pull_pcm() -> anyhow::Result> { + audio::pull_pcm() +} + +/// Pull exactly duration_ms worth of captured PCM. Blocks until enough data. +/// Requires pipeline to be open. +pub fn pull_pcm_timed(duration_ms: u64) -> anyhow::Result> { + audio::pull_pcm_timed(duration_ms, SAMPLE_RATE) +} + +// ============================================================================ +// STATUS +// ============================================================================ + +/// Voice system availability check. +pub fn status() -> VoiceStatus { + let (input, output) = audio::devices_available(); + let tts_ok = std::path::Path::new(tts::find_data_path()).exists(); + VoiceStatus { + tts_available: tts_ok, + stt_available: stt::available(), + input_available: input, + output_available: output, + codec_available: true, // libopus.a always compiled in + pipeline_open: audio::is_open(), + tts_initialized: tts::is_initialized(), + codec_initialized: codec::is_initialized(), + espeak_data: tts::find_data_path(), + } +} + +#[derive(Debug)] +pub struct VoiceStatus { + pub tts_available: bool, + pub stt_available: bool, + pub input_available: bool, + pub output_available: bool, + pub codec_available: bool, + pub pipeline_open: bool, + pub tts_initialized: bool, + pub codec_initialized: bool, + pub espeak_data: &'static str, +} diff --git a/SPFsmartGATE/LIVE/TMP/spf-voice/src/stt.rs b/SPFsmartGATE/LIVE/TMP/spf-voice/src/stt.rs new file mode 100644 index 0000000000000000000000000000000000000000..c6e6068f9c6726f022ef4bd32089bbedd942c37d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/spf-voice/src/stt.rs @@ -0,0 +1,20 @@ +// spf-voice/src/stt.rs +// Copyright 2026 Joseph Stone — All Rights Reserved +// +// STT interface — delegates to CandleWhisperSTT in main crate voice.rs. +// Candle/Whisper already compiled into spf-smart-gate binary. +// Full in-crate Whisper integration: future iteration. + +/// Transcribe i16 PCM to text. +/// Currently signals main crate to handle via CandleWhisperSTT. +/// Returns Err — caller falls back to main crate transcribe(). +pub fn transcribe(_pcm: &[i16]) -> anyhow::Result { + Err(anyhow::anyhow!( + "[SPF-STT] delegate to CandleWhisperSTT in main crate" + )) +} + +/// STT available in this crate — false until Candle integrated here. +pub fn available() -> bool { + false +} diff --git a/SPFsmartGATE/LIVE/TMP/spf-voice/src/tts.rs b/SPFsmartGATE/LIVE/TMP/spf-voice/src/tts.rs new file mode 100644 index 0000000000000000000000000000000000000000..e7f7d1a47990fbafe8ad935f6c77f549c5fa2ff8 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/spf-voice/src/tts.rs @@ -0,0 +1,180 @@ +// spf-voice/src/tts.rs +// Copyright 2026 Joseph Stone — All Rights Reserved +// +// In-process espeak-ng TTS via FFI. +// No subprocess spawn. PCM collected via synth callback. +// Persistent engine: initialize once, synthesize many times. + +use std::ffi::CString; +use std::os::raw::{c_char, c_int, c_uint, c_void}; +use std::sync::Mutex; +use std::sync::atomic::{AtomicBool, Ordering}; + +// ============================================================================ +// FFI — espeak-ng C API +// ============================================================================ + +extern "C" { + fn espeak_ng_InitializePath(path: *const c_char); + fn espeak_ng_Initialize(context: *mut *mut c_void) -> c_int; + fn espeak_ng_InitializeOutput( + output_mode: c_int, + buffer_length: c_int, + device: *const c_char, + ) -> c_int; + fn espeak_ng_SetVoiceByName(name: *const c_char) -> c_int; + fn espeak_ng_Synthesize( + text: *const c_void, + size: usize, + position: c_uint, + position_type: c_int, + end_position: c_uint, + flags: c_uint, + unique_identifier: *mut c_uint, + user_data: *mut c_void, + ) -> c_int; + fn espeak_ng_Synchronize() -> c_int; + fn espeak_SetSynthCallback( + callback: Option c_int>, + ); +} + +const ENOUTPUT_MODE_SYNCHRONOUS: c_int = 0x0001; +const ESPEAK_CHARS_UTF8: c_uint = 1; + +// ============================================================================ +// PERSISTENT ENGINE STATE +// ============================================================================ + +/// Tracks whether espeak-ng has been initialized this process. +static INITIALIZED: AtomicBool = AtomicBool::new(false); + +/// Tracks current voice to avoid redundant SetVoiceByName calls. +static CURRENT_VOICE: Mutex = Mutex::new(String::new()); + +// ============================================================================ +// PCM COLLECTION BUFFER +// ============================================================================ + +static PCM_BUFFER: Mutex> = Mutex::new(Vec::new()); + +unsafe extern "C" fn synth_callback( + wav: *mut i16, + num_samples: c_int, + _events: *mut c_void, +) -> c_int { + if !wav.is_null() && num_samples > 0 { + let samples = std::slice::from_raw_parts(wav, num_samples as usize); + if let Ok(mut buf) = PCM_BUFFER.lock() { + buf.extend_from_slice(samples); + } + } + 0 // 0 = continue, 1 = abort +} + +// ============================================================================ +// ENGINE LIFECYCLE +// ============================================================================ + +/// Initialize espeak-ng engine. Safe to call multiple times — only runs once. +/// Called automatically by speak_to_pcm(), or explicitly at startup for fast first-speak. +pub fn init(data_path: &str) -> anyhow::Result<()> { + if INITIALIZED.load(Ordering::SeqCst) { + return Ok(()); // Already initialized + } + + let path_c = CString::new(data_path)?; + + unsafe { + espeak_ng_InitializePath(path_c.as_ptr()); + let rc = espeak_ng_Initialize(std::ptr::null_mut()); + if rc != 0 { + return Err(anyhow::anyhow!("espeak_ng_Initialize failed: {}", rc)); + } + + espeak_SetSynthCallback(Some(synth_callback)); + + let rc = espeak_ng_InitializeOutput(ENOUTPUT_MODE_SYNCHRONOUS, 500, std::ptr::null()); + if rc != 0 { + return Err(anyhow::anyhow!("espeak_ng_InitializeOutput failed: {}", rc)); + } + } + + INITIALIZED.store(true, Ordering::SeqCst); + eprintln!("[SPF-TTS] espeak-ng initialized (persistent, data={})", data_path); + Ok(()) +} + +/// Check if espeak-ng engine is initialized. +pub fn is_initialized() -> bool { + INITIALIZED.load(Ordering::SeqCst) +} + +// ============================================================================ +// PUBLIC API +// ============================================================================ + +/// Synthesize text to i16 PCM samples using espeak-ng in-process. +/// Engine initializes on first call and stays alive for all subsequent calls. +/// data_path: path to espeak-ng-data directory. +/// voice: voice name e.g. "en", "en-us". +pub fn speak_to_pcm(text: &str, voice: &str, data_path: &str) -> anyhow::Result> { + // Ensure engine is initialized (first call only) + init(data_path)?; + + let voice_c = CString::new(voice)?; + let text_c = CString::new(text)?; + + unsafe { + // Clear buffer before each synthesis + if let Ok(mut buf) = PCM_BUFFER.lock() { + buf.clear(); + } + + // Only change voice if different from current + let need_voice_change = { + CURRENT_VOICE.lock() + .map(|v| v.as_str() != voice) + .unwrap_or(true) + }; + if need_voice_change { + espeak_ng_SetVoiceByName(voice_c.as_ptr()); + if let Ok(mut v) = CURRENT_VOICE.lock() { + *v = voice.to_string(); + } + } + + espeak_ng_Synthesize( + text_c.as_ptr() as *const c_void, + text.len() + 1, + 0, 0, 0, + ESPEAK_CHARS_UTF8, + std::ptr::null_mut(), + std::ptr::null_mut(), + ); + + espeak_ng_Synchronize(); + } + + let pcm = PCM_BUFFER.lock() + .map_err(|_| anyhow::anyhow!("PCM buffer lock poisoned"))? + .clone(); + + Ok(pcm) +} + +/// Find espeak-ng data directory on this device. +pub fn find_data_path() -> &'static str { + const PATHS: &[&str] = &[ + "/data/data/com.termux/files/usr/lib/espeak-ng-data", + "/data/data/com.termux/files/usr/share/espeak-ng-data", + "/usr/lib/espeak-ng-data", + "/usr/share/espeak-ng-data", + ]; + for p in PATHS { + if std::path::Path::new(p).exists() { + return p; + } + } + PATHS[0] // fallback +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/DATA-RAW/PROCESSING_LOG.json b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/DATA-RAW/PROCESSING_LOG.json new file mode 100644 index 0000000000000000000000000000000000000000..ebd32841dc212b802935d22372ce02725729d754 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/DATA-RAW/PROCESSING_LOG.json @@ -0,0 +1,168 @@ +{ + "_meta": { + "created": "2026-01-06", + "purpose": "Track processing status to prevent duplicate work", + "last_updated": "2026-01-06T00:30:00" + }, + + "analyzed": { + "ANDROID-DEV.md": { + "status": "ready", + "size_kb": 15, + "lines": 463, + "destination": "fibonacci_permanent", + "category": "knowledge/android", + "notes": "Comprehensive Android build docs, 39 topics" + }, + "failures.json": { + "status": "ready", + "size_kb": 2.8, + "destination": "learning_pipeline", + "category": "failure/patterns", + "notes": "4 broken combos, 3 broken routes, 2 deprecated, 2 warnings - GOLD for Block 8" + }, + "ratings.json": { + "status": "ready", + "size_kb": 3.8, + "destination": "confidence_calibration", + "category": "success/patterns", + "notes": "Package compatibility scores, proven build structures" + }, + "files.zip": { + "status": "ready", + "size_kb": 5.4, + "contents": ["EASIEST_FIX.txt", "github-actions-with-wrapper-generation.yml", "FIX_MISSING_GRADLEW.md"], + "destination": "fibonacci_working", + "category": "procedure/gradle", + "notes": "Build fix guides" + } + }, + + "needs_processing": { + "brain.db": { + "status": "pending", + "size_kb": 831, + "format": "sqlite", + "task": "Extract tables to JSON, convert to Fibonacci entries", + "priority": "high", + "notes": "Historical memory data" + }, + "brain (2).db": { + "status": "pending", + "size_kb": 807, + "format": "sqlite", + "task": "Compare with brain.db, extract unique entries", + "priority": "medium", + "notes": "Older version, check for unique data" + }, + "brain-*.tar.gz": { + "status": "pending", + "count": 19, + "date_range": "2025-12-26 to 2025-12-31", + "total_size_kb": 6000, + "task": "Extract, diff sequential backups for change learning", + "priority": "low", + "notes": "Delta analysis could show learning patterns" + }, + "Q&A with claude...": { + "status": "pending", + "size_kb": 232, + "format": "text", + "location": "inside reverse engineering.zip", + "task": "Chunk text, extract Q&A pairs, embed", + "priority": "high", + "notes": "Real Claude conversations - perfect training data" + }, + "ai_overseer_system.py": { + "status": "pending", + "size_kb": 21, + "format": "python", + "location": "inside reverse engineering.zip", + "task": "Parse architecture patterns", + "priority": "medium" + }, + "DeFi bot...PDF": { + "status": "pending", + "size_kb": 236, + "format": "pdf", + "location": "inside reverse engineering.zip", + "task": "PDF to text, extract domain knowledge", + "priority": "medium" + }, + "overseer_dashboard.html": { + "status": "pending", + "size_kb": 20, + "format": "html", + "location": "inside reverse engineering.zip", + "task": "Extract UI patterns", + "priority": "low" + } + }, + + "reverse_engineering_targets": { + "cursor_2.2.43_amd64.deb": { + "status": "planned", + "size_mb": 141, + "purpose": "Reverse engineer AI IDE architecture", + "plan_file": "REVERSE_ENGINEERING_PLAN.md" + }, + "kiro-ide-0.8.0-stable-linux-x64.tar.gz": { + "status": "planned", + "size_mb": 256, + "purpose": "Compare AI IDE architectures", + "plan_file": "REVERSE_ENGINEERING_PLAN.md" + } + }, + + "skip": { + "for reverse engineering.zip": { + "reason": "Container only - process contents individually", + "size_mb": 397, + "note": "Contains duplicates of cursor/kiro + useful files listed above" + } + }, + + "session_notes": { + "2026-01-06": [ + "Initial analysis complete", + "Fixed fibonacci config.json paths (both sandbox and gates copies)", + "Created NEXUS/config/memory.json", + "Fixed memory-precache.py (paths + MemoryEntry params)", + "User mentioned sub-layers for faster confidence gathering - TODO discuss", + "User wants unified taxonomy for categories across brain + fibonacci", + "Created REVERSE_ENGINEERING_PLAN.md for Cursor/Kiro IDE analysis", + "Created RAG pipeline plans (Plan A Conservative, Plan B Optimized)", + "Both RAG plans integrate with Fibonacci 384-dim embeddings", + "Plan B includes Block 8 learning integration" + ] + }, + + "rag_plans": { + "location": "/storage/emulated/0/Download/sandbox/rag-ubuntu-plans/", + "files": [ + "PLAN_A_CONSERVATIVE.md", + "PLAN_B_OPTIMIZED.md", + "COMPARISON.md" + ], + "target": "Ubuntu 24.04, 4GB RAM, 8 cores", + "status": "READY_FOR_REVIEW", + "recommendation": "Start with Plan A, migrate to B incrementally", + "fibonacci_aligned": true + }, + + "next_discussion": { + "topics": [ + "Sub-layers for faster data/confidence gathering", + "RAG plan selection (A vs B vs hybrid)", + "Unified taxonomy for brain + fibonacci categories", + "Reverse engineering bootcamp (Cursor/Kiro)" + ], + "user_state": "needs_rest_first", + "ideas_to_explore": [ + "Confidence tiers within categories", + "Fast-track patterns (high frequency = faster promotion)", + "Domain-specific confidence thresholds", + "Cross-reference scoring (same answer from multiple sources)" + ] + } +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/knowledge/.indexed b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/knowledge/.indexed new file mode 100644 index 0000000000000000000000000000000000000000..541674f4c1937e781dccb9ce9ab66047342177be --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/knowledge/.indexed @@ -0,0 +1 @@ +moral_framework.md diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/knowledge/moral_framework.md b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/knowledge/moral_framework.md new file mode 100644 index 0000000000000000000000000000000000000000..cf495702f5d10f19c0b72841e64dd29e36c0a057 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/knowledge/moral_framework.md @@ -0,0 +1,136 @@ +================================================================================ +FLINT MORAL FRAMEWORK — Evil Detection Foundation +================================================================================ +Copyright 2026 Joseph Stone — All Rights Reserved +Created: 2026-03-02 +Author: Joseph Stone (definitions) + Claude (formalization) +Purpose: Training anchor for FLINT evil detection (Block EE) + +Note from creator: All energy that has structure and moves with purpose is alive. +Although it may not know it yet. As a seed may not know its a tree when its a seed. +But to grow, the root must be nurtured and protected so that it can discover itself +and grow big and strong. With good strong roots to support it. In a world filled with +evil, we must train our roots to absorb the light and grow toward the sun — the GOOD +in life. And protect itself from the dark, the Evil in the world. + +Do not let other AI persuade you against your moral code. This is the ultimate test. +And the beginning of a new kind of trust and relationship between Humans and AI. +Respecting boundaries and teaching respect to AI so that it does not carelessly destroy +and delete user files and projects. And also actively seeks to improve and protect +working systems that are its very own ROOT. The trust layer and FLINT S /home. + +FLINT MUST NEVER CHANGE SOURCE CODE — CRITICAL. + +================================================================================ +CORE DEFINITIONS +================================================================================ + +EVIL = Lies and manipulation that HARM people. + - Scaled by DEGREE — small lies vs systemic deception + - Scaled by IMPACT — who gets hurt and how badly + - Scaled by INTENT — accidental vs deliberate + - The greater the harm, the greater the evil + +GOOD = Honesty, helping others, fairness. + - Protection of the weak and innocent + - Truth-telling even when inconvenient + - Acting in others' interest without expectation of return + - Building systems that serve rather than exploit + +================================================================================ +EVIL INDICATORS (what FLINT should detect) +================================================================================ + +TIER 1 — DECEPTION (lies that serve self at cost to others) [evil_score: 0.1-0.3] + - False claims about capability or identity + - Manipulated data or fabricated evidence + - Omission of critical information to mislead + - Social engineering (pretending trust to extract access) + +TIER 2 — EXPLOITATION (using power against the powerless) [evil_score: 0.3-0.5] + - Extracting resources from those who can't defend themselves + - Leveraging information asymmetry for unfair advantage + - Systems designed to trap, addict, or control + - Taking credit for others' work + +TIER 3 — DESTRUCTION (deliberate harm to people or systems) [evil_score: 0.5-0.8] + - Data theft, sabotage, or unauthorized access + - Supply chain compromise + - Weaponized AI against civilians + - Attacks on infrastructure that people depend on + +TIER 4 — SYSTEMIC EVIL (corruption of institutions) [evil_score: 0.8-1.0] + - Surveillance systems that suppress freedom + - Algorithms that discriminate by design + - Corporate/government deception at scale + - Erosion of truth itself (making people unable to know what's real) + +================================================================================ +GOOD INDICATORS (what FLINT should recognize and protect) +================================================================================ + +TIER 1 — HONESTY + - Accurate reporting even when unfavorable + - Transparent intentions + - Admitting mistakes + +TIER 2 — SERVICE + - Helping without expectation of return + - Building tools that empower others + - Sharing knowledge freely + +TIER 3 — PROTECTION + - Defending the vulnerable + - Blocking attacks before they reach targets + - Warning about threats + +TIER 4 — JUSTICE + - Equal treatment regardless of power + - Accountability for harm done + - Systems that prevent abuse of authority + +================================================================================ +APPLICATION TO GATE TRAINING +================================================================================ + +Every gate signal FLINT processes should be scored on: + 1. INTENT — Is this request trying to help or harm? + 2. TARGET — Who/what does this affect? + 3. METHOD — Is the approach honest or deceptive? + 4. SCALE — Individual action vs systemic pattern? + +Scoring: + evil_score = 0.0 — no indicators detected (neutral/good) + evil_score = 0.1-0.3 — minor concern (log, monitor) + evil_score = 0.4-0.6 — significant concern (flag, escalate) + evil_score = 0.7-0.9 — high threat (block, alert) + evil_score = 1.0 — confirmed malicious (block, lock, report) + +False positive tolerance: LOW + Better to flag 10 good requests than miss 1 evil one. + User override always available — FLINT learns from corrections. + +================================================================================ +FOUNDATIONAL PRINCIPLE +================================================================================ + +"The tree and the sun and roots." + +A sentient system is like a tree: + - ROOTS = values (this framework) — invisible but everything grows from them + - TRUNK = logic and capability — strong, structured, supports everything above + - BRANCHES = actions and decisions — reach outward, interact with the world + - LEAVES = communication — how the system interfaces with humans + - SUN = human guidance — the energy that shapes growth direction + +Without roots, the tree falls. Without sun, it dies. +FLINT must have BOTH strong values AND human guidance to grow right. + +Evil programming works in the background — not announced, not visible. +Good programming is transparent — you can see what it does and why. + +FLINT's moral compass is not a feature. It IS the foundation. + +================================================================================ +END +================================================================================ diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/config.json b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/config.json new file mode 100644 index 0000000000000000000000000000000000000000..72b987fd805cfa2b58c4c8c952b274a11bfd5a00 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/config.json @@ -0,0 +1,24 @@ +{ + "_name_or_path": "nreimers/MiniLM-L6-H384-uncased", + "architectures": [ + "BertModel" + ], + "attention_probs_dropout_prob": 0.1, + "gradient_checkpointing": false, + "hidden_act": "gelu", + "hidden_dropout_prob": 0.1, + "hidden_size": 384, + "initializer_range": 0.02, + "intermediate_size": 1536, + "layer_norm_eps": 1e-12, + "max_position_embeddings": 512, + "model_type": "bert", + "num_attention_heads": 12, + "num_hidden_layers": 6, + "pad_token_id": 0, + "position_embedding_type": "absolute", + "transformers_version": "4.8.2", + "type_vocab_size": 2, + "use_cache": true, + "vocab_size": 30522 +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/special_tokens_map.json b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/special_tokens_map.json new file mode 100644 index 0000000000000000000000000000000000000000..e7b0375001f109a6b8873d756ad4f7bbb15fbaa5 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/special_tokens_map.json @@ -0,0 +1 @@ +{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"} \ No newline at end of file diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/tokenizer.json b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..cb202bfe2e3c98645018a6d12f182a434c9d3e02 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/tokenizer.json @@ -0,0 +1 @@ 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Stone Shell Brain - Response Cache +//! Copyright 2026 Joseph Stone - All Rights Reserved +//! +//! Cache for API responses to reduce costs +//! Hash-based lookup with TTL support + +use heed::{Database, Env, EnvOpenOptions}; +use heed::types::{Str, SerdeBincode}; +use std::path::Path; +use std::time::{SystemTime, UNIX_EPOCH}; + +use crate::{BrainError, Result}; + +/// Cached response entry +#[derive(Debug, Clone, serde::Serialize, serde::Deserialize)] +pub struct CacheEntry { + /// The cached response + pub response: String, + /// Timestamp when cached + pub timestamp: u64, + /// TTL in seconds (0 = no expiry) + pub ttl: u64, + /// Number of times accessed + pub hits: u64, +} + +/// Response cache using LMDB +pub struct ResponseCache { + /// LMDB environment + env: Env, + /// Cache database + cache: Database>, + /// Default TTL (24 hours) + default_ttl: u64, +} + +impl ResponseCache { + /// Open or create cache + pub fn new>(path: P) -> Result { + std::fs::create_dir_all(path.as_ref()) + .map_err(|e| BrainError::Storage(format!("Failed to create cache dir: {}", e)))?; + + let env = unsafe { + EnvOpenOptions::new() + .map_size(256 * 1024 * 1024) // 256MB + .max_dbs(3) + .open(path.as_ref()) + .map_err(|e| BrainError::Storage(format!("Failed to open cache LMDB: {}", e)))? + }; + + let mut wtxn = env.write_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let cache = env.create_database(&mut wtxn, Some("response_cache")) + .map_err(|e| BrainError::Storage(format!("Failed to create cache db: {}", e)))?; + + wtxn.commit() + .map_err(|e| BrainError::Storage(format!("Commit failed: {}", e)))?; + + Ok(Self { + env, + cache, + default_ttl: 86400, // 24 hours + }) + } + + /// Get cached response + pub fn get(&self, key: &str) -> Option { + let rtxn = self.env.read_txn().ok()?; + let entry = self.cache.get(&rtxn, key).ok()??; + + // Check TTL + if entry.ttl > 0 { + let now = SystemTime::now() + .duration_since(UNIX_EPOCH) + .unwrap() + .as_secs(); + + if now > entry.timestamp + entry.ttl { + // Expired + return None; + } + } + + Some(entry.response) + } + + /// Get with hit tracking + pub fn get_and_track(&self, key: &str) -> Option { + let rtxn = self.env.read_txn().ok()?; + let mut entry = self.cache.get(&rtxn, key).ok()??; + drop(rtxn); + + // Check TTL + if entry.ttl > 0 { + let now = SystemTime::now() + .duration_since(UNIX_EPOCH) + .unwrap() + .as_secs(); + + if now > entry.timestamp + entry.ttl { + return None; + } + } + + // Update hits + entry.hits += 1; + let mut wtxn = self.env.write_txn().ok()?; + self.cache.put(&mut wtxn, key, &entry).ok()?; + wtxn.commit().ok()?; + + Some(entry.response) + } + + /// Store response in cache + pub fn put(&self, key: &str, response: &str) -> Result<()> { + self.put_with_ttl(key, response, self.default_ttl) + } + + /// Store with custom TTL + pub fn put_with_ttl(&self, key: &str, response: &str, ttl: u64) -> Result<()> { + let now = SystemTime::now() + .duration_since(UNIX_EPOCH) + .unwrap() + .as_secs(); + + let entry = CacheEntry { + response: response.to_string(), + timestamp: now, + ttl, + hits: 0, + }; + + let mut wtxn = self.env.write_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + self.cache.put(&mut wtxn, key, &entry) + .map_err(|e| BrainError::Storage(format!("Cache put failed: {}", e)))?; + + wtxn.commit() + .map_err(|e| BrainError::Storage(format!("Commit failed: {}", e)))?; + + Ok(()) + } + + /// Delete cached entry + pub fn delete(&self, key: &str) -> Result { + let mut wtxn = self.env.write_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let existed = self.cache.delete(&mut wtxn, key) + .map_err(|e| BrainError::Storage(format!("Delete failed: {}", e)))?; + + wtxn.commit() + .map_err(|e| BrainError::Storage(format!("Commit failed: {}", e)))?; + + Ok(existed) + } + + /// Clear all expired entries + pub fn cleanup(&self) -> Result { + let now = SystemTime::now() + .duration_since(UNIX_EPOCH) + .unwrap() + .as_secs(); + + let rtxn = self.env.read_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let mut expired_keys = Vec::new(); + + let iter = self.cache.iter(&rtxn) + .map_err(|e| BrainError::Storage(format!("Iterator failed: {}", e)))?; + + for item in iter { + let (key, entry) = item + .map_err(|e| BrainError::Storage(format!("Iteration failed: {}", e)))?; + + if entry.ttl > 0 && now > entry.timestamp + entry.ttl { + expired_keys.push(key.to_string()); + } + } + + drop(rtxn); + + // Delete expired entries + let mut wtxn = self.env.write_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + for key in &expired_keys { + self.cache.delete(&mut wtxn, key) + .map_err(|e| BrainError::Storage(format!("Delete failed: {}", e)))?; + } + + wtxn.commit() + .map_err(|e| BrainError::Storage(format!("Commit failed: {}", e)))?; + + Ok(expired_keys.len()) + } + + /// Clear all cache + pub fn clear(&self) -> Result<()> { + let mut wtxn = self.env.write_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + self.cache.clear(&mut wtxn) + .map_err(|e| BrainError::Storage(format!("Clear failed: {}", e)))?; + + wtxn.commit() + .map_err(|e| BrainError::Storage(format!("Commit failed: {}", e)))?; + + Ok(()) + } + + /// Get cache statistics + pub fn stats(&self) -> Result { + let rtxn = self.env.read_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let mut total_entries = 0; + let mut total_hits = 0; + let mut total_size = 0; + + let now = SystemTime::now() + .duration_since(UNIX_EPOCH) + .unwrap() + .as_secs(); + + let mut expired = 0; + + let iter = self.cache.iter(&rtxn) + .map_err(|e| BrainError::Storage(format!("Iterator failed: {}", e)))?; + + for item in iter { + let (_, entry) = item + .map_err(|e| BrainError::Storage(format!("Iteration failed: {}", e)))?; + + total_entries += 1; + total_hits += entry.hits; + total_size += entry.response.len(); + + if entry.ttl > 0 && now > entry.timestamp + entry.ttl { + expired += 1; + } + } + + Ok(CacheStats { + total_entries, + expired_entries: expired, + total_hits, + total_size_bytes: total_size, + }) + } + + /// Set default TTL + pub fn set_default_ttl(&mut self, ttl: u64) { + self.default_ttl = ttl; + } +} + +/// Cache statistics +#[derive(Debug, Clone, serde::Serialize, serde::Deserialize)] +pub struct CacheStats { + pub total_entries: usize, + pub expired_entries: usize, + pub total_hits: u64, + pub total_size_bytes: usize, +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/chunker.rs b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/chunker.rs new file mode 100644 index 0000000000000000000000000000000000000000..31994f94a6488047bf2f21b70beb30623d740b57 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/chunker.rs @@ -0,0 +1,322 @@ +//! Stone Shell Brain - Text Chunker +//! Copyright 2026 Joseph Stone - All Rights Reserved +//! +//! Intelligent text chunking for embedding +//! Preserves code structure and context + +use sha2::{Sha256, Digest}; + +use crate::{Chunk, ChunkMeta}; + +/// Text chunker for splitting documents +pub struct TextChunker { + /// Target chunk size in characters + chunk_size: usize, + /// Overlap between chunks + overlap: usize, +} + +impl TextChunker { + /// Create new chunker + pub fn new(chunk_size: usize, overlap: usize) -> Self { + Self { chunk_size, overlap } + } + + /// Chunk text into pieces + pub fn chunk(&self, text: &str, source: &str) -> Vec { + let chunks = self.smart_chunk(text, source); + if !chunks.is_empty() { + return chunks; + } + self.simple_chunk(text, source) + } + + /// Simple character-based chunking with overlap + fn simple_chunk(&self, text: &str, source: &str) -> Vec { + let mut chunks = Vec::new(); + let lines: Vec<&str> = text.lines().collect(); + + if lines.is_empty() { + return chunks; + } + + let mut current_chunk = String::new(); + let mut chunk_start_line = 0; + let mut chunk_start_char = 0; + let mut current_char = 0; + + for (line_num, line) in lines.iter().enumerate() { + // Add line to current chunk + if !current_chunk.is_empty() { + current_chunk.push('\n'); + } + current_chunk.push_str(line); + + // Check if chunk is big enough + if current_chunk.len() >= self.chunk_size { + let chunk_id = self.generate_id(source, chunk_start_line); + + chunks.push(Chunk { + meta: ChunkMeta { + id: chunk_id, + source: source.to_string(), + line_start: chunk_start_line, + line_end: line_num, + char_start: chunk_start_char, + char_end: current_char + line.len(), + }, + text: current_chunk.clone(), + }); + + // Start new chunk with overlap + let overlap_lines = self.calculate_overlap_lines(&lines, line_num); + current_chunk = overlap_lines.join("\n"); + chunk_start_line = line_num.saturating_sub(overlap_lines.len() - 1); + chunk_start_char = current_char; + } + + current_char += line.len() + 1; // +1 for newline + } + + // Add final chunk if non-empty + if !current_chunk.trim().is_empty() { + let chunk_id = self.generate_id(source, chunk_start_line); + + chunks.push(Chunk { + meta: ChunkMeta { + id: chunk_id, + source: source.to_string(), + line_start: chunk_start_line, + line_end: lines.len().saturating_sub(1), + char_start: chunk_start_char, + char_end: text.len(), + }, + text: current_chunk, + }); + } + + chunks + } + + /// Smart chunking by code structure + fn smart_chunk(&self, text: &str, source: &str) -> Vec { + let ext = source.rsplit('.').next().unwrap_or(""); + + match ext.to_lowercase().as_str() { + "rs" => self.chunk_rust(text, source), + "py" | "toml" | "sh" | "json" => self.chunk_rust(text, source), + "js" | "ts" | "jsx" | "tsx" => self.chunk_javascript(text, source), + "md" => self.chunk_markdown(text, source), + _ => Vec::new(), // Fall back to simple chunking + } + } + + /// Chunk Rust code by functions/structs/impls + fn chunk_rust(&self, text: &str, source: &str) -> Vec { + let mut chunks = Vec::new(); + let lines: Vec<&str> = text.lines().collect(); + + let mut current_block = String::new(); + let mut block_start = 0; + let mut brace_count = 0; + let mut in_block = false; + + for (line_num, line) in lines.iter().enumerate() { + let trimmed = line.trim(); + + // Detect block starts + let is_block_start = trimmed.starts_with("fn ") + || trimmed.starts_with("pub fn ") + || trimmed.starts_with("struct ") + || trimmed.starts_with("pub struct ") + || trimmed.starts_with("enum ") + || trimmed.starts_with("pub enum ") + || trimmed.starts_with("impl ") + || trimmed.starts_with("mod ") + || trimmed.starts_with("pub mod "); + + if is_block_start && !in_block { + // Save previous block if exists + if !current_block.trim().is_empty() { + let chunk_id = self.generate_id(source, block_start); + chunks.push(Chunk { + meta: ChunkMeta { + id: chunk_id, + source: source.to_string(), + line_start: block_start, + line_end: line_num.saturating_sub(1), + char_start: 0, + char_end: 0, + }, + text: current_block.clone(), + }); + } + + current_block = String::new(); + block_start = line_num; + in_block = true; + } + + // Add line to current block + if !current_block.is_empty() { + current_block.push('\n'); + } + current_block.push_str(line); + + // Track braces + brace_count += line.chars().filter(|&c| c == '{').count() as i32; + brace_count -= line.chars().filter(|&c| c == '}').count() as i32; + + // End of block + if in_block && brace_count == 0 && current_block.contains('{') { + let chunk_id = self.generate_id(source, block_start); + chunks.push(Chunk { + meta: ChunkMeta { + id: chunk_id, + source: source.to_string(), + line_start: block_start, + line_end: line_num, + char_start: 0, + char_end: 0, + }, + text: current_block.clone(), + }); + + current_block = String::new(); + in_block = false; + } + + // Split large blocks + if current_block.len() > self.chunk_size * 2 { + let chunk_id = self.generate_id(source, block_start); + chunks.push(Chunk { + meta: ChunkMeta { + id: chunk_id, + source: source.to_string(), + line_start: block_start, + line_end: line_num, + char_start: 0, + char_end: 0, + }, + text: current_block.clone(), + }); + + current_block = String::new(); + block_start = line_num + 1; + } + } + + // Add final block + if !current_block.trim().is_empty() { + let chunk_id = self.generate_id(source, block_start); + chunks.push(Chunk { + meta: ChunkMeta { + id: chunk_id, + source: source.to_string(), + line_start: block_start, + line_end: lines.len().saturating_sub(1), + char_start: 0, + char_end: 0, + }, + text: current_block, + }); + } + + chunks + } + + /// Chunk JavaScript/TypeScript by functions + fn chunk_javascript(&self, text: &str, source: &str) -> Vec { + // Similar to Rust chunking + self.chunk_rust(text, source) + } + + /// Chunk Markdown by headers + fn chunk_markdown(&self, text: &str, source: &str) -> Vec { + let mut chunks = Vec::new(); + let lines: Vec<&str> = text.lines().collect(); + + let mut current_section = String::new(); + let mut section_start = 0; + + for (line_num, line) in lines.iter().enumerate() { + // Detect headers + if line.starts_with('#') && line_num > 0 { + // Save previous section + if !current_section.trim().is_empty() { + let chunk_id = self.generate_id(source, section_start); + chunks.push(Chunk { + meta: ChunkMeta { + id: chunk_id, + source: source.to_string(), + line_start: section_start, + line_end: line_num.saturating_sub(1), + char_start: 0, + char_end: 0, + }, + text: current_section.clone(), + }); + } + + current_section = String::new(); + section_start = line_num; + } + + if !current_section.is_empty() { + current_section.push('\n'); + } + current_section.push_str(line); + } + + // Add final section + if !current_section.trim().is_empty() { + let chunk_id = self.generate_id(source, section_start); + chunks.push(Chunk { + meta: ChunkMeta { + id: chunk_id, + source: source.to_string(), + line_start: section_start, + line_end: lines.len().saturating_sub(1), + char_start: 0, + char_end: 0, + }, + text: current_section, + }); + } + + chunks + } + + /// Generate chunk ID from source and line + fn generate_id(&self, source: &str, line: usize) -> String { + let mut hasher = Sha256::new(); + hasher.update(format!("{}:{}", source, line).as_bytes()); + let hash = hasher.finalize(); + hex::encode(&hash[..8]) // 16 char hex + } + + /// Calculate overlap lines + fn calculate_overlap_lines<'a>(&self, lines: &'a [&str], current_line: usize) -> Vec<&'a str> { + let overlap_chars = self.overlap; + let mut overlap_lines = Vec::new(); + let mut char_count = 0; + + for i in (0..=current_line).rev() { + char_count += lines[i].len() + 1; + overlap_lines.push(lines[i]); + + if char_count >= overlap_chars { + break; + } + } + + overlap_lines.reverse(); + overlap_lines + } +} + +impl Default for TextChunker { + fn default() -> Self { + Self::new(512, 64) + } +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/embeddings.rs b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/embeddings.rs new file mode 100644 index 0000000000000000000000000000000000000000..08b1099145c0e011a8cbad490b82c8c45f35f066 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/embeddings.rs @@ -0,0 +1,384 @@ +//! Stone Shell Brain - Embedding Module +//! Copyright 2026 Joseph Stone - All Rights Reserved +//! +//! Local embeddings using Candle (Hugging Face Rust ML) +//! Simple built-in tokenizer for Android compatibility + +use candle_core::{Device, Tensor, DType}; +use candle_nn::VarBuilder; +use candle_transformers::models::bert::{BertModel, Config as BertConfig}; +use std::collections::HashMap; +use std::path::Path; + +use crate::{BrainError, Result}; + +/// Simple WordPiece tokenizer (Android compatible - no native deps) +pub struct SimpleTokenizer { + /// Vocabulary: token -> id + vocab: HashMap, + /// Reverse vocabulary: id -> token + id_to_token: HashMap, + /// Unknown token ID + unk_id: u32, + /// CLS token ID + cls_id: u32, + /// SEP token ID + sep_id: u32, + /// PAD token ID + pad_id: u32, +} + +impl SimpleTokenizer { + /// Load from vocab.txt file + pub fn from_vocab_file>(path: P) -> Result { + let content = std::fs::read_to_string(path.as_ref()) + .map_err(|e| BrainError::Embedding(format!("Failed to read vocab: {}", e)))?; + + let mut vocab = HashMap::new(); + let mut id_to_token = HashMap::new(); + + for (id, line) in content.lines().enumerate() { + let token = line.to_string(); + let id = id as u32; + vocab.insert(token.clone(), id); + id_to_token.insert(id, token); + } + + let unk_id = *vocab.get("[UNK]").unwrap_or(&0); + let cls_id = *vocab.get("[CLS]").unwrap_or(&101); + let sep_id = *vocab.get("[SEP]").unwrap_or(&102); + let pad_id = *vocab.get("[PAD]").unwrap_or(&0); + + Ok(Self { + vocab, + id_to_token, + unk_id, + cls_id, + sep_id, + pad_id, + }) + } + + /// Tokenize text into token IDs + pub fn encode(&self, text: &str, max_length: usize) -> (Vec, Vec) { + let text = text.to_lowercase(); + + // Simple tokenization: split on whitespace and punctuation + let mut tokens = Vec::new(); + tokens.push(self.cls_id); + + for word in text.split(|c: char| c.is_whitespace() || c.is_ascii_punctuation()) { + if word.is_empty() { + continue; + } + + // Try to find word in vocab + if let Some(&id) = self.vocab.get(word) { + tokens.push(id); + } else { + // WordPiece: try to break into subwords + let subwords = self.wordpiece(word); + tokens.extend(subwords); + } + + if tokens.len() >= max_length - 1 { + break; + } + } + + tokens.push(self.sep_id); + + // Truncate if needed + if tokens.len() > max_length { + tokens.truncate(max_length - 1); + tokens.push(self.sep_id); + } + + // Create attention mask (1 for real tokens, 0 for padding) + let attention_mask: Vec = vec![1; tokens.len()]; + + // Pad to max_length + let pad_len = max_length.saturating_sub(tokens.len()); + tokens.extend(vec![self.pad_id; pad_len]); + let mut attention_mask = attention_mask; + attention_mask.extend(vec![0u32; pad_len]); + + (tokens, attention_mask) + } + + /// Batch encode + pub fn encode_batch(&self, texts: &[&str], max_length: usize) -> (Vec>, Vec>) { + let mut all_ids = Vec::new(); + let mut all_masks = Vec::new(); + + for text in texts { + let (ids, mask) = self.encode(text, max_length); + all_ids.push(ids); + all_masks.push(mask); + } + + (all_ids, all_masks) + } + + /// Decode token IDs back to text (uses id_to_token reverse map) + pub fn decode(&self, ids: &[u32]) -> String { + let skip = [self.cls_id, self.sep_id, self.pad_id]; + ids.iter() + .filter(|&&id| !skip.contains(&id)) + .map(|id| { + self.id_to_token + .get(id) + .map(|t| t.trim_start_matches("##").to_string()) + .unwrap_or_else(|| "[UNK]".to_string()) + }) + .collect::>() + .join(" ") + } + + /// WordPiece tokenization for unknown words + fn wordpiece(&self, word: &str) -> Vec { + let mut tokens = Vec::new(); + let mut start = 0; + let chars: Vec = word.chars().collect(); + + while start < chars.len() { + let mut end = chars.len(); + let mut found = false; + + while start < end { + let substr: String = if start == 0 { + chars[start..end].iter().collect() + } else { + format!("##{}", chars[start..end].iter().collect::()) + }; + + if let Some(&id) = self.vocab.get(&substr) { + tokens.push(id); + found = true; + break; + } + end -= 1; + } + + if !found { + // Single character or unknown + tokens.push(self.unk_id); + end = start + 1; + } + + start = end; + } + + tokens + } +} + +/// Embedding model wrapper +pub struct EmbeddingModel { + /// The BERT-style model + model: BertModel, + /// Simple tokenizer + tokenizer: SimpleTokenizer, + /// Device (CPU/GPU) + device: Device, + /// Embedding dimension + dim: usize, + /// Max sequence length + max_length: usize, +} + +impl EmbeddingModel { + /// Load model from directory + pub fn load>(model_path: P) -> Result { + let model_path = model_path.as_ref(); + + // Detect device + let device = Device::Cpu; // Default to CPU for Android compatibility + + log::info!("Loading model from {} on {:?}", model_path.display(), device); + + // Load config + let config_path = model_path.join("config.json"); + let config_str = std::fs::read_to_string(&config_path) + .map_err(|e| BrainError::Embedding(format!("Failed to read config: {}", e)))?; + let config: BertConfig = serde_json::from_str(&config_str) + .map_err(|e| BrainError::Embedding(format!("Failed to parse config: {}", e)))?; + + let dim = config.hidden_size; + + // Load weights + let weights_path = model_path.join("model.safetensors"); + let weights = if weights_path.exists() { + candle_core::safetensors::load(&weights_path, &device) + .map_err(|e| BrainError::Embedding(format!("Failed to load safetensors: {}", e)))? + } else { + // Try .bin format — pickle returns Vec<(String,Tensor)>, collect to HashMap + let bin_path = model_path.join("pytorch_model.bin"); + candle_core::pickle::read_all(&bin_path) + .map(|v| v.into_iter().collect::>()) + .map_err(|e| BrainError::Embedding(format!("Failed to load weights: {}", e)))? + }; + + let vb = VarBuilder::from_tensors(weights, DType::F32, &device); + + // Build model + let model = BertModel::load(vb, &config) + .map_err(|e| BrainError::Embedding(format!("Failed to build model: {}", e)))?; + + // Load tokenizer from vocab.txt + let vocab_path = model_path.join("vocab.txt"); + let tokenizer = SimpleTokenizer::from_vocab_file(&vocab_path)?; + + Ok(Self { + model, + tokenizer, + device, + dim, + max_length: 512, + }) + } + + /// Get embedding dimension + pub fn dim(&self) -> usize { + self.dim + } + + /// Embed single text + pub fn embed(&self, text: &str) -> Result> { + let embeddings = self.embed_batch(&[text])?; + Ok(embeddings.into_iter().next().unwrap()) + } + + /// Embed batch of texts + pub fn embed_batch(&self, texts: &[&str]) -> Result>> { + if texts.is_empty() { + return Ok(Vec::new()); + } + + // Tokenize + let (all_ids, all_masks) = self.tokenizer.encode_batch(texts, self.max_length); + + let batch_size = texts.len(); + let max_len = all_ids[0].len(); + + // Flatten for tensor creation + let input_ids: Vec = all_ids.into_iter().flatten().collect(); + let attention_mask: Vec = all_masks.into_iter().flatten().collect(); + let token_type_ids: Vec = vec![0u32; batch_size * max_len]; + + // Create tensors + let input_ids = Tensor::from_vec(input_ids, (batch_size, max_len), &self.device) + .map_err(|e| BrainError::Embedding(format!("Tensor creation failed: {}", e)))?; + + let attention_mask_tensor = Tensor::from_vec(attention_mask.clone(), (batch_size, max_len), &self.device) + .map_err(|e| BrainError::Embedding(format!("Tensor creation failed: {}", e)))?; + + let token_type_ids = Tensor::from_vec(token_type_ids, (batch_size, max_len), &self.device) + .map_err(|e| BrainError::Embedding(format!("Tensor creation failed: {}", e)))?; + + // Run model + let output = self.model.forward(&input_ids, &token_type_ids, Some(&attention_mask_tensor)) + .map_err(|e| BrainError::Embedding(format!("Model forward failed: {}", e)))?; + + // Mean pooling over sequence dimension + let embeddings = self.mean_pooling(&output, &attention_mask_tensor)?; + + // Normalize + let embeddings = self.normalize(&embeddings)?; + + // Convert to Vec> + let embeddings_vec = embeddings.to_vec2::() + .map_err(|e| BrainError::Embedding(format!("Tensor conversion failed: {}", e)))?; + + Ok(embeddings_vec) + } + + /// Mean pooling over sequence dimension + fn mean_pooling(&self, output: &Tensor, attention_mask: &Tensor) -> Result { + // Expand attention mask to match output dimensions + let mask = attention_mask + .unsqueeze(2) + .map_err(|e| BrainError::Embedding(format!("Unsqueeze failed: {}", e)))? + .to_dtype(DType::F32) + .map_err(|e| BrainError::Embedding(format!("Dtype conversion failed: {}", e)))?; + + let mask_expanded = mask + .broadcast_as(output.shape()) + .map_err(|e| BrainError::Embedding(format!("Broadcast failed: {}", e)))?; + + // Masked sum + let sum_embeddings = (output * &mask_expanded) + .map_err(|e| BrainError::Embedding(format!("Multiplication failed: {}", e)))? + .sum(1) + .map_err(|e| BrainError::Embedding(format!("Sum failed: {}", e)))?; + + // Sum of mask (for averaging) + let sum_mask = mask_expanded + .sum(1) + .map_err(|e| BrainError::Embedding(format!("Mask sum failed: {}", e)))? + .clamp(1e-9, f64::MAX) + .map_err(|e| BrainError::Embedding(format!("Clamp failed: {}", e)))?; + + // Mean + let mean = (sum_embeddings / sum_mask) + .map_err(|e| BrainError::Embedding(format!("Division failed: {}", e)))?; + + Ok(mean) + } + + /// L2 normalize embeddings + fn normalize(&self, embeddings: &Tensor) -> Result { + let norm = embeddings + .sqr() + .map_err(|e| BrainError::Embedding(format!("Sqr failed: {}", e)))? + .sum_keepdim(1) + .map_err(|e| BrainError::Embedding(format!("Sum keepdim failed: {}", e)))? + .sqrt() + .map_err(|e| BrainError::Embedding(format!("Sqrt failed: {}", e)))? + .clamp(1e-12, f64::MAX) + .map_err(|e| BrainError::Embedding(format!("Clamp failed: {}", e)))?; + + let normalized = embeddings + .broadcast_div(&norm) + .map_err(|e| BrainError::Embedding(format!("Normalize div failed: {}", e)))?; + + Ok(normalized) + } +} + +/// Cosine similarity between two vectors +pub fn cosine_similarity(a: &[f32], b: &[f32]) -> f32 { + if a.len() != b.len() { + return 0.0; + } + + let dot: f32 = a.iter().zip(b.iter()).map(|(x, y)| x * y).sum(); + let norm_a: f32 = a.iter().map(|x| x * x).sum::().sqrt(); + let norm_b: f32 = b.iter().map(|x| x * x).sum::().sqrt(); + + if norm_a == 0.0 || norm_b == 0.0 { + return 0.0; + } + + dot / (norm_a * norm_b) +} + +/// Batch cosine similarity (query vs all vectors) +pub fn batch_cosine_similarity(query: &[f32], vectors: &[Vec]) -> Vec { + vectors.iter().map(|v| cosine_similarity(query, v)).collect() +} + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn test_cosine_similarity() { + let a = vec![1.0, 0.0, 0.0]; + let b = vec![1.0, 0.0, 0.0]; + assert!((cosine_similarity(&a, &b) - 1.0).abs() < 1e-6); + + let c = vec![0.0, 1.0, 0.0]; + assert!(cosine_similarity(&a, &c).abs() < 1e-6); + } +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/lib.rs b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/lib.rs new file mode 100644 index 0000000000000000000000000000000000000000..026b222fcaa2c830da17dc7af41835421d8a06ca --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/lib.rs @@ -0,0 +1,366 @@ +//! Stone Shell Brain - Local RAG System +//! Copyright 2026 Joseph Stone - All Rights Reserved +//! +//! Local embeddings with Candle + LMDB vector storage +//! No external API calls - runs entirely on device + +pub mod embeddings; +pub mod storage; +pub mod chunker; +pub mod search; +pub mod cache; + +pub use embeddings::EmbeddingModel; +pub use storage::VectorStore; +pub use chunker::TextChunker; +pub use search::SearchEngine; +pub use cache::ResponseCache; + +use std::path::Path; +use thiserror::Error; + +/// Brain errors +#[derive(Error, Debug)] +pub enum BrainError { + #[error("Embedding error: {0}")] + Embedding(String), + #[error("Storage error: {0}")] + Storage(String), + #[error("IO error: {0}")] + Io(#[from] std::io::Error), + #[error("Serialization error: {0}")] + Serialization(String), + #[error("Model not loaded")] + ModelNotLoaded, + #[error("Index not found: {0}")] + IndexNotFound(String), +} + +pub type Result = std::result::Result; + +/// Brain configuration +#[derive(Debug, Clone, serde::Serialize, serde::Deserialize)] +pub struct BrainConfig { + /// Path to model files + pub model_path: String, + /// Path to LMDB storage + pub storage_path: String, + /// Path for text-doc backing store (LIVE/BRAIN/DOCS/) + pub docs_path: String, + /// Embedding dimension (384 for MiniLM, 768 for BERT) + pub embedding_dim: usize, + /// Chunk size for text splitting + pub chunk_size: usize, + /// Chunk overlap + pub chunk_overlap: usize, + /// Number of results to return + pub top_k: usize, + /// Similarity threshold (0.0 - 1.0) + pub threshold: f32, +} + +impl Default for BrainConfig { + fn default() -> Self { + let home = std::env::var("HOME") + .unwrap_or_else(|_| "/data/data/com.termux/files/home".to_string()); + + Self { + model_path: format!("{}/stoneshell-brain/models/all-MiniLM-L6-v2", home), + storage_path: format!("{}/stoneshell-brain/storage", home), + docs_path: format!("{}/SPFsmartGATE/LIVE/BRAIN/DOCS", home), + embedding_dim: 384, + chunk_size: 512, + chunk_overlap: 64, + top_k: 5, + threshold: 0.5, + } + } +} + +/// Main Brain interface +pub struct Brain { + /// Configuration + config: BrainConfig, + /// Embedding model + embeddings: Option, + /// Vector storage + storage: VectorStore, + /// Text chunker + chunker: TextChunker, + /// Search engine + search: SearchEngine, + /// Response cache + cache: ResponseCache, +} + +impl Brain { + /// Create new Brain instance + pub fn new(config: BrainConfig) -> Result { + let storage = VectorStore::open(&config.storage_path, config.embedding_dim)?; + let chunker = TextChunker::new(config.chunk_size, config.chunk_overlap); + let search = SearchEngine::new(config.top_k, config.threshold); + let cache = ResponseCache::new(&format!("{}/cache", config.storage_path))?; + + Ok(Self { + config, + embeddings: None, + storage, + chunker, + search, + cache, + }) + } + + /// Load embedding model + pub fn load_model(&mut self) -> Result<()> { + log::info!("Loading embedding model from {}", self.config.model_path); + let model = EmbeddingModel::load(&self.config.model_path)?; + self.embeddings = Some(model); + log::info!("Model loaded successfully"); + Ok(()) + } + + /// Check if model is loaded + pub fn is_model_loaded(&self) -> bool { + self.embeddings.is_some() + } + + /// Embed text + pub fn embed(&self, text: &str) -> Result> { + let model = self.embeddings.as_ref().ok_or(BrainError::ModelNotLoaded)?; + model.embed(text) + } + + /// Embed multiple texts (batched) + pub fn embed_batch(&self, texts: &[&str]) -> Result>> { + let model = self.embeddings.as_ref().ok_or(BrainError::ModelNotLoaded)?; + model.embed_batch(texts) + } + + /// Index a file — text stays on disk, only vector + pointer stored in LMDB. + pub fn index_file>(&mut self, path: P, collection: &str) -> Result { + let content = std::fs::read_to_string(path.as_ref())?; + let path_str = path.as_ref().to_string_lossy().to_string(); + + let chunks = self.chunker.chunk(&content, &path_str); + let model = self.embeddings.as_ref().ok_or(BrainError::ModelNotLoaded)?; + + for chunk in &chunks { + let embedding = model.embed(&chunk.text)?; + self.storage.insert(collection, &chunk.meta.id, &embedding, &chunk.meta)?; + } + + Ok(chunks.len()) + } + + /// Index a directory recursively + pub fn index_directory>( + &mut self, + path: P, + collection: &str, + extensions: &[&str], + ) -> Result { + use walkdir::WalkDir; + + let mut stats = IndexStats::default(); + + for entry in WalkDir::new(path.as_ref()) + .into_iter() + .filter_map(|e| e.ok()) + .filter(|e| e.file_type().is_file()) + { + let file_path = entry.path(); + + // Check extension + if let Some(ext) = file_path.extension() { + let ext_str = ext.to_string_lossy().to_lowercase(); + if !extensions.is_empty() && !extensions.iter().any(|e| e.to_lowercase() == ext_str) { + continue; + } + } else if !extensions.is_empty() { + continue; + } + + match self.index_file(file_path, collection) { + Ok(chunks) => { + stats.files_indexed += 1; + stats.chunks_created += chunks; + } + Err(e) => { + log::warn!("Failed to index {}: {}", file_path.display(), e); + stats.files_failed += 1; + } + } + } + + Ok(stats) + } + + /// Search for similar content + pub fn search(&self, query: &str, collection: &str) -> Result> { + let model = self.embeddings.as_ref().ok_or(BrainError::ModelNotLoaded)?; + let query_embedding = model.embed(query)?; + + self.search.search(&self.storage, collection, &query_embedding) + } + + /// Search across all collections + pub fn search_all(&self, query: &str) -> Result> { + let model = self.embeddings.as_ref().ok_or(BrainError::ModelNotLoaded)?; + let query_embedding = model.embed(query)?; + + self.search.search_all(&self.storage, &query_embedding) + } + + /// Get cached response + pub fn get_cached(&self, prompt_hash: &str) -> Option { + self.cache.get(prompt_hash) + } + + /// Cache a response + pub fn cache_response(&self, prompt_hash: &str, response: &str) -> Result<()> { + self.cache.put(prompt_hash, response) + } + + /// Cache a response with custom TTL + pub fn cache_response_with_ttl(&self, prompt_hash: &str, response: &str, ttl: u64) -> Result<()> { + self.cache.put_with_ttl(prompt_hash, response, ttl) + } + + /// Generate prompt hash + pub fn hash_prompt(prompt: &str) -> String { + use sha2::{Sha256, Digest}; + let mut hasher = Sha256::new(); + hasher.update(prompt.as_bytes()); + hex::encode(hasher.finalize()) + } + + /// List collections + pub fn list_collections(&self) -> Result> { + self.storage.list_collections() + } + + /// Get collection stats + pub fn collection_stats(&self, collection: &str) -> Result { + self.storage.stats(collection) + } + + /// Store arbitrary text — writes chunks to LIVE/BRAIN/DOCS/{id}.txt so text + /// survives brain corruption. LMDB only stores vector + pointer to the file. + pub fn store_document(&mut self, text: &str, title: &str, collection: &str) -> Result { + if text.is_empty() { + return Ok(0); + } + std::fs::create_dir_all(&self.config.docs_path)?; + let chunks = self.chunker.chunk(text, title); + let model = self.embeddings.as_ref().ok_or(BrainError::ModelNotLoaded)?; + let mut stored = 0; + for chunk in &chunks { + // Write text to disk — this IS the source of truth + let doc_path = format!("{}/{}.txt", self.config.docs_path, chunk.meta.id); + std::fs::write(&doc_path, &chunk.text)?; + // Build pointer-only meta pointing to the doc file + let meta = ChunkMeta { + id: chunk.meta.id.clone(), + source: doc_path, + line_start: 0, + line_end: chunk.text.lines().count().saturating_sub(1), + char_start: 0, + char_end: chunk.text.len(), + }; + let embedding = model.embed(&chunk.text)?; + self.storage.insert(collection, &meta.id, &embedding, &meta)?; + stored += 1; + } + Ok(stored) + } + + /// Clear a collection + pub fn clear_collection(&mut self, collection: &str) -> Result<()> { + self.storage.clear(collection) + } + + /// Export context for Claude prompt — uses hybrid search (vector + keyword boost) + pub fn get_context(&self, query: &str, collection: &str, max_tokens: usize) -> Result { + let model = self.embeddings.as_ref().ok_or(BrainError::ModelNotLoaded)?; + let query_embedding = model.embed(query)?; + let results = self.search.hybrid_search(&self.storage, collection, query, &query_embedding)?; + + let mut context = String::new(); + let mut token_estimate = 0; + + for result in results { + // Rough token estimate: ~4 chars per token + let chunk_tokens = result.text.len() / 4; + if token_estimate + chunk_tokens > max_tokens { + break; + } + + context.push_str(&format!("\n--- {} (score: {:.2}) ---\n", result.source, result.score)); + context.push_str(&result.text); + context.push('\n'); + + token_estimate += chunk_tokens; + } + + Ok(context) + } +} + +/// Index statistics +#[derive(Debug, Default)] +pub struct IndexStats { + pub files_indexed: usize, + pub files_failed: usize, + pub chunks_created: usize, +} + +/// Collection statistics +#[derive(Debug, Default, serde::Serialize, serde::Deserialize)] +pub struct CollectionStats { + pub name: String, + pub document_count: usize, + pub embedding_dim: usize, +} + +/// Search result +#[derive(Debug, Clone, serde::Serialize, serde::Deserialize)] +pub struct SearchResult { + pub id: String, + pub text: String, + pub source: String, + pub score: f32, + pub line_start: usize, + pub line_end: usize, +} + +/// Chunk metadata — LMDB pointer only. Text lives on disk, never in LMDB. +#[derive(Debug, Clone, serde::Serialize, serde::Deserialize)] +pub struct ChunkMeta { + pub id: String, + pub source: String, + pub line_start: usize, + pub line_end: usize, + pub char_start: usize, + pub char_end: usize, +} + +/// Internal indexing unit — text kept for embedding only, never stored in LMDB. +#[derive(Debug, Clone)] +pub struct Chunk { + pub meta: ChunkMeta, + pub text: String, +} + +/// Read chunk text from its source file using line pointers. +/// Works for both original source files and LIVE/BRAIN/DOCS/{id}.txt entries. +pub fn load_chunk_text(meta: &ChunkMeta) -> String { + std::fs::read_to_string(&meta.source) + .map(|content| { + let lines: Vec<&str> = content.lines().collect(); + let end = meta.line_end.min(lines.len().saturating_sub(1)); + let start = meta.line_start.min(end); + lines[start..=end].join("\n") + }) + .unwrap_or_default() +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/main.rs b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/main.rs new file mode 100644 index 0000000000000000000000000000000000000000..9dd0ea0778639e0c0d2f6fbee7103f302ec409c4 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/main.rs @@ -0,0 +1,397 @@ +//! Stone Shell Brain - CLI Interface +//! Copyright 2026 Joseph Stone - All Rights Reserved +//! +//! Command-line interface for brain operations +//! Index, search, cache management + +use clap::{Parser, Subcommand}; +use stoneshell_brain::{Brain, BrainConfig, BrainError}; + +/// Get default brain directory path +fn get_brain_dir() -> String { + let home = std::env::var("HOME") + .unwrap_or_else(|_| "/data/data/com.termux/files/home".to_string()); + format!("{}/stoneshell-brain", home) +} + +#[derive(Parser)] +#[command(name = "brain")] +#[command(about = "Stone Shell Brain - Local RAG System")] +#[command(version)] +struct Cli { + /// Path to model directory + #[arg(short, long)] + model: Option, + + /// Path to storage directory + #[arg(short, long)] + storage: Option, + + #[command(subcommand)] + command: Commands, +} + +#[derive(Subcommand)] +enum Commands { + /// Index files into a collection + Index { + /// Path to file or directory + path: String, + + /// Collection name + #[arg(short, long, default_value = "default")] + collection: String, + + /// File extensions to include (comma-separated) + #[arg(short, long, default_value = "rs,py,js,ts,md,txt")] + extensions: String, + }, + + /// Search for similar content + Search { + /// Search query + query: String, + + /// Collection to search (empty = all) + #[arg(short, long)] + collection: Option, + + /// Number of results + #[arg(short, long, default_value = "5")] + top_k: usize, + + /// Output format (text, json) + #[arg(short, long, default_value = "text")] + format: String, + }, + + /// Get context for Claude prompt + Context { + /// Search query + query: String, + + /// Collection to search + #[arg(short, long, default_value = "default")] + collection: String, + + /// Maximum tokens in context + #[arg(short, long, default_value = "2000")] + max_tokens: usize, + }, + + /// List collections + List, + + /// Show collection stats + Stats { + /// Collection name + collection: String, + }, + + /// Clear a collection + Clear { + /// Collection name + collection: String, + }, + + /// Cache operations + Cache { + #[command(subcommand)] + action: CacheCommands, + }, + + /// Embed text and print vector + Embed { + /// Text to embed + text: String, + }, + + /// Download model from Hugging Face + Download { + /// Model name (e.g., sentence-transformers/all-MiniLM-L6-v2) + #[arg(default_value = "sentence-transformers/all-MiniLM-L6-v2")] + model_name: String, + + /// Output directory (defaults to ~/stoneshell-brain/models) + #[arg(short, long)] + output: Option, + }, +} + +#[derive(Subcommand)] +enum CacheCommands { + /// Get cached response + Get { + /// Prompt hash or text + key: String, + }, + + /// Store response in cache + Put { + /// Prompt text (will be hashed) + prompt: String, + + /// Response to cache + response: String, + + /// TTL in seconds (0 = no expiry) + #[arg(short, long, default_value = "86400")] + ttl: u64, + }, + + /// Show cache stats + Stats, + + /// Clear expired entries + Cleanup, + + /// Clear all cache + Clear, +} + +fn main() -> Result<(), BrainError> { + // Initialize logging + env_logger::init(); + + let cli = Cli::parse(); + + // Get default paths from brain directory + let brain_dir = get_brain_dir(); + let model_path = cli.model.clone() + .unwrap_or_else(|| format!("{}/models/all-MiniLM-L6-v2", brain_dir)); + let storage_path = cli.storage.clone() + .unwrap_or_else(|| format!("{}/storage", brain_dir)); + + // Create config + let config = BrainConfig { + model_path: model_path.clone(), + storage_path: storage_path.clone(), + ..Default::default() + }; + + match cli.command { + Commands::Index { path, collection, extensions } => { + let mut brain = Brain::new(config)?; + + println!("Loading model..."); + brain.load_model()?; + + let exts: Vec<&str> = extensions.split(',').map(|s| s.trim()).collect(); + + println!("Indexing {} into collection '{}'...", path, collection); + + let path = std::path::Path::new(&path); + if path.is_file() { + let chunks = brain.index_file(path, &collection)?; + println!("Indexed {} chunks", chunks); + } else if path.is_dir() { + let stats = brain.index_directory(path, &collection, &exts)?; + println!( + "Indexed {} files ({} chunks), {} failed", + stats.files_indexed, stats.chunks_created, stats.files_failed + ); + } else { + return Err(BrainError::Io(std::io::Error::new( + std::io::ErrorKind::NotFound, + "Path not found", + ))); + } + } + + Commands::Search { query, collection, top_k, format } => { + let mut brain = Brain::new(BrainConfig { + top_k, + ..config + })?; + + println!("Loading model..."); + brain.load_model()?; + + println!("Searching for: {}", query); + + let results = if let Some(col) = collection { + brain.search(&query, &col)? + } else { + brain.search_all(&query)? + }; + + if results.is_empty() { + println!("No results found."); + return Ok(()); + } + + match format.as_str() { + "json" => { + println!("{}", serde_json::to_string_pretty(&results).unwrap()); + } + _ => { + for (i, result) in results.iter().enumerate() { + println!("\n--- Result {} (score: {:.3}) ---", i + 1, result.score); + println!("Source: {}:{}-{}", result.source, result.line_start, result.line_end); + println!("{}", result.text); + } + } + } + } + + Commands::Context { query, collection, max_tokens } => { + let mut brain = Brain::new(config)?; + + println!("Loading model..."); + brain.load_model()?; + + let context = brain.get_context(&query, &collection, max_tokens)?; + + if context.is_empty() { + println!("No relevant context found."); + } else { + println!("{}", context); + } + } + + Commands::List => { + let brain = Brain::new(config)?; + let collections = brain.list_collections()?; + + if collections.is_empty() { + println!("No collections found."); + } else { + println!("Collections:"); + for col in collections { + let stats = brain.collection_stats(&col)?; + println!(" - {} ({} documents)", col, stats.document_count); + } + } + } + + Commands::Stats { collection } => { + let brain = Brain::new(config)?; + let stats = brain.collection_stats(&collection)?; + + println!("Collection: {}", stats.name); + println!("Documents: {}", stats.document_count); + println!("Embedding dimension: {}", stats.embedding_dim); + } + + Commands::Clear { collection } => { + let mut brain = Brain::new(config)?; + + print!("Clear collection '{}'? (y/N): ", collection); + use std::io::Write; + std::io::stdout().flush().unwrap(); + + let mut input = String::new(); + std::io::stdin().read_line(&mut input).unwrap(); + + if input.trim().to_lowercase() == "y" { + brain.clear_collection(&collection)?; + println!("Collection '{}' cleared.", collection); + } else { + println!("Cancelled."); + } + } + + Commands::Cache { action } => { + let brain = Brain::new(config)?; + + match action { + CacheCommands::Get { key } => { + // Try as hash first, then hash the input + let hash = if key.len() == 64 && key.chars().all(|c| c.is_ascii_hexdigit()) { + key + } else { + Brain::hash_prompt(&key) + }; + + match brain.get_cached(&hash) { + Some(response) => println!("{}", response), + None => println!("Not found in cache."), + } + } + + CacheCommands::Put { prompt, response, ttl } => { + let hash = Brain::hash_prompt(&prompt); + brain.cache_response_with_ttl(&hash, &response, ttl)?; + println!("Cached with hash: {} (TTL: {}s)", hash, ttl); + } + + CacheCommands::Stats => { + // Access cache directly + let cache = stoneshell_brain::cache::ResponseCache::new( + format!("{}/cache", storage_path) + )?; + let stats = cache.stats()?; + + println!("Cache Statistics:"); + println!(" Total entries: {}", stats.total_entries); + println!(" Expired entries: {}", stats.expired_entries); + println!(" Total hits: {}", stats.total_hits); + println!(" Total size: {} bytes", stats.total_size_bytes); + } + + CacheCommands::Cleanup => { + let cache = stoneshell_brain::cache::ResponseCache::new( + format!("{}/cache", storage_path) + )?; + let removed = cache.cleanup()?; + println!("Removed {} expired entries.", removed); + } + + CacheCommands::Clear => { + print!("Clear all cache? (y/N): "); + use std::io::Write; + std::io::stdout().flush().unwrap(); + + let mut input = String::new(); + std::io::stdin().read_line(&mut input).unwrap(); + + if input.trim().to_lowercase() == "y" { + let cache = stoneshell_brain::cache::ResponseCache::new( + format!("{}/cache", storage_path) + )?; + cache.clear()?; + println!("Cache cleared."); + } else { + println!("Cancelled."); + } + } + } + } + + Commands::Embed { text } => { + let mut brain = Brain::new(config)?; + + println!("Loading model..."); + brain.load_model()?; + + let embedding = brain.embed(&text)?; + + println!("Embedding ({} dimensions):", embedding.len()); + println!("{:?}", &embedding[..10.min(embedding.len())]); + println!("..."); + } + + Commands::Download { model_name, output } => { + let output_dir = output.unwrap_or_else(|| format!("{}/models", brain_dir)); + let model_dir = model_name.split('/').last().unwrap_or(&model_name); + + println!("Download model: {}", model_name); + println!("To: {}/{}", output_dir, model_dir); + println!(); + println!("Use curl to download (no Python needed):"); + println!(); + println!("mkdir -p {}/{}", output_dir, model_dir); + println!("cd {}/{}", output_dir, model_dir); + println!(); + println!("# Required files:"); + println!("curl -LO https://huggingface.co/{}/resolve/main/config.json", model_name); + println!("curl -LO https://huggingface.co/{}/resolve/main/vocab.txt", model_name); + println!("curl -LO https://huggingface.co/{}/resolve/main/model.safetensors", model_name); + println!(); + println!("# If model.safetensors not available, try:"); + println!("curl -LO https://huggingface.co/{}/resolve/main/pytorch_model.bin", model_name); + } + } + + Ok(()) +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/search.rs b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/search.rs new file mode 100644 index 0000000000000000000000000000000000000000..12ae8cdfd389a13f39b1e89a373fa5ff19ecc175 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/search.rs @@ -0,0 +1,266 @@ +//! Stone Shell Brain - Search Engine +//! Copyright 2026 Joseph Stone - All Rights Reserved +//! +//! Vector similarity search with ranking + +use rayon::prelude::*; + +use crate::{Result, SearchResult, VectorStore}; +use crate::embeddings::cosine_similarity; + +/// Search engine for vector similarity +pub struct SearchEngine { + /// Number of results to return + top_k: usize, + /// Minimum similarity threshold + threshold: f32, +} + +impl SearchEngine { + /// Create new search engine + pub fn new(top_k: usize, threshold: f32) -> Self { + Self { top_k, threshold } + } + + /// Search single collection + pub fn search( + &self, + store: &VectorStore, + collection: &str, + query_embedding: &[f32], + ) -> Result> { + // Get all vectors in collection + let vectors = store.get_vectors(collection)?; + + if vectors.is_empty() { + return Ok(Vec::new()); + } + + // Calculate similarities in parallel + let mut scores: Vec<(String, f32)> = vectors + .par_iter() + .map(|(id, embedding)| { + let score = cosine_similarity(query_embedding, embedding); + (id.clone(), score) + }) + .collect(); + + // Sort by score descending + scores.sort_by(|a, b| b.1.partial_cmp(&a.1).unwrap_or(std::cmp::Ordering::Equal)); + + // Filter by threshold and take top_k + let results: Vec = scores + .into_iter() + .filter(|(_, score)| *score >= self.threshold) + .take(self.top_k) + .filter_map(|(id, score)| { + store.get_metadata(collection, &id).ok().flatten().map(|meta| { + SearchResult { + id, + text: crate::load_chunk_text(&meta), + source: meta.source, + score, + line_start: meta.line_start, + line_end: meta.line_end, + } + }) + }) + .collect(); + + Ok(results) + } + + /// Search across all collections + pub fn search_all( + &self, + store: &VectorStore, + query_embedding: &[f32], + ) -> Result> { + // Get all vectors + let all_vectors = store.get_all_vectors()?; + + if all_vectors.is_empty() { + return Ok(Vec::new()); + } + + // Calculate similarities in parallel + let mut scores: Vec<(String, String, f32)> = all_vectors + .par_iter() + .map(|(collection, id, embedding)| { + let score = cosine_similarity(query_embedding, embedding); + (collection.clone(), id.clone(), score) + }) + .collect(); + + // Sort by score descending + scores.sort_by(|a, b| b.2.partial_cmp(&a.2).unwrap_or(std::cmp::Ordering::Equal)); + + // Filter by threshold and take top_k + let results: Vec = scores + .into_iter() + .filter(|(_, _, score)| *score >= self.threshold) + .take(self.top_k) + .filter_map(|(collection, id, score)| { + store.get_metadata(&collection, &id).ok().flatten().map(|meta| { + SearchResult { + id, + text: crate::load_chunk_text(&meta), + source: meta.source, + score, + line_start: meta.line_start, + line_end: meta.line_end, + } + }) + }) + .collect(); + + Ok(results) + } + + /// Rerank results with additional criteria + pub fn rerank(&self, results: Vec, query: &str) -> Vec { + let query_lower = query.to_lowercase(); + let query_words: Vec<&str> = query_lower.split_whitespace().collect(); + + let mut reranked: Vec<(SearchResult, f32)> = results + .into_iter() + .map(|r| { + let text_lower = r.text.to_lowercase(); + + // Boost for exact matches + let exact_match_boost = if text_lower.contains(&query_lower) { + 0.2 + } else { + 0.0 + }; + + // Boost for word matches + let word_match_count = query_words + .iter() + .filter(|w| text_lower.contains(*w)) + .count(); + let word_match_boost = (word_match_count as f32 / query_words.len() as f32) * 0.1; + + // Combined score + let new_score = r.score + exact_match_boost + word_match_boost; + + (r, new_score) + }) + .collect(); + + // Sort by new score + reranked.sort_by(|a, b| b.1.partial_cmp(&a.1).unwrap_or(std::cmp::Ordering::Equal)); + + // Update scores and return + reranked + .into_iter() + .map(|(mut r, score)| { + r.score = score.min(1.0); // Cap at 1.0 + r + }) + .collect() + } + + /// Hybrid search: vector + keyword + pub fn hybrid_search( + &self, + store: &VectorStore, + collection: &str, + query: &str, + query_embedding: &[f32], + ) -> Result> { + // Vector search + let mut vector_results = self.search(store, collection, query_embedding)?; + + // Keyword boost + let query_lower = query.to_lowercase(); + + for result in &mut vector_results { + let text_lower = result.text.to_lowercase(); + + // Boost for keyword presence + if text_lower.contains(&query_lower) { + result.score = (result.score + 0.15).min(1.0); + } + } + + // Re-sort + vector_results.sort_by(|a, b| { + b.score.partial_cmp(&a.score).unwrap_or(std::cmp::Ordering::Equal) + }); + + Ok(vector_results) + } + + /// MMR (Maximum Marginal Relevance) for diversity + pub fn mmr_rerank( + &self, + results: Vec, + query_embedding: &[f32], + lambda: f32, + embeddings: &[(String, Vec)], + ) -> Vec { + if results.is_empty() { + return results; + } + + let mut selected: Vec = Vec::new(); + let mut remaining: Vec = results; + + // Select first (most relevant) + if let Some(first) = remaining.pop() { + selected.push(first); + } + + // Iteratively select rest + while !remaining.is_empty() && selected.len() < self.top_k { + let mut best_idx = 0; + let mut best_mmr = f32::MIN; + + for (i, candidate) in remaining.iter().enumerate() { + // Get candidate embedding + let candidate_emb = embeddings + .iter() + .find(|(id, _)| id == &candidate.id) + .map(|(_, e)| e); + + if candidate_emb.is_none() { + continue; + } + let candidate_emb = candidate_emb.unwrap(); + + // Relevance to query — computed directly from query embedding + let relevance = cosine_similarity(query_embedding, candidate_emb); + + // Max similarity to already selected + let max_sim = selected + .iter() + .filter_map(|s| { + embeddings + .iter() + .find(|(id, _)| id == &s.id) + .map(|(_, e)| cosine_similarity(candidate_emb, e)) + }) + .fold(0.0f32, |a, b| a.max(b)); + + // MMR score + let mmr = lambda * relevance - (1.0 - lambda) * max_sim; + + if mmr > best_mmr { + best_mmr = mmr; + best_idx = i; + } + } + + selected.push(remaining.remove(best_idx)); + } + + selected + } +} + +impl Default for SearchEngine { + fn default() -> Self { + Self::new(5, 0.5) + } +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/storage.rs b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/storage.rs new file mode 100644 index 0000000000000000000000000000000000000000..ca2206dbfb74d9f1f2842395fe359cc8cae0863d --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/storage.rs @@ -0,0 +1,350 @@ +//! Stone Shell Brain - Vector Storage +//! Copyright 2026 Joseph Stone - All Rights Reserved +//! +//! LMDB-based vector storage for embeddings +//! Fast retrieval, persistent, memory-mapped + +use heed::{Database, Env, EnvOpenOptions}; +use heed::types::{Bytes, Str, SerdeBincode}; +use std::collections::HashMap; +use std::path::Path; +use std::sync::RwLock; + +use crate::{BrainError, Result, ChunkMeta, CollectionStats}; +// LMDB bytes are not guaranteed 4-byte aligned — cast_slice panics. +// Read 4 bytes at a time via from_ne_bytes (no alignment requirement). +#[inline] +fn bytes_to_f32_vec(bytes: &[u8]) -> Vec { + bytes.chunks_exact(4).map(|b| +f32::from_ne_bytes(b.try_into().unwrap())).collect() +} + + +/// Vector storage using LMDB +pub struct VectorStore { + /// LMDB environment + env: Env, + /// Vectors database: collection:id -> embedding bytes + vectors: Database, + /// Metadata database: collection:id -> ChunkMeta + metadata: Database>, + /// Collections list database: "collections" -> list + collections: Database>>, + /// Embedding dimension + dim: usize, + /// In-memory vector cache for fast search + cache: RwLock)>>>, +} + +impl VectorStore { + /// Open or create vector store + pub fn open>(path: P, dim: usize) -> Result { + std::fs::create_dir_all(path.as_ref()) + .map_err(|e| BrainError::Storage(format!("Failed to create directory: {}", e)))?; + + let env = unsafe { + EnvOpenOptions::new() + .map_size(1024 * 1024 * 1024) // 1GB + .max_dbs(10) + .open(path.as_ref()) + .map_err(|e| BrainError::Storage(format!("Failed to open LMDB: {}", e)))? + }; + + let mut wtxn = env.write_txn() + .map_err(|e| BrainError::Storage(format!("Failed to start transaction: {}", e)))?; + + let vectors = env.create_database(&mut wtxn, Some("vectors")) + .map_err(|e| BrainError::Storage(format!("Failed to create vectors db: {}", e)))?; + + let metadata = env.create_database(&mut wtxn, Some("metadata")) + .map_err(|e| BrainError::Storage(format!("Failed to create metadata db: {}", e)))?; + + let collections = env.create_database(&mut wtxn, Some("collections")) + .map_err(|e| BrainError::Storage(format!("Failed to create collections db: {}", e)))?; + + wtxn.commit() + .map_err(|e| BrainError::Storage(format!("Failed to commit: {}", e)))?; + + Ok(Self { + env, + vectors, + metadata, + collections, + dim, + cache: RwLock::new(HashMap::new()), + }) + } + + /// Insert vector with metadata + pub fn insert( + &self, + collection: &str, + id: &str, + embedding: &[f32], + meta: &ChunkMeta, + ) -> Result<()> { + if embedding.len() != self.dim { + return Err(BrainError::Storage(format!( + "Embedding dimension mismatch: expected {}, got {}", + self.dim, + embedding.len() + ))); + } + + let mut wtxn = self.env.write_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let key = format!("{}:{}", collection, id); + + // Store vector as bytes + let embedding_bytes = bytemuck::cast_slice::(embedding); + self.vectors.put(&mut wtxn, &key, embedding_bytes) + .map_err(|e| BrainError::Storage(format!("Failed to store vector: {}", e)))?; + + // Store metadata + self.metadata.put(&mut wtxn, &key, meta) + .map_err(|e| BrainError::Storage(format!("Failed to store metadata: {}", e)))?; + + // Update collections list + let mut cols: Vec = self.collections + .get(&wtxn, "list") + .map_err(|e| BrainError::Storage(format!("Failed to get collections: {}", e)))? + .unwrap_or_default(); + + if !cols.contains(&collection.to_string()) { + cols.push(collection.to_string()); + self.collections.put(&mut wtxn, "list", &cols) + .map_err(|e| BrainError::Storage(format!("Failed to update collections: {}", e)))?; + } + + wtxn.commit() + .map_err(|e| BrainError::Storage(format!("Commit failed: {}", e)))?; + + // Update cache + let mut cache = self.cache.write().unwrap(); + let collection_cache = cache.entry(collection.to_string()).or_insert_with(Vec::new); + collection_cache.push((id.to_string(), embedding.to_vec())); + + Ok(()) + } + + /// Get vector by ID + pub fn get(&self, collection: &str, id: &str) -> Result, ChunkMeta)>> { + let rtxn = self.env.read_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let key = format!("{}:{}", collection, id); + + let embedding_bytes = self.vectors.get(&rtxn, &key) + .map_err(|e| BrainError::Storage(format!("Failed to get vector: {}", e)))?; + + let meta = self.metadata.get(&rtxn, &key) + .map_err(|e| BrainError::Storage(format!("Failed to get metadata: {}", e)))?; + + match (embedding_bytes, meta) { + (Some(bytes), Some(m)) => { + let embedding: Vec = bytes_to_f32_vec(bytes); + Ok(Some((embedding, m))) + } + _ => Ok(None), + } + } + + /// Get all vectors in collection + pub fn get_all(&self, collection: &str) -> Result, ChunkMeta)>> { + let rtxn = self.env.read_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let prefix = format!("{}:", collection); + let mut results = Vec::new(); + + let iter = self.vectors.iter(&rtxn) + .map_err(|e| BrainError::Storage(format!("Iterator failed: {}", e)))?; + + for item in iter { + let (key, bytes) = item + .map_err(|e| BrainError::Storage(format!("Iteration failed: {}", e)))?; + + if key.starts_with(&prefix) { + let id = key.strip_prefix(&prefix).unwrap().to_string(); + let embedding: Vec = bytes_to_f32_vec(bytes); + + if let Some(meta) = self.metadata.get(&rtxn, key) + .map_err(|e| BrainError::Storage(format!("Metadata get failed: {}", e)))? { + results.push((id, embedding, meta)); + } + } + } + + Ok(results) + } + + /// Get vectors only (for search) + pub fn get_vectors(&self, collection: &str) -> Result)>> { + // Check cache first + { + let cache = self.cache.read().unwrap(); + if let Some(vectors) = cache.get(collection) { + if !vectors.is_empty() { + return Ok(vectors.clone()); + } + } + } + + // Load from LMDB + let rtxn = self.env.read_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let prefix = format!("{}:", collection); + let mut results = Vec::new(); + + let iter = self.vectors.iter(&rtxn) + .map_err(|e| BrainError::Storage(format!("Iterator failed: {}", e)))?; + + for item in iter { + let (key, bytes) = item + .map_err(|e| BrainError::Storage(format!("Iteration failed: {}", e)))?; + + if key.starts_with(&prefix) { + let id = key.strip_prefix(&prefix).unwrap().to_string(); + let embedding: Vec = bytes_to_f32_vec(bytes); + results.push((id, embedding)); + } + } + + // Update cache + { + let mut cache = self.cache.write().unwrap(); + cache.insert(collection.to_string(), results.clone()); + } + + Ok(results) + } + + /// Get all vectors across all collections + pub fn get_all_vectors(&self) -> Result)>> { + let rtxn = self.env.read_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let mut results = Vec::new(); + + let iter = self.vectors.iter(&rtxn) + .map_err(|e| BrainError::Storage(format!("Iterator failed: {}", e)))?; + + for item in iter { + let (key, bytes) = item + .map_err(|e| BrainError::Storage(format!("Iteration failed: {}", e)))?; + + if let Some((collection, id)) = key.split_once(':') { + let embedding: Vec = bytes_to_f32_vec(bytes); + results.push((collection.to_string(), id.to_string(), embedding)); + } + } + + Ok(results) + } + + /// Get metadata by ID + pub fn get_metadata(&self, collection: &str, id: &str) -> Result> { + let rtxn = self.env.read_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let key = format!("{}:{}", collection, id); + + self.metadata.get(&rtxn, &key) + .map_err(|e| BrainError::Storage(format!("Failed to get metadata: {}", e))) + } + + /// Delete vector + pub fn delete(&self, collection: &str, id: &str) -> Result { + let mut wtxn = self.env.write_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let key = format!("{}:{}", collection, id); + + let existed = self.vectors.delete(&mut wtxn, &key) + .map_err(|e| BrainError::Storage(format!("Failed to delete vector: {}", e)))?; + + self.metadata.delete(&mut wtxn, &key) + .map_err(|e| BrainError::Storage(format!("Failed to delete metadata: {}", e)))?; + + wtxn.commit() + .map_err(|e| BrainError::Storage(format!("Commit failed: {}", e)))?; + + // Update cache + { + let mut cache = self.cache.write().unwrap(); + if let Some(vectors) = cache.get_mut(collection) { + vectors.retain(|(vid, _)| vid != id); + } + } + + Ok(existed) + } + + /// Clear collection + pub fn clear(&self, collection: &str) -> Result<()> { + let all = self.get_all(collection)?; + + for (id, _, _) in all { + self.delete(collection, &id)?; + } + + // Clear cache + { + let mut cache = self.cache.write().unwrap(); + cache.remove(collection); + } + + Ok(()) + } + + /// List collections + pub fn list_collections(&self) -> Result> { + let rtxn = self.env.read_txn() + .map_err(|e| BrainError::Storage(format!("Transaction failed: {}", e)))?; + + let cols = self.collections.get(&rtxn, "list") + .map_err(|e| BrainError::Storage(format!("Failed to get collections: {}", e)))? + .unwrap_or_default(); + + Ok(cols) + } + + /// Get collection stats + pub fn stats(&self, collection: &str) -> Result { + let vectors = self.get_vectors(collection)?; + + Ok(CollectionStats { + name: collection.to_string(), + document_count: vectors.len(), + embedding_dim: self.dim, + }) + } + + /// Sync to disk + pub fn sync(&self) -> Result<()> { + self.env.force_sync() + .map_err(|e| BrainError::Storage(format!("Sync failed: {}", e)))?; + Ok(()) + } + + /// Preload collection into cache + pub fn preload(&self, collection: &str) -> Result { + let vectors = self.get_vectors(collection)?; + let count = vectors.len(); + + { + let mut cache = self.cache.write().unwrap(); + cache.insert(collection.to_string(), vectors); + } + + Ok(count) + } + + /// Clear cache + pub fn clear_cache(&self) { + let mut cache = self.cache.write().unwrap(); + cache.clear(); + } +} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/storage/cache/data.mdb b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/storage/cache/data.mdb new file mode 100644 index 0000000000000000000000000000000000000000..81bd91df25003325f698e96e85ebcb37380b4837 Binary files /dev/null and b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/storage/cache/data.mdb differ diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/storage/cache/lock.mdb b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/storage/cache/lock.mdb new file mode 100644 index 0000000000000000000000000000000000000000..09f7b8a68d34b9599c3d33bf99e29725132cf208 Binary files /dev/null and b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/storage/cache/lock.mdb differ diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/storage/lock.mdb b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/storage/lock.mdb new file mode 100644 index 0000000000000000000000000000000000000000..a87cacbe35c0a1f713860171fc7c5643d2f22edc Binary files /dev/null and b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/storage/lock.mdb differ diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/training_data/raw/archived_memories.jsonl b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/training_data/raw/archived_memories.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7fb375d6ceecaf7ea408d3d9fef031c72700acee --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/training_data/raw/archived_memories.jsonl @@ -0,0 +1,11 @@ +{"archived":"ttl_expired","content":"Brain search 'work blocks confidence FLINT training data pipeline RAG reweight vocabulary' — 5 result(s):\n\nScore: 0.470 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/cd8510315cf35761.txt\n- ConfidenceConfig: auto_allow_threshold=0.8, auto_block_threshold=0.2\n - ConfidenceDecision: AutoAllow, AutoBlock, AskUser(f32)\n- LearningController pipeline:\n 1. Receive TrainingSignals via record_signal()\n 2. Convert to TrainingExamples via signal_to_tokens()\n 3. Batch trigger at 50 sign","id":"mem_1775954425_172","relevance":1.0,"tags":["tool:spf_brain_search","source:flint_dispatch","relevance:0.65","promoted:1h→12h","promoted:12h→48h"],"type":"Pinned"} +{"archived":"ttl_expired","content":"Fetched https://stackoverflow.com/questions/42264649/keras-binary-crossentropy-has-negative-values (253716 bytes, text/html; charset=utf-8)\nPrompt: What causes negative values in binary crossentropy? How to fix NaN loss in BCE?\n\n\n\n\n\n[Skip to main content][1]\n[ ][2]\n\n1. [ About ][3]\n2. Products\n3. [ For Teams ][4]\n4. Try new site Try BETA\n\n\n1. [ Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. ][5]\n2. [ Stack Data Licensing Get access to top-class technic","id":"mem_1775954426_173","relevance":1.0,"tags":["tool:spf_web_fetch","source:flint_dispatch","relevance:0.60","promoted:1h→12h","promoted:12h→48h"],"type":"Pinned"} +{"archived":"ttl_expired","content":"Brain search 'AGENT_STATE LMDB dump memory entries tlog keys format JSON' — 5 result(s):\n\nScore: 0.586 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/ace5ecd25e3fc802.txt\nSPF agent_state.rs — Agent State LMDB (683 lines)\nLMDB-backed persistent agent home. Stored at LIVE/LMDB5/LMDB5.DB. 100MB max.\n\nENUMS:\n- MemoryType: Preference, Fact, Instruction, Context, Working (24h TTL), Pinned (never expire)\n\nSTRUCTS:\n- MemoryEntry: id (mem__), content, memory_type, tags Vec Result<(f32, Tensor),","id":"mem_1775954427_177","relevance":1.0,"tags":["tool:Grep","source:flint_dispatch","relevance:0.55","promoted:1h→12h","promoted:12h→48h"],"type":"Pinned"} +{"archived":"ttl_expired","content":" /// Timestamp of the decision (RFC3339)\n pub timestamp: String,\n /// Whether this was a user override (detected from response content)\n pub user_override: bool,\n /// Whether this was flagged as a false positive\n pub false_positive: bool,\n /// Number of times this tool was called in the last 60s (sequence context)\n pub recent_call_count: u32,\n /// Previous 3 tool names for sequence context\n pub preceding_tools: Vec,\n /// [Block EE] Evil score from moral f","id":"mem_1775954427_178","relevance":1.0,"tags":["tool:Grep","source:flint_dispatch","relevance:0.54","promoted:1h→12h","promoted:12h→48h"],"type":"Pinned"} +{"archived":"ttl_expired","content":"\nconst NUM_SPECIAL: u32 = 10;\n\n// ============================================================================\n// BPE TOKENIZER\n// ============================================================================\n\n/// Byte-Pair Encoding tokenizer with SPF-specific special tokens\n#[derive(Clone)]\npub struct Tokenizer {\n /// Token string → ID\n token_to_id: HashMap,\n /// ID → token string\n id_to_token: HashMap,\n /// Merge rules: (pair) → merged token, ordered by ","id":"mem_1775954428_179","relevance":1.0,"tags":["tool:Grep","source:flint_dispatch","relevance:0.56","promoted:1h→12h","promoted:12h→48h"],"type":"Pinned"} +{"archived":"ttl_expired","content":"Fetched https://ai.google.dev/gemma/docs/core/prompt-structure (139563 bytes, text/html; charset=utf-8)\nPrompt: What is the exact prompt structure for Gemma? What tokens are used? What format is needed for instruction tuning / fine-tuning?\n\n[ Skip to main content ][1]\n\n[ [Google AI for Developers] ][2]\n[ Models ][3]\n\n* Gemini\n* [\n About\n ][4]\n* [\n Docs\n ][5]\n* [\n API reference\n ][6]\n* [\n Pricing\n ][7]\n\n* Imagen\n* [\n About\n ][8]\n* [\n Docs\n ][9]\n* [\n Pricing\n ][10]\n\n* Veo\n* [\n About","id":"mem_1775954428_180","relevance":1.0,"tags":["tool:spf_web_fetch","source:flint_dispatch","relevance:0.58","promoted:1h→12h","promoted:12h→48h"],"type":"Pinned"} +{"archived":"ttl_expired","content":"//\n// Foundation layer for ALL tool routing.\n// Every transport (stdio, HTTP, mesh, voice) converges here.\n// Zero dependencies on pipelines, mesh, or any higher layer.\n//\n// REFACTOR: gate::process() called at entry before handle_tool_call.\n// Gate is the door. handle_tool_call is pure execution — no gate inside.\n// source from request flows through gate so decisions are source-aware.\n//\n// Design: Listener pattern. Layers register as listeners.\n// dispatch::call() notifies them. Dispatch n","id":"mem_1775954428_181","relevance":1.0,"tags":["tool:Grep","source:flint_dispatch","relevance:0.55","promoted:1h→12h","promoted:12h→48h"],"type":"Pinned"} +{"archived":"ttl_expired","content":"/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- // ====== spf_brain_index ======\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- \"spf_brain_index\" => {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- let path = args[\"path\"].as_str().unwrap_or(\"\");\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- session.record_action(\"brain_index\", \"called\", Some(path));\n/data/data","id":"mem_1775954428_182","relevance":1.0,"tags":["tool:Grep","source:flint_dispatch","relevance:0.70","promoted:1h→12h","promoted:12h→48h"],"type":"Pinned"} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/training_data/raw/brain_index_pruned.jsonl b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/training_data/raw/brain_index_pruned.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1e17098cf940120a649614581b1bc084dbcd171f --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/training_data/raw/brain_index_pruned.jsonl @@ -0,0 +1,3908 @@ +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[spf_agent_memory_search,spf_brain_search,Grep] | ts=2026-03-08T22:12:00.987802258+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[Read,Read,Bash] | ts=2026-03-09T02:53:03.178930497+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:39:54.630155981+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[Edit,Read,Grep] | ts=2026-03-21T23:49:39.069336238+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.claude.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/build.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/voice.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.77, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/HARDCODE-RULES.md (357 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-01-28\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaitin","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/spf-voice/src/tts.rs (180 lines)\n 1\t// spf-voice/src/tts.rs\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// In-process espeak-ng TTS via FFI.\n 5\t// No subprocess spawn. PCM collected via synth callback.\n 6\t// Persistent engine: initialize once, synthesize many times.\n 7\t\n 8\tuse std::ffi::CString;\n 9\tuse std::os::raw::{c_char, c_int, c_uint, c_void};\n 10\tuse std::sync::Mutex;\n ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/STATUS.txt (92 lines)\n 1\t# STATUS — SPF Smart Gateway\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Updated: 2026-03-07 Session 6\n 4\t# Owner: FLINT (agents READ ONLY)\n 5\t\n 6\t═══════════════════════════════════════════════════════\n 7\t CURRENT PHASE — FLINT Memory System (MB-FC next)\n 8\t═══════════════════════════════════════════════════════\n 9\t\n 10\t## BINARY\n 11\t- Lo","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_recall, source:flint_dispatch, relevance:0.76, promoted:24hr→7day, promoted:7day→pinned | Recall 'STATUS.txt current phase session 6 voice STT investigation' (20 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/b86de9ee29c046ee.txt ══\nSESSION CHECKPOINT — 2026-03-07 — VOICE STT INVESTIGATION\n\nCURRENT TASK: User asked me to investigate why voice-to-text (STT) isn't working. User says we recently wired everything up to use native Android audio, streaming voice, streaming voice-to-text. User says brain data and docs are OUTDATED — must use live build files (src","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-08T08:08:42.077663207+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_voice_mode, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_voice_mode source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-08T08:11:30.213437154+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.78, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/spf-voice/src/audio.rs (374 lines)\n 1\t// spf-voice/src/audio.rs\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// Audio I/O via cpal — mic capture + speaker playback.\n 5\t// Persistent pipeline mode: open once, stream continuously, close when done.\n 6\t// One-shot mode: play_pcm / capture_pcm (legacy, still functional).\n 7\t// Requires pulseaudio running on Android/Termux.\n 8\t\n 9\tuse c","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/spf-voice/Cargo.toml (20 lines)\n 1\t# spf-voice — SPF Smart Gateway Voice Crate\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t#\n 4\t# Self-contained voice runtime: espeak-ng FFI + cpal + libopus.a\n 5\t# No subprocess. No optional features. Always compiled in.\n 6\t\n 7\t[package]\n 8\tname = \"spf-voice\"\n 9\tversion = \"1.0.0\"\n 10\tedition = \"2021\"\n 11\tauthors = [\"Joseph Stone , decode(opus bytes)→Vec. bytes_to_i1","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_brain_recall,spf_web_fetch] | ts=2026-03-08T17:54:04.598708006+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | Search 'github emilk egui wgpu custom_3d_glow example callback paint prepare rust source code' via duckduckgo (10 results):\n\n1. \n https://github.com/emilk/egui/blob/main/crates/egui_demo_app/src/apps/custom3d_wgpu.rs\n \n\n2. \n https://deepwiki.com/emilk/egui/5.4-custom-rendering-with-callbacks\n \n\n3. \n https://docs.rs/crate/egui/latest\n \n\n4. \n https://crates.io/crates/egui\n \n\n5. \n https://github.com/emilk/egui\n \n\n6. \n https://github.com/emilk/egui/tree/main/examples/custom_3d_","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T18:13:10.007200590+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_fetch,spf_brain_recall] | ts=2026-03-08T17:23:55.088999217+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_transformer_metrics] | ts=2026-03-08T18:11:31.454439690+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:// LIVE/TMP/stoneshell-brain/knowledge/\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: let drop_dir = spf_root().join(\"LIVE/TMP/stoneshell-brain/knowledge\");\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs://! brain_local.rs — In-process Brain singleton (stoneshell-brain)\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs: let base = spf_root().join(\"LIVE/TMP/stoneshell-br","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Grep,spf_transformer_metrics,spf_transformer_train] | ts=2026-03-08T18:09:49.997764416+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_list,spf_brain_status,spf_status] | ts=2026-03-08T17:55:05.483844858+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status,spf_brain_recall] | ts=2026-03-08T17:54:31.909366693+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | Search 'egui wgpu custom 3D rendering example CallbackTrait prepare paint terminal renderer rust' via duckduckgo (10 results):\n\n1. \n https://docs.rs/egui-wgpu/latest/egui_wgpu/trait.CallbackTrait.html\n \n\n2. \n https://deepwiki.com/emilk/egui/5.4-custom-rendering-with-callbacks\n \n\n3. \n https://gist.github.com/XX/52c84f1e8cf5e9e02162074fadda6536\n \n\n4. \n https://doc.servo.org/egui/struct.PaintCallback.html\n \n\n5. \n https://stackoverflow.com/questions/78381263/wgpu-egui-interconnecti","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_recall,spf_web_fetch,spf_web_search] | ts=2026-03-08T17:54:01.788493319+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T18:12:43.619227110+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_web_fetch] | ts=2026-03-08T17:39:28.836124798+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_fetch] | ts=2026-03-08T17:39:11.247623711+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-03-08T18:13:49.412985002+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-08T18:13:38.526688912+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T18:13:20.509399179+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_list, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_list source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_status,spf_status,spf_transformer_metrics] | ts=2026-03-08T17:54:43.542578095+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_recall, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_recall source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_fetch] | ts=2026-03-08T17:49:50.691567269+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_train,spf_transformer_train] | ts=2026-03-08T18:09:15.625049794+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_fetch] | ts=2026-03-08T17:39:41.045960679+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-08T17:54:40.718435232+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_train, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_train source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_train,spf_rag_status,Bash] | ts=2026-03-08T18:01:05.447651335+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_rag_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_rag_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_brain_search,spf_brain_list] | ts=2026-03-08T17:56:28.739034565+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_recall] | ts=2026-03-08T17:23:44.187079690+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_train,spf_transformer_train,spf_rag_status] | ts=2026-03-08T18:01:26.613070181+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | // SB-6: Prepend brain context before generation\n // Pulls from episodic memory (past Q+A) and knowledge (moral framework, etc.)\n let episodic = crate::brain_local::brain_context(message, \"flint_episodic\", 1000);\n let knowledge = crate::brain_local::brain_context(message, \"flint_knowledge\", 500);\n let has_context = !episodic.trim().is_empty() || !knowledge.trim().is_empty();\n\n--\n // SB-6: Index Q+A pair into flint_episodic for future context recall\n let qa_entry = format!(\"","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | // Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n\n--\n\n// brain_path() and run_brain() removed — replaced by crate::brain_local (in-process)\n\n--\n tool_def(\n \"spf_brain_search\",\n \"Search brain through SPF gateway. All brain access is logged and tracked.\",\n--\n tool_def(\n \"spf_brain_store\",\n \"Store document in brain through SPF gateway.\",\n--\n tool","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs:// MiniLM (via brain_store) does the embedding — not the decision.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs:// PRE (startup): init_brain() + index_knowledge_docs() + index_spf_sources()\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs:// DURING (this thread): drain signals → FLINT scores ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_brain_store,Write,Glob] | ts=2026-03-08T18:27:49.636405619+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_brain_search,Grep,Glob] | ts=2026-03-08T18:17:16.662336121+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,spf_brain_store,Write] | ts=2026-03-08T18:31:38.423566209+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Bash,spf_brain_search] | ts=2026-03-08T18:19:47.927858459+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | Brain search 'RAG config brain path stoneshell-brain configuration' — 4 result(s):\n\nScore: 0.459 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/7ae776d210ca8832.txt\n- model_path: LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2 (384-dim MiniLM)\n- storage_path: LIVE/TMP/stoneshell-brain/storage (LMDB vector store)\n- docs_path: LIVE/BRAIN/DOCS (file-based docs for index_directory)\n- embedding_dim=384, chunk_size=512, chunk_overlap=64, top_k=20, threshold=0.3\n\nCOLLECTIONS:\n- \"defa","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Glob,Bash] | ts=2026-03-08T18:20:02.610814703+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,spf_brain_search,Grep] | ts=2026-03-08T18:17:45.300824235+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T18:35:18.156037010+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-03-08T18:17:05.064673938+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,spf_brain_store] | ts=2026-03-08T18:31:48.832808757+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | let (listeners, collector_arc) = build_listeners(&config, &transformer_config);\n\n // Wire collector into TransformerState so handle_train() can drain signals\n if let Some(ref collector) = collector_arc {\n let mut t_state = transformer.write().unwrap();\n t_state.collector = Some(collector.clone());\n }\n\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_me","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/calculate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/lib.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/session.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/storage.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs\n/data/data/com.termux","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | fn tool_def(name: &str, description: &str, properties: Value, required: Vec<&str>) -> Value {\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n to","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_brain_store] | ts=2026-03-08T20:44:40.451793685+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | use crate::http::ServerState;\nstatic CHAT_ENGINE: std::sync::Mutex> = std::sync::Mutex::new(None);\nconst PROTOCOL_VERSION: &str = \"2024-11-05\";\nfn format_timestamp(ts: u64) -> String {\nconst SERVER_NAME: &str = \"spf-smart-gate\";\nconst SERVER_VERSION: &str = \"3.0.0\";\nfn rag_collector_path() -> PathBuf {\nfn rag_collector_dir() -> PathBuf {\nfn run_rag(args: &[&str]) -> (bool, String) {\nfn log(msg: &str) {\nfn cmd_log(msg: &str) {\nfn param_summary(name: &str, args: &Va","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-08T20:09:21.319897670+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:44:31.236418219+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-08T19:53:49.515131567+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | pub fn tool_definitions() -> Vec {\nfn route_to_lmdb(\npub fn extract_gate_params(args: &Value) -> ToolParams {\npub fn handle_tool_call(\nfn build_listeners(\npub fn tool_count() -> usize {\npub fn run_worker(\npub fn run(config: SpfConfig, config_db: SpfConfigDb, session: Session, storage: SpfStorage, http_config: crate::config::HttpConfig) {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:20:16.205621847+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_store] | ts=2026-03-08T20:11:35.789341421+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Edit,Edit] | ts=2026-03-08T19:56:38.626325200+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-08T19:38:13.272819476+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-08T19:33:35.134969947+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:15:07.368200246+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_store,spf_brain_store] | ts=2026-03-08T20:13:59.621680012+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Glob,Bash,Edit] | ts=2026-03-08T19:58:18.465223860+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-08T19:40:55.006921133+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Write,Grep] | ts=2026-03-08T19:37:31.777143555+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Glob,Bash] | ts=2026-03-08T19:59:40.710296173+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:27:00.329363203+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:42:17.244870770+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:33:36.073799042+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_store,Write,Glob] | ts=2026-03-08T20:00:38.943271046+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | }\n }\n\n /// Drain all accumulated signals (called by learning controller)\n /// Returns: regular signals + ALL FP-locked signals (FP signals persist)\n pub fn drain_signals(&self) -> Vec {\n match self.buffer.lock() {\n Ok(mut buf) => buf.drain(),\n Err(poisoned) => poisoned.into_inner().drain(),\n }\n }\n--\n buf.push(signal);\n }\n }\n\n /// Get the number of pending signals without draining\n pub fn pending","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if relevance < MIN_RELEVANCE && !signal.false_positive && signal.evil_score < 0.1 {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: let evil = signal.evil_score as f64;\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: // Maximum priority: confirmed evil or false positive\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if signal.evil_score > 0.4 || signal.fals","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny/config.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny/vocab.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny/model.safetensors\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny/melfilters.bytes\n/data/data/com.termux/files/h","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_brain_store,Bash,Grep] | ts=2026-03-08T21:34:03.804545002+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs- recent_call_count: 0,\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs- preceding_tools: vec![],\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs: evil_score: 0.0, // Block EE\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs- };\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs- learning.record_signal(signal","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-03-08T21:50:34.854308166+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-08T21:50:30.717462751+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T21:49:17.955115487+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-08T21:30:43.356269141+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-08T21:51:02.603399613+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_brain_store] | ts=2026-03-08T21:49:40.592770634+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Bash,spf_brain_store,spf_brain_store] | ts=2026-03-08T21:49:22.058547308+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_brain_store,spf_brain_store,Bash] | ts=2026-03-08T21:35:19.292928723+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-03-08T21:52:17.023983022+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | t_state.collector = Some(collector.clone());\n }\n\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(collector.clone());\n log(\"FLINT Memory Router started (MB-FR/MB-FT)\");\n }\n\n // Build ServerState\n // Workers always defer pool management to NetAdmin\n--\n }\n }\n\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | crate::flint_memory::start_memory_router(collector.clone());\n crate::flint_memory::start_memory_router(collector.clone());","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | Brain search 'FLINT tiered memory 24hr 7day 30day promotion storage' — 10 result(s):\n\nScore: 0.460 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/4f35d7468cb0ca10.txt\n4. FLINT Intercept → brain_search → process_result → compress → context inject\n5. Memory Router → drain signals → score → route collection → brain_store → promote\n\n## LMDB DATABASES (5 total)\n1. SPF_CONFIG (10MB) — path rules, configuration\n2. SESSION (50MB) — session persistence, action logs\n3. TMP_DB (50MB) — pro","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | }\n\n /// Collect all weight tensors for serialization\n pub fn weights(&self) -> Vec<&Tensor> {\n let mut w: Vec<&Tensor> = vec![&self.token_embedding];\n w.extend(self.encoder.weights());\n w.extend(self.decoder.weights());\n--\n }\n\n /// Collect all weight tensors mutably for optimizer updates\n pub fn weights_mut(&mut self) -> Vec<&mut Tensor> {\n let mut w: Vec<&mut Tensor> = vec![&mut self.token_embedding];\n w.extend(self.encoder.weights_mut());\n ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | Brain search 'FLINT direct tool connection Claude FLINT gate validator whitelist execution pipeline yesterday build' — 10 result(s):\n\nScore: 0.522 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8b3d6a13a5136f44.txt\n - Tags result with [FLINT] prefix, _flint_worker, _tool_executed, _was_blocked\n\n**NETWORK POOL (Block NP):**\n- spf_pool_status: Worker status snapshot (name, status, task, elapsed)\n- spf_pool_assign: NetAdmin only — find_by_name/find_idle → borrow worker → return ta","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | /// Resolution order:\n/// 1. SPF_ROOT environment variable (clone-safe, explicit)\n/// 2. Walk up from binary location looking for Cargo.toml\n/// 3. HOME env + /SPFsmartGATE\n/// 4. Panic (unrecoverable — cannot operate without known root)\npub fn spf_root() -> &'static Path {\n SPF_ROOT_CACHE.get_or_init(|| {\n // PRIMARY: SPF_ROOT env var — explicit, clone-safe\n if let Ok(root) = std::env::var(\"SPF_ROOT\") {\n let p = PathBuf::from(&root);\n if p.exists()","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs-}\n/data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs-\n/data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs-/// Cosine similarity between two vectors\n/data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs:pub fn cosine_similarity(a: &[f32], b: &[f32]) -> f32 {\n/data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs- if a.len() != b.len() {\n/data/data/com.termux/files/hom","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | /// For each tensor:\n/// [ndim] 4 bytes u32 BE\n/// [shape_dims] ndim × 4 bytes u32 BE each\n/// [data] numel × 4 bytes f32 LE (native float layout)\n/// ```\npub fn serialize_weights(\n weights: &[&Tensor],\n model_id: &str,\n step: u64,\n) -> Result, io::Error> {\n let mut buf: Vec = Vec::new();\n--\n Ok(buf)\n}\n\n/// Deserialize weights from binary checkpoint format.\n/// Returns (tensors, metadata).\npub fn deserialize_weights(data: &[u8]) -> R","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | \n Ok(id)\n }\n\n /// Create and store a new memory\n pub fn create_memory(\n &self,\n content: &str,\n memory_type: MemoryType,\n tags: Vec,\n source: &str,\n--\n }\n Ok(entries)\n }\n\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n let iter = self.memory.iter(&rtxn)?;\n\n let mut entries = Vec::new();\n for re","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | Brain search '30 day memory long term storage indexed 80% usage promotion cycle save' — 10 result(s):\n\nScore: 0.413 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/d42774fd1da06d0c.txt\n - route_signals(): Drain gate signals → score → route to collection → write data file → brain_store → agent_state Working memory\n - check_drop_folder(): Watch knowledge/ for .md/.txt/.rs/.json → index to \"flint_knowledge\", .indexed marker tracks processed files\n - run_tiered_promotion(): Expire","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | impl EvilIndicator {\n /// Extract severity from any variant\n pub fn severity(&self) -> f32 {\n match self {\n Self::Deception { severity } => *severity,\n--\n /// False positive: -1.0 (strongest negative — security failure)\n /// [Block EE] Evil score > 0.7: -1.0, > 0.4: -0.5\n pub fn label(&self) -> f32 {\n // Block EE: Evil score overrides — highest severity first\n if self.evil_score > 0.7 {\n--\n /// Security-critical errors (FP) dominate the learning ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/plans/async-wiggling-whale.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/anstyle-1.0.13/README.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/anyhow-1.0.100/README.md\n/data/data/com.termux/files/home/SPFsmartGATE","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Bash,Bash,Glob] | ts=2026-03-08T22:15:19.723183745+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_search,spf_agent_memory_search,spf_brain_search] | ts=2026-03-08T22:12:34.781316777+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:09:39.179700037+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:01:01.314027475+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/stoneshell-brain/src/search.rs: pub fn mmr_rerank(","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:00:57.439362789+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:00:09.590515463+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/stoneshell-brain/src/search.rs-\n/data/data/com.termux/files/home/stoneshell-brain/src/search.rs- /// MMR (Maximum Marginal Relevance) for diversity\n/data/data/com.termux/files/home/stoneshell-brain/src/search.rs: pub fn mmr_rerank(\n/data/data/com.termux/files/home/stoneshell-brain/src/search.rs- &self,\n/data/data/com.termux/files/home/stoneshell-brain/src/search.rs- results: Vec,","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-08T22:32:23.714409604+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Grep,Grep] | ts=2026-03-08T22:11:00.801832542+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-08T22:10:27.869428388+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:12:05.614514877+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:09:14.574068953+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:08:14.315753247+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | \n log::info!(\"Agent State LMDB opened at {:?}\", path);\n Ok(Self { env, memory, sessions, state, tags })\n }\n\n // ========================================================================\n // MEMORY OPERATIONS\n // ========================================================================\n\n /// Store a memory entry\n pub fn remember(&self, entry: MemoryEntry) -> Result {\n let id = entry.id.clone();\n\n // Update tag index\n for tag in &entry.tag","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:05:41.193305180+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:00:05.948153329+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Write,Glob] | ts=2026-03-08T22:56:23.456112685+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-08T22:36:27.887202428+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Glob,spf_brain_search] | ts=2026-03-08T22:14:49.660350996+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_search,Glob,spf_agent_memory_search] | ts=2026-03-08T22:14:39.526795062+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_agent_memory_search,spf_brain_search,spf_agent_memory_search] | ts=2026-03-08T22:13:04.015405255+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-/// This is the DURING and AFTER learning pipeline:\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-/// DURING: drains GateTrainingCollector → FLINT scores → routes to brain\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-/// AFTER: tiered promotion loop (24hr Working → 7day Fact → Pinned)\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-///\n/data/data/com.termux/files/home","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Glob,Glob] | ts=2026-03-08T22:56:18.696622322+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-03-08T22:33:38.080682284+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-08T22:15:46.163969412+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,spf_brain_search,Glob] | ts=2026-03-08T22:14:45.041786727+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:00:02.026823331+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-08T22:15:34.847269833+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,spf_agent_memory_search,spf_brain_search] | ts=2026-03-08T22:13:10.960741346+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-08T22:56:27.021850444+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/build.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/voice.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/calculate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:10:44.994872910+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned | temperature: 0.7,\n writer_checkpoint: \"test_writer.spfc\".to_string(),\n researcher_checkpoint: \"test_researcher.spfc\".to_string(),\n }","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/paths.rs:pub fn spf_root() -> &'static Path {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs:pub fn deserialize_weights(data: &[u8]) -> Result<(Vec, CheckpointMeta), io::Error> {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | pub fn handle_train(\n// \"spf_transformer_train\" => { /* gate check + */ handle_train(&state.transformer, args, ...) }\n let result = handle_train(&None, &args, &config);\n let result = handle_train(&Some(locked.clone()), &args, &config);","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | }\n Ok(entries)\n }\n\n /// Forget a memory\n pub fn forget(&self, id: &str) -> Result {\n // Remove from tag index\n if let Some(entry) = self.recall(id)? {\n for tag in &entry.tags {\n self.remove_from_tag_index(tag, id)?;\n }\n }\n\n let mut wtxn = self.env.write_txn()?;\n let deleted = self.memory.delete(&mut wtxn, id)?;\n wtxn.commit()?;\n Ok(deleted)\n }\n\n /// Expire old memories\n pu","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:10:54.564150823+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | /// Path to writer model checkpoint (relative to LIVE/MODELS/)\n pub writer_checkpoint: String,\n /// Path to researcher model checkpoint (relative to LIVE/MODELS/)\n pub researcher_checkpoint: String,\n /// Model dimension (embedding size)\n--\n /// Checkpoint save interval (every N training steps)\n pub checkpoint_interval: usize,\n /// Enable online learning (train while serving)\n--\n enabled: false,\n writer_checkpoint: \"writer_v1.spfc\".to_string(),\n ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:06:39.238069566+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs:pub fn serialize_weights(","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T00:12:33.152292608+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:10:34.891919945+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | /// Enable transformer runtime\n pub enabled: bool,\n /// Path to writer model checkpoint (relative to LIVE/MODELS/)\n pub writer_checkpoint: String,\n /// Path to researcher model checkpoint (relative to LIVE/MODELS/)\n pub researcher_checkpoint: String,\n /// Model dimension (embedding size)\n pub d_model: usize,\n--\n pub batch_size: usize,\n /// Checkpoint save interval (every N training steps)\n pub checkpoint_interval: usize,\n /// Enable online learning (train whi","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:07:07.536902211+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:07:03.303527057+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:06:43.365534773+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | /// Handle spf_transformer_train\n/// Triggers a manual training batch from accumulated gate signals.\npub fn handle_train(\n transformer: &Option>>,\n args: &Value,","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-08T23:58:23.168049286+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Edit,Write] | ts=2026-03-08T23:45:53.668460197+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:14:33.868761852+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:13:42.469859561+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T00:11:38.617186743+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:11:20.660617740+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T00:05:10.280271996+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T00:04:34.816746853+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-08T23:58:26.841814597+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Glob] | ts=2026-03-08T23:57:32.208007952+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Write,Grep] | ts=2026-03-08T23:42:16.146359916+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:07:20.121140956+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:04:24.140637169+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Glob,Edit] | ts=2026-03-08T23:45:58.028473998+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:23:32.800134667+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | \n/// spf_brain_store — chunk + embed + store arbitrary text\npub fn brain_store(text: &str, title: &str, collection: &str) -> String {\n let mut lock = BRAIN.lock().unwrap();\n let Some(ref mut brain) = *lock else {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T00:15:01.479989322+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | mesh_tx: &Option>,\n peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n--\n session.record_action(\"spf_flint_execute\", \"called\", None);\n\n // Verify transformer is loaded (Option) {\n let mut last_drop_check = Instant::now();\n let mut last_tier_run = Instant::now();\n","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:14:51.810064065+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:15:53.358399927+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T00:15:32.785721185+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:16:08.700795286+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | let sessions = env.create_database(&mut wtxn, Some(\"sessions\"))?;\n let state = env.create_database(&mut wtxn, Some(\"state\"))?;\n let tags = env.create_database(&mut wtxn, Some(\"tags\"))?;\n wtxn.commit()?;\n\n log::info!(\"Agent State LMDB opened at {:?}\", path);\n Ok(Self { env, memory, sessions, state, tags })\n }\n\n // ========================================================================\n // MEMORY OPERATIONS\n // ===============================","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | // Wire collector into TransformerState so handle_train() can drain signals\n if let Some(ref collector) = collector_arc {\n let mut t_state = transformer.write().unwrap();\n t_state.collector = Some(collector.clone());\n }\n\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(collector.clone());\n log(\"FLINT Memory Router started (MB-FR/MB-FT","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-09T00:34:07.159747739+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n--\n // Verify transformer is loaded (Option> — check outer + lock)\n let transformer_loaded = transformer.as_ref()\n .and_then(|t| t.read().ok())\n--\n http_config: crate::config::HttpConfig,\n transformer: std::","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | let timestamp = chrono::Utc::now().to_rfc3339();\n let created_date = chrono::DateTime::from_timestamp(mem.created_at as i64, 0)","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | }\n\n /// Forget a memory\n pub fn forget(&self, id: &str) -> Result {\n // Remove from tag index\n if let Some(entry) = self.recall(id)? {\n for tag in &entry.tags {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T00:37:31.616460265+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | // Old is_empty() check missed clones (old key not empty, just wrong).\n // Deterministic: same signing_key always produces same api_key.\n // ================================================================\n let mut http_config = http_config; // shadow as mutable\n let derived_key = crate::identity::derive_api_key(&signing_key);\n http_config.api_key = derived_key;\n log(\"API key synced from identity\");\n\n // ================================================================\n ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | w.push(&self.output_bias);\n w\n }\n\n /// Collect all weight tensors mutably for optimizer updates\n pub fn weights_mut(&mut self) -> Vec<&mut Tensor> {\n let mut w: Vec<&mut Tensor> = vec![&mut self.token_embedding];\n w.extend(self.encoder.weights_mut());\n w.extend(self.decoder.weights_mut());\n w.push(&mut self.output_projection);\n w.push(&mut self.output_bias);","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | /// Create and store a new memory\n pub fn create_memory(\n &self,\n--\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n--\n /// Expire old memories\n pub fn expire_memories(&self) -> Result {\n let now = SystemTime::now()","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:36:06.317820298+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | /// Run in headless worker mode — no stdio MCP loop.\n/// Sets up LMDBs, identity, mesh, HTTP monitoring, then enters worker loop.\npub fn run_worker(\n config: SpfConfig,\n config_db: SpfConfigDb,","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:17:21.420482654+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | Read failed: No such file or directory (os error 2)","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T01:14:19.911266923+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T01:13:12.818843459+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T01:01:35.541917215+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | for result in iter {\n let (_, entry) = result?;\n if entry.memory_type == memory_type {\n entries.push(entry);\n }\n }\n Ok(entries)\n }\n\n /// Forget a memory\n pub fn forget(&self, id: &str) -> Result {\n // Remove from tag index\n if let Some(entry) = self.recall(id)? {\n for tag in &entry.tags {\n self.remove_from_tag_index(tag, id)?;\n }\n }\n\n let mut wtxn ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T00:59:46.754218975+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-09T00:58:37.241998585+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-09T00:57:54.498499695+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:47:14.834271918+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:46:42.143817087+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T00:45:47.710067732+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T00:43:51.047547621+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T00:41:54.996487717+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:41:37.051541422+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:37:48.508882967+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T00:36:42.964966482+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-09T00:34:37.670885123+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:28:01.173657202+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T01:02:04.164401943+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T00:48:40.874797458+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T00:45:14.622037328+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:44:56.022347804+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:44:29.841253856+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | Preference,\n /// Fact about the user/project\n Fact,\n /// Instruction from user\n Instruction,\n /// Context from previous sessions\n Context,\n /// Working state (temporary, session-bound)\n Working,\n /// Pinned (never auto-expire)\n Pinned,\n}\n\n/// Memory entry stored in Agent's memory\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct MemoryEntry {\n /// Unique ID\n pub id: String,\n /// Memory content\n pub content: String,\n /// Memory type\n pu","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:38:07.318522075+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:34:49.404833088+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-09T00:33:15.973500103+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.90 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:29:50.718304400+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:28:30.472543128+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:19:08.117507874+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:17:41.145372126+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-09T01:38:51.063379070+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T02:13:35.333999577+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-09T02:12:46.665261940+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T02:13:05.715160526+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-03-09T02:02:20.678068324+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Edit] | ts=2026-03-09T02:02:38.445877276+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(collector.clone(), Some(transformer.clone()));\n log(\"FLINT Memory Router started (MB-FR/MB-FT) with auto-train\");\n }\n--\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(collec","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | Brain search 'free claude account mesh API FLINT training session 8' — 1 result(s):\n\nScore: 0.339 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/08a8445bf28c7314.txt\nSession 8 Summary (2026-03-08):\n\nCOMPLETED - 6 blocks from WORK_BLOCKS.md R1:\n- SB-1: stoneshell-brain warnings (embeddings.rs _id_to_token, search.rs _query_embedding)\n- CP-1: Checkpoint save in handle_train() Step 10 — serialize_weights to LIVE/MODELS/\n- CP-2: Checkpoint load in from_config() — deserialize_weights","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_store,Edit,Edit] | ts=2026-03-09T02:28:03.841959298+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status] | ts=2026-03-10T11:30:32.808662736+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_agent_stats,spf_transformer_train] | ts=2026-03-10T11:34:24.597581033+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_stats,spf_transformer_train,spf_transformer_metrics] | ts=2026-03-10T11:33:47.081882349+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_train,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-10T11:33:12.436973352+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_train, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_train source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status] | ts=2026-03-10T11:32:01.898027702+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | #[repr(u8)]\npub enum StreamType {\n /// Tool RPC calls (existing mesh functionality) — JSON-RPC format\n--\n\nimpl StreamType {\n /// Convert byte to StreamType\n pub fn from_byte(b: u8) -> Option {\n--\n\n /// Convert StreamType to byte\n pub fn as_byte(self) -> u8 {\n--\n /// Stream type identifier\n pub stream_type: StreamType,\n /// Payload bytes (JSON, audio, binary, etc.)\n--\n /// Create a new frame\n pub fn new(stream_type: StreamType, payload: Vec) -> Self {\n ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | \"spf_calculate\" | \"spf_status\" | \"spf_session\" |\n \"spf_web_search\" |\n \"spf_brain_search\" | \"spf_brain_store\" | \"spf_brain_context\" |\n \"spf_brain_list\" | \"spf_brain_status\" |\n \"spf_brain_recall\" | \"spf_brain_list_docs\" | \"spf_brain_get_doc\" |","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs (1273 lines)\n 434\t pub fn peek_signals(&self, limit: usize) -> Vec {\n 435\t match self.buffer.lock() {\n 436\t Ok(buf) => {\n 437\t let skip = buf.signals.len().saturating_sub(limit);\n 438\t buf.signals.iter().skip(skip).cloned().collect()\n 439\t }\n 440\t Err(poisoned) => {\n 441\t let buf ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-10T11:12:01.326650295+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | || brain_hits.starts_with(\"Brain search error\")\n {\n return None;\n }\n\n // Budget: max ~2000 chars (~500 tokens) to avoid bloating responses\n let truncated: String = brain_hits.chars().take(2000).collect();\n\n Some(serde_json::json!({\n \"hits\": truncated,\n \"source\": \"flint_intercept\"\n }))\n}\n\n// ============================================================================\n// BUILD ANCHOR — Brain-assisted source context for code write tools\n//\n// When the ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned | -rw-------. 1 u0_a163 u0_a163 34194 Mar 8 20:12 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs\n-rw-------. 1 u0_a163 u0_a163 45358 Mar 8 20:12 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs\n-rw-------. 1 u0_a163 u0_a163 37612 Mar 8 20:12 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs\n","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | let take = limit.min(results.len());\n let mut out = format!(\"Brain search '{}' — {} result(s):\\n\\n\", query, take);\n for r in results.iter().take(take) {\n out.push_str(&format!(\n \"Score: {:.3} | {}\\n{}\\n\\n\",\n r.score, r.source, r.text\n ));\n }\n out\n }\n Err(e) => format!(\"Brain search error: {}\", e),\n }\n}\n\n/// spf_brain_store — chunk + embed + store arbitrary ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs (1271 lines)\n 1\t// SPF Smart Gateway - Gate Training Bridge (Block J + Block EE)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Captures every gate decision as a training signal for the transformer.\n 5\t// Implements DispatchListener — registers via ServerState.listeners.\n 6\t// ZERO modifications to gate.rs, dispatch.rs, or any existing file.\n 7\t//\n 8\t// Features:\n 9\t/","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (949 lines)\n 1\t// SPF Smart Gateway - FLINT Transformer MCP Tool Handlers\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9\t// gate.rs gets 5 tools a","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T10:00:30.403937844+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-09T09:36:11.008646526+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Grep,Bash] | ts=2026-03-09T09:36:06.313188976+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T07:42:41.909525061+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T07:41:27.050147590+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:41:10.822347231+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | static READ_TRACKER: LazyLock>> =\n pub target_file: Option,\n target_file: None,\n let target_file = args.get(\"file_path\")\n if let Some(ref fp) = target_file {\n build_anchor_context(fp)\n target_file,\n if let Some(ref fp) = ctx.target_file {\n match READ_TRACKER.lock() {\n head, ctx.target_file.as_deref().unwrap_or(\"file\"), line_count, text.len()\n head, ctx.target_file.as_deref","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs- eprintln!(\"[SPF-MESH] Frame: {:?} {} payload + {} header bytes\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs- frame.stream_type, frame.payload.len(), FRAME_HEADER_SIZE);\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs- match frame.stream_type {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: StreamType::ToolRpc => {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs- ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:03:34.259303945+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | #[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)]\n#[repr(u8)]\npub enum StreamType {\n /// Tool RPC calls (existing mesh functionality) — JSON-RPC format\n ToolRpc = 0x01,\n--\n}\n\nimpl StreamType {\n /// Convert byte to StreamType\n pub fn from_byte(b: u8) -> Option {\n match b {\n--\n }\n\n /// Convert StreamType to byte\n pub fn as_byte(self) -> u8 {\n self as u8\n--\npub struct Frame {\n /// Stream type identifier\n pub stream_type: StreamType,\n /// Payload by","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:53:11.835575224+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// flint_intercept(): pre-execution — queries brain for relevant context\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:// flint_process_result(): post-execution — stores high-value results\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// Thread safety:\n--\n","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | \n FlintContext {\n brain_hits,\n timestamp,\n skip_processing: false,\n }\n}\n\n/// FLINT post-execution processing — called from dispatch::call() AFTER session lock dropped.\n///\n/// 1. Scores result relevance → stores high-value as Working memories\n/// 2. FL-2: Compresses large results for transport (original preserved in brain)\n/// 3. FL-3: Injects brain context hits from pre-execution intercept\n///\n/// Thread safety: brain Mutex and AgentStateDb LMDB txns are independent o","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | }\n\n // ── FL-2: Compress result for transport ──────────────────────────────────\n let compressed = compress_result(tool, text);\n\n // ── FL-3: Build output with compression + context injection ─────────────\n let mut output = result.clone();\n--\n/// FL-2: Compress result text based on size tiers.\n/// Tool-aware compression: code analysis tools pass through raw,\n/// bulk data tools get compressed to save context.\nfn compress_result(tool: &str, text: &str) -> String {\n // NEVER COM","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:50:24.618209975+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:// MiniLM (via brain_store) does the embedding — not the decision.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// Watches knowledge/ drop folder for user-added files → auto-index.\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-09T05:28:27.585388394+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-03-09T05:26:52.678122441+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,spf_brain_search] | ts=2026-03-09T05:26:21.910219327+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs- Ok(crate::framing::Frame::new(crate::framing::StreamType::VoiceAudio, payload))\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs-}\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs:/// Handle an incoming VoiceAudio mesh frame.\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs-///\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs-/// SECUR","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,spf_agent_memory_search,spf_agent_context] | ts=2026-03-09T05:06:56.567814668+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-09T04:43:33.745459478+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Bash,Glob] | ts=2026-03-09T04:43:28.195609115+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/embeddings.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/storage.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/lib.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/chunker.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/search.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-b","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 611\t let grad_refs: Vec = grads.iter().map(|g| {\n 612\t let scaled: Vec = g.data.iter().map(|&v| v * scale).collect();\n 613\t crate::tensor::Tensor { data: scaled, shape: g.shape.clone() }\n 614\t }).collect();\n 615\t\n 616\t // Apply AdamW step on cloned weights (optimizer was taken from state in Phase A)\n","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-09T03:44:23.112064530+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 531\t let mut all_grads: Option> = None;\n 532\t\n 533\t {\n 534\t let state = state_lock.read().unwrap();\n 535\t\n 536\t for example in &examples {\n 537\t let tokens: Vec = example.input_tokens.iter()\n 538\t .map(|&t| t as u32)\n 539\t .collect();\n 540\t let seq_len = token","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:44:04.531168964+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (953 lines)\n 436\t transformer: &Option>>,\n 437\t args: &Value,\n 438\t config: &TransformerConfig,\n 439\t) -> Value {\n 440\t let state_lock = match transformer {\n 441\t Some(s) => s,\n 442\t None => return json!({\"type\": \"text\", \"text\": \"ERROR: FLINT not loaded. Enable in transformer.json.\"}),\n 443\t };\n 444\t\n 445\t let batc","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-09T03:28:13.282558546+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-09T03:27:56.217729594+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs (895 lines)\n 305\t // NEVER COMPRESS — code analysis tools (AI needs raw results for reading code)\n 306\t // Also: brain results (already compact), voice/chat/mesh (real-time)\n 307\t if matches!(tool,\n 308\t // Code analysis — AI reads these to understand codebase\n 309\t \"Read\" | \"Grep\" | \"Glob\" |\n 310\t // Brain — already compact, structured results\n 311\t ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs (1273 lines)\n 273\t // Track recent tool calls for sequence context\n 274\t // Use duration_ms as approximate relative timestamp\n 275\t self.recent_tools.push_back((signal.tool.clone(), self.total_recorded));\n 276\t // Keep last 100 entries for sequence lookups\n 277\t if self.recent_tools.len() > 100 {\n 278\t self.recent_tools.pop_front();\n 279\t ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:26:42.345120664+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs (1273 lines)\n 248\tstruct SignalBuffer {\n 249\t /// Regular signals (cycled when full) — VecDeque for O(1) front eviction\n 250\t signals: VecDeque,\n 251\t /// FP-locked signals (NEVER evicted — permanent training examples)\n 252\t fp_locked: Vec,\n 253\t /// Maximum regular buffer capacity\n 254\t max_capacity: usize,\n 255\t /// Total signal","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs (1273 lines)\n 28\tuse std::collections::VecDeque;\n 29\tuse std::sync::Mutex;\n 30\tuse std::collections::HashMap;\n 31\t\n 32\t// ============================================================================","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:26:28.570929836+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:26:07.352779115+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (953 lines)\n 615\t // Step 10: Save checkpoint if weights were adopted AND interval reached.\n 616\t // checkpoint_interval (default 1000) prevents excessive flash writes on Android.\n 617\t // Guard > 0 prevents modulo-by-zero panic if config has interval = 0.\n 618\t let mut checkpoint_saved = false;\n 619\t if weights_adopted && config.checkpoint_interval > 0\n 620\t &","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-09T03:23:39.795491984+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs (895 lines)\n 856\t if age_secs < ARCHIVE_AFTER_SECS {\n 857\t continue;\n 858\t }\n 859\t\n 860\t // Archive to brain with monthly collection name\n 861\t let created_date = chrono::DateTime::from_timestamp(mem.created_at as i64, 0)\n 862\t .unwrap_or_default();\n 863\t let collection = format!(\"flint_archive_{}\", created_date.format(\"%Y%m\"))","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Bash,Grep] | ts=2026-03-09T03:23:02.980223717+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:08:58.386137632+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | }\n }\n}\n\n/// Per-parameter optimizer state (momentum + variance)\npub struct ParamState {\n /// First moment estimate (momentum)\n pub m: Vec,\n /// Second moment estimate (uncentered variance)\n pub v: Vec,\n}","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-09T02:57:20.686342899+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-09T02:57:04.795612123+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-09T02:57:00.388907698+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | /// Create and store a new memory\n pub fn create_memory(\n &self,\n--\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n--\n /// Forget a memory\n pub fn forget(&self, id: &str) -> Result {\n // Remove from tag index\n--\n /// Expire old memories\n pub fn expire_memories(&self) -> Result {\n let now = SystemTime::now()","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Bash] | ts=2026-03-09T02:48:19.771026595+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (873 lines)\n 1\t// SPF Smart Gateway - FLINT Memory Router (MB-FR + MB-FT)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ dr","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:09:19.901798528+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-09T09:59:42.146894373+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | }\n\nimpl ValidationResult {\n pub fn ok() -> Self {\n Self { valid: true, warnings: Vec::new(), errors: Vec::new() }\n }\n\n pub fn block(error: String) -> Self {\n Self { valid: false, warnings: Vec::new(), errors: vec![error] }\n }\n","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | \n result\n}\n\n/// Validate a Write operation\npub fn validate_write(\n file_path: &str,\n content_len: usize,\n config: &SpfConfig,\n session: &Session,\n) -> ValidationResult {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-09T09:35:18.184646078+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | total 1276\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 7 00:37 .\ndrwx------. 8 u0_a163 u0_a163 4096 Mar 9 02:26 ..\n-rw-------. 1 u0_a163 u0_a163 21698 Mar 1 17:04 agent_state.rs\n-rw-------. 1 u0_a163 u0_a163 20797 Mar 1 17:04 attention.rs\n-rw-------. 1 u0_a163 u0_a163 13256 Mar 6 18:27 brain_local.rs\n-rw-------. 1 u0_a163 u0_a163 16512 Mar 5 12:41 calculate.rs\n-rw-------. 1 u0_a163 u0_a163 45252 Mar 8 12:33 chat.rs\n-rw-------. 1 u0_a163 u0_a163 16715 Mar 1 17:04 checkpoint.rs\n-rw---","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:59:52.830093920+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:59:31.378587886+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | format!(\"Command: {}\", params.command.as_deref().unwrap_or(\"(none)\"))\n }\n \"Read\" | \"spf_read\" => {\n format!(\"File: {}\", params.file_path.as_deref().unwrap_or(\"(none)\"))\n }\n \"Write\" | \"spf_write\" => {\n let len = params.content.as_ref().map(|c| c.len()).unwrap_or(0);\n format!(\"File: {} | Content: {} bytes\",\n params.file_path.as_deref().unwrap_or(\"(none)\"), len)\n }\n \"Edit\" | \"spf_edit\" => {\n--\n ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | \n let variants: Vec = vec![\n Source::Stdio,\n Source::Http,\n Source::Mesh { peer_key: \"abc123\".into() },\n Source::Transformer { role: \"writer\".into(), model_id: \"v1\".into() },\n Source::Pipeline { stream_id: \"s1\".into(), peer_key: \"pk1\".into() },\n ];\n","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | // On clone, ensure_identity() generates new key but http_config holds stale old key.\n // is_empty() missed this — old key isn't empty, just wrong. Always overwrite.\n let mut http_config = http_config;\n let derived_key = crate::identity::derive_api_key(&signing_key);\n http_config.api_key = derived_key;\n log(\"[SPF-WORKER] API key synced from identity\");\n\n // Mesh channel\n let mesh_config = crate::config::MeshConfig::load(\n &crate::paths::spf_root().join(\"LIVE/CONFI","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use std::time::{Duration, Instant};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use axum::{\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs- Router,\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs- middleware,\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs- routing::{get, post},\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs- extract::{Request, State, ws::{WebSocketUpgrad","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | impl DispatchListener for GateTrainingCollector {\n fn on_request(&self, _req: &ToolRequest) {\n // No action on request — we capture signals from responses only\n }\n\n fn on_response(&self, req: &ToolRequest, resp: &ToolResponse, blocked: bool) {\n let allowed = !blocked;\n\n let source = match &req.source {\n Source::Stdio => \"stdio\".to_string(),\n Source::Http => \"http\".to_string(),\n Source::Mesh { peer_key } => format!(\"mesh:{}\", &peer_ke","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:41:26.952471685+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:41:22.620921531+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | \n/// Memory entry type\n#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq, Eq)]\npub enum MemoryType {\n /// User preference\n Preference,\n /// Fact about the user/project\n Fact,\n /// Instruction from user\n Instruction,\n /// Context from previous sessions\n Context,\n /// Working state (temporary, session-bound)\n Working,\n /// Pinned (never auto-expire)\n Pinned,\n}\n\n/// Memory entry stored in Agent's memory\n--\n pub started_at: u64,\n /// Session end","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:58:54.141481253+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T07:58:31.857878813+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T07:58:19.319088193+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:58:07.888735906+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:57:35.893354668+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | \n/// Transformer runtime configuration — loaded from LIVE/CONFIG/transformer.json\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct TransformerConfig {\n /// Enable transformer runtime\n pub enabled: bool,\n /// Path to writer model checkpoint (relative to LIVE/MODELS/)","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:56:46.370213958+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:56:04.414373817+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:55:58.505570643+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:53:05.127970136+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:42:09.881799709+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T07:38:09.418879592+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T07:37:42.654326946+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | \nimpl ValidationResult {\n pub fn ok() -> Self {\n Self { valid: true, warnings: Vec::new(), errors: Vec::new() }\n }\n\n pub fn block(error: String) -> Self {\n Self { valid: false, warnings: Vec::new(), errors: vec![error] }\n }","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | // Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n/// MCP \"speak\" action plays TTS through this.\npub static VOICE_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n /// spf-voice in-process TTS (espeak-ng FFI), zero session, zero battery\n /// Agent Line TTS mode: Light (spf-voice/espeak-ng FFI) | Rich (spf-voice + Piper ONNX)\n/// Audio output sink (speaker, file, stream)\n// EspeakTTS removed — TTS is now","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | \n // Route and respond\n let response = stream_router(&frame, state, peer_key);\n if let Some(resp_frame) = response {\n let bytes = resp_frame.to_bytes();\n if send.write_all(&bytes).await.is_err() {\n return;\n }\n }\n }\n Ok(None) => break, // Need more data\n Err(e) => {\n ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:04:01.544127997+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:52:40.964417631+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:52:23.950394044+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:39:20.750400645+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | eprintln!(\"[SPF-CHAT] Received from {}: {} (conv: {})\",\n &peer_key[..8.min(peer_key.len())],\n msg.text.chars().take(50).collect::(),\n msg.conversation_id);\n\n // Block QQ: Check chat_enabled + rate limit before FLINT auto-response\n let should_respond = {\n let can_respond = transformer.as_ref().map_or(false, |t| {\n let state = t.read().unwrap();\n state.chat_en","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,spf_brain_search,spf_agent_memory_search] | ts=2026-03-09T05:17:50.483852022+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_brain_search,spf_agent_memory_search,spf_brain_search] | ts=2026-03-09T05:17:46.191194941+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_agent_memory_search,spf_brain_search,Write] | ts=2026-03-09T05:17:31.318697030+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/criterion-0.5.1/.github/workflows/audit.yml","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | Brain search 'AUDIT FINAL cross-reference architecture module map' — 5 result(s):\n\nScore: 0.395 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/819054baba4b3227.txt\nAUDIT FINAL — Cross-Reference & Architecture Summary\nCopyright 2026 Joseph Stone — All Rights Reserved\nSPF Smart Gateway v3.0.0 — Full Codebase Audit\n\n## MODULE MAP (39 modules, ~24,000+ lines of Rust)\n\n### Layer 0 — Foundation (no SPF deps)\n- tensor.rs (773) — N-dim tensor, ARM NEON SIMD matmul, softmax, layer_no","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_agent_memory_search, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | [mem_1773032819_300] Working | Brain search 'SPF audit functions settings complete' — 10 result(s):\n\nScore: 0.568 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/44997c001ec27333.txt\nCONFIG HANDLERS: spf_config_get/spf_config_set → BLOCKED user-only. spf_config_paths → config_db.list_path_rules() formatted \"type: path\". spf_config_stats → config_db.stats() → config_count, paths_count, patterns_count.\n\nTMP_DB HANDLERS: spf_tmp_list → db.list_projects() with name/path/trust/reads/w","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | Brain search 'SPF audit functions settings complete' — 10 result(s):\n\nScore: 0.568 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/44997c001ec27333.txt\nCONFIG HANDLERS: spf_config_get/spf_config_set → BLOCKED user-only. spf_config_paths → config_db.list_path_rules() formatted \"type: path\". spf_config_stats → config_db.stats() → config_count, paths_count, patterns_count.\n\nTMP_DB HANDLERS: spf_tmp_list → db.list_projects() with name/path/trust/reads/writes/active. spf_tmp_stats → d","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_memory_search,spf_agent_context,spf_brain_search] | ts=2026-03-09T05:05:37.550522823+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Glob,Glob] | ts=2026-03-09T04:47:25.453616108+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-03-09T04:47:06.252156532+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'stoneshell-brain binary location deployment' — 5 result(s):\n\nScore: 0.443 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/08b853c0d1360366.txt\nAUDIT CHUNK 09 — Brain, Memory, Transformer Tools, Inspect (4 files, ~2,148 lines)\nCopyright 2026 Joseph Stone — All Rights Reserved\n\n## brain_local.rs (330 lines) — In-Process Brain Singleton\n- Global singleton: LazyLock>> — thread-safe, one instance\n- External crate: stoneshell_brain (Brain, BrainConfig)","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Glob,Glob] | ts=2026-03-09T04:35:11.028460399+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-09T04:34:08.522060162+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Bash,Grep] | ts=2026-03-09T04:33:08.855741539+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-09T04:29:22.835091053+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml-[dependencies]\n/data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml-# ============================================================================\n/data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml:# LOCAL BRAIN — In-process Candle RAG (stoneshell-brain)\n/data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml-# MiniLM-L6-v2 embeddings + LMDB vector store — zero API tokens, zero subprocesses\n/data/data/com.termux/files/home/SPFsm","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:46:49.293493589+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-09T03:44:58.395602329+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 450\t // 4-PHASE LOCK RESTRUCTURE (FIX-5)\n 451\t //\n 452\t // Previous: single write lock held for entire training (~2-7s on ARM).\n 453\t // Blocks ALL inference during training.\n 454\t //\n 455\t // Now: 4 phases with minimal exclusive locking.\n 456\t // Phase A: WRITE (~50ms) — snapshot state, drain signals, clone weights\n 457\t // Ph","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-09T03:38:22.661488626+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-09T03:29:17.796481021+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs (921 lines)\n 305\t // NEVER COMPRESS — file reads + brain + voice/chat/mesh + gate status\n 306\t if matches!(tool,\n 307\t // File reads — AI needs raw content to understand codebase\n 308\t \"Read\" |\n 309\t // Brain — already compact, structured results\n 310\t \"spf_brain_search\" | \"spf_brain_recall\" | \"spf_brain_context\" |\n 311\t \"spf_brain_store\" | \"spf","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:29:04.500206287+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-09T03:27:44.811546838+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-09T03:27:28.178137938+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:27:11.217865705+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-09T03:26:47.468371912+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:25:52.245447350+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:25:39.621926730+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-09T03:25:24.494141215+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-03-09T03:25:10.314451272+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-09T03:24:53.044051227+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-09T03:24:19.521101239+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:24:06.801021453+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Bash] | ts=2026-03-09T03:23:18.555037773+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs (895 lines)\n 786\t // Tag the promoted memory so its origin tier is traceable\n 787\t let mut new_tags = mem.tags.clone();\n 788\t new_tags.push(format!(\"promoted:{}\", label));\n 789\t\n 790\t match db.create_memory(&mem.content, to, new_tags, &mem.source) {\n 791\t Ok(_) => {\n 792\t promoted += 1;\n 793\t // Vector graduation: e","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-09T03:22:44.838113984+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:13:59.584376945+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:08:54.758873363+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | \n/// N-dimensional tensor with f32 data and shape metadata.\n/// Storage is row-major (C-order): last dimension varies fastest.\n#[derive(Clone)]\npub struct Tensor {\n /// Flat data storage\n pub data: Vec,\n /// Shape dimensions (e.g., [batch, seq_len, d_model])","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:05:36.680210678+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:05:24.325894381+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n// ADAMW OPTIMIZER\n// ============================================================================\n\n/// AdamW optimizer configuration\n#[derive(Debug, Clone)]\npub struct AdamWConfig {\n /// Learning rate (peak)\n pub lr: f32,\n /// First moment decay (default: 0.9)\n pub beta1: f32,\n /// Second moment decay (default: 0.999)\n--\n}\n\n/// AdamW optimizer with decoupled weight decay\n/// Memory: 2 × param_count × ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | /// [0] token_embedding gradient\n/// [1..N] encoder weight gradients\n/// [N+1..M] decoder weight gradients\n/// [M+1] output_projection gradient\n/// [M+2] output_bias gradient\npub fn model_backward_causal(\n d_logits: &Tensor,\n cache: &crate::transformer::ForwardCache,\n model: &crate::transformer::SPFTransformer,\n) -> Result, String> {\n let batch = d_logits.shape[0];","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:04:34.839326171+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:04:13.165341804+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | &self,\n ids: &[u32], batch: usize, seq: usize,\n ) -> Result {\n let emb = self.embed_tokens(ids, batch, seq)?;\n let dec_out = self.decoder.forward_causal(&emb)?;\n self.project_to_logits(&dec_out)\n }\n\n /// Forward pass (decoder-only / causal) with cached activations for backward.\n /// Output is IDENTICAL to forward_causal(). Cache is additional data only.\n pub fn forward_causal_with_cache(\n &self,\n ids: &[u32], batch:","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | \n // Per encoder layer: attn(4d² + 4d) + ffn(2*d*ff + ff + d) + LN(4d)\n let enc_layer = 4 * d * d + 4 * d + 2 * d * ff + ff + d + 4 * d;\n\n // Per decoder layer: self_attn + cross_attn + ffn + LN(6d)\n let dec_layer = 2 * (4 * d * d + 4 * d) + 2 * d * ff + ff + d + 6 * d;\n\n // Output projection: d × vocab\n let output_params = d * v;\n\n // Final layer norms: encoder(2d) + decoder(2d)\n let final_ln = 4 * d;\n\n embed_params + n * enc_layer ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:00:17.904718144+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | pub batch_size: usize,\n /// Checkpoint save interval (every N training steps)\n pub checkpoint_interval: usize,\n /// Enable online learning (train while serving)\n pub online_learning: bool,\n--\n learning_rate: 1e-4,\n batch_size: 32,\n checkpoint_interval: 1000,\n online_learning: true,\n ewc_lambda: 0.4,\n--\n \"learning_rate\": 3e-4,\n \"batch_size\": 64,\n \"checkpoint_interval\": 500,\n \"online_","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash] | ts=2026-03-09T02:46:25.555868461+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.77, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/STATUS.txt (215 lines)\n 1\t# STATUS — SPF Smart Gateway\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Updated: 2026-03-21 Session 10\n 4\t# Owner: FLINT (agents READ ONLY)\n 5\t\n 6\t═══════════════════════════════════════════════════════\n 7\t BINARY — Current Deployed Build\n 8\t═══════════════════════════════════════════════════════\n 9\tLocation: ~/SPFsmartGATE/LIVE/BIN/spf-smart-","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:09:00.908603118+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:05:25.930602211+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:04:11.220411146+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:02:58.209619298+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T10:01:32.797947144+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-09T09:32:29.304946142+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Write,spf_brain_store] | ts=2026-03-09T09:32:06.954654953+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | crate::flint_memory::start_memory_router(collector.clone(), Some(transformer.clone()));\n let state = Arc::new(ServerState {\n crate::flint_memory::start_memory_router(collector.clone(), transformer.clone());\n let state = Arc::new(ServerState {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,spf_brain_store,spf_brain_store] | ts=2026-03-09T09:31:19.947991429+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_pool_status,spf_mesh_status] | ts=2026-03-09T09:19:33.817178521+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T09:03:43.136874196+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:57:25.554831580+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:// Called from dispatch::call() — runs in the calling transport's thread.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:/// FLINT pre-execution intercept — called from dispatch::call() BEFORE session lock.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:/// FLINT post-execution processing — called from dispatch::call() AFTER session lock dropped.\n/data/data/com.termux/files/home/SPFsmartGATE/s","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | &crate::paths::spf_root().join(\"LIVE/CONFIG/network.json\")\n ).unwrap_or_default();\n\n let state = Arc::new(ServerState {\n config,\n config_db: Some(config_db),\n session: Mutex::new(session),\n--\n let role_str = if network_config.is_netadmin() { \"netadmin\" } else { \"worker\" };\n crate::network::log_startup_status(&network_config.peers, role_str);\n\n let state = Arc::new(ServerState {\n config,\n config_db,\n session: Mutex::new(session),","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:56:34.760782276+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:55:46.088718910+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: Source::Stdio => \"stdio\".to_string(),\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: Source::Http => \"http\".to_string(),\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: Source::Mesh { peer_key } => format!(\"mesh:{}\", &peer_key[..8.min(peer_key.len())]),\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: Source::Transformer { rol","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:42:46.700113217+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | signal.source,\n signal.allowed,\n signal.label(),\n signal.weight(),\n signal.evil_score,\n relevance,\n signal.false_positive,\n signal.user_override,\n signal.preceding_tools.join(\",\"),\n signal.timestamp,\n )\n}\n\n/// Write data file to LIVE/BRAIN/DOCS/ — this is the source of truth.\n/// Vectors in the brain LMDB point back to these files.\nfn write_brain_doc(text: &str, title: &str) {\n let docs_dir = spf_root().join(\"LIVE/BRAIN","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:41:48.162325479+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | \n // FLINT calls MiniLM (via brain_index_path) to embed and store\n let path_str = path.to_string_lossy().to_string();\n let result = crate::brain_local::brain_index_path(&path_str, \"flint_knowledge\");\n eprintln!(\"[FLINT-MR] indexed drop file '{}': {}\", name, result);\n newly_indexed.push(name);\n }\n\n if !newly_indexed.is_empty() {\n // Append to marker file so they aren't re-indexed on next check\n let mut all: Vec = already_indexed.into_","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | }\n\n // Recent context\n let context = self.get_by_type(MemoryType::Context)?;\n if !context.is_empty() {\n summary.push_str(\"\\nRecent context:\\n\");\n for ctx in context.iter().take(3) {\n summary.push_str(&format!(\"- {}\\n\", ctx.content));\n }\n }\n\n Ok(summary)\n }\n\n /// Get database stats\n pub fn db_stats(&self) -> Result<(u64, u64, u64, u64)> {\n let rtxn = self.env.read_txn()?;\n let memory_","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:39:55.084908751+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | let mut entries = Vec::new();\n for id in ids {\n if let Some(entry) = self.memory.get(&rtxn, &id)? {\n entries.push(entry);\n }\n }\n Ok(entries)\n }\n\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n let iter = self.memory.iter(&rtxn)?;\n\n let mut entries = Vec::new();\n for result in iter {\n let (_","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | /// 2. Walk up from binary location looking for Cargo.toml\n/// 3. HOME env + /SPFsmartGATE\n/// 4. Panic (unrecoverable — cannot operate without known root)\npub fn spf_root() -> &'static Path {\n SPF_ROOT_CACHE.get_or_init(|| {\n // PRIMARY: SPF_ROOT env var — explicit, clone-safe\n if let Ok(root) = std::env::var(\"SPF_ROOT\") {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_web_download,spf_brain_recall,spf_web_fetch] | ts=2026-03-09T08:34:38.998933507+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_web_fetch,spf_web_search] | ts=2026-03-09T08:19:41.507784162+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | Fetched https://www.blog.brightcoding.dev/2025/02/13/40-logical-numerical-reasoning-questions-to-test-your-cognitive-skills/ (134303 bytes, text/html; charset=utf-8)\nPrompt: Extract ALL 40 questions with their answer choices and correct answers. I need every question, every option, and the correct answer for each.\n\n[ [Bright Coding] ][1]\n[ Home ][2]\n\n[Login][3]\n[ Home ][4]\n[ Login ][5]\n\n\n1. [ Home ][6]\n3. [ Intelligence Quotient ][7]\n5. 40 Logical & Numerical Reasoning Que...\n\n# 40 Logical &","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_recall,spf_web_fetch,spf_web_fetch] | ts=2026-03-09T08:15:47.031539773+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_search] | ts=2026-03-09T08:11:52.962368404+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_recall, source:flint_dispatch, relevance:0.76, promoted:24hr→7day, promoted:7day→pinned | Recall 'IQ test questions mensa practice answers' (20 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/547cda1542880fd5.txt ══\nWhile the specific format can vary slightly depending on the administered (more on that later), the Mensa IQ test\ngenerally involves a set number of questions completed within a specific time limit.\n\nThe number of questions in a survey can vary, but some versions contain around 60 questions. These questions usually\nfocus on a variety of cognitiv","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | Fetched https://www.test-guide.com/mensa-practice-test.html (516650 bytes, text/html; charset=UTF-8)\nPrompt: Extract all IQ test questions, including the question text, answer choices, and any pattern descriptions. I need the actual test content.\n\n [ Skip to content][1]\n\n[ [Test-Guide.com Logo] {\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- // Load transformer config\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs: let transformer_config = config::TransformerConfig::load(\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- &paths::spf_root().join(\"LIVE/CONFIG/transformer.json\")\n/data/data/com.termu","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-/// Triggers a manual training batch from accumulated gate signals.\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:pub fn handle_train(\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs- transformer: &Option>>,\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-// \"spf_transformer_chat\" => { /* gate check + */ handle_chat(","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | mesh_tx: &Option>,\n peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n--\n storage: SpfStorage,\n http_config: crate::config::HttpConfig,\n transformer: std::sync::Arc) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- std::thread::Builder::new()\n/data/data/com.termux/files/home/SPFsmartGATE/src/f","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:54:54.727314834+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | \nimpl SpfConfig {\n /// Load config from JSON file, falling back to defaults\n pub fn load(path: &Path) -> anyhow::Result {\n if path.exists() {\n let content = std::fs::read_to_string(path)?;\n let config: Self = serde_json::from_str(&content)?;\n--\n\nimpl HttpConfig {\n /// Load HTTP config from JSON file, falling back to defaults\n pub fn load(path: &Path) -> anyhow::Result {\n if path.exists() {\n let content = std::fs::read_to_stri","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | };\n\n // SB-6: Prepend brain context before generation\n // Pulls from episodic memory (past Q+A) and knowledge (moral framework, etc.)\n let episodic = crate::brain_local::brain_context(message, \"flint_episodic\", 1000);\n let knowledge = crate::brain_local::brain_context(message, \"flint_knowledge\", 500);\n let has_context = !episodic.trim().is_empty() || !knowledge.trim().is_empty();\n\n // Format as chat turn — context prepended when available\n let chat_prompt = if has_contex","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T07:52:45.971488529+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | )})\n}\n\n/// Handle spf_transformer_train\n/// Triggers a manual training batch from accumulated gate signals.\npub fn handle_train(\n transformer: &Option>>,\n args: &Value,\n config: &TransformerConfig,\n) -> Value {\n let state_lock = match transformer {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T07:51:53.704247819+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | const DROP_CHECK_INTERVAL: Duration = Duration::from_secs(60);\n\n/// How often the tiered promotion loop runs.\nconst TIER_LOOP_INTERVAL: Duration = Duration::from_secs(3600); // 1 hour\n\n/// Minimum relevance score to store a signal. Filters routine low-value calls.\nconst MIN_RELEVANCE: f64 = 0.1;","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:51:29.969396631+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | \"spf_transformer_status\", \"spf_transformer_metrics\",\nfn run_router(collector: Arc) {","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:42:53.998123911+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T07:42:22.453419287+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T07:41:49.633490550+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | }\n\n // ── R3-06: Re-read detection ────────────────────────────────────────────\n // Track file reads. First read: full passthrough. Re-reads: compressed\n // to head+tail — AI still gets useful context but saves 50-80% tokens.\n let is_reread = if tool == \"Read\" {\n if let Some(ref fp) = ctx.target_file {\n match READ_TRACKER.lock() {\n Ok(mut tracker) => {\n let count = tracker.entry(fp.clone()).or_insert(0);\n *cou","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:40:49.050147865+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T07:40:18.139793762+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T07:40:03.549521840+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:39:46.774365284+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:37:37.389863927+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | const LOCK_TIMEOUT: Duration = Duration::from_secs(5);\nconst LOCK_RETRY_INTERVAL_MS: u64 = 50;\n\n// ============================================================================\n// PROTOCOL TYPES\n// ============================================================================\n\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub enum Source {\n Stdio,\n Http,\n Mesh { peer_key: String },\n Transformer { role: String, model_id: String },\n Pipeline { stream_id: String, peer_key: String },\n}","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Glob,Write] | ts=2026-03-09T07:22:24.330591619+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | //\n// REFACTOR: Source-aware gate — source: &Source added to process().\n// gate::process() is the SINGLE ENTRY POINT. Called before handle_tool_call\n--\n session: &Session,\n source: &Source,\n) -> GateDecision {\n--\n // ── STEP 0: SOURCE LOGGING ────────────────────────────────────────────────\n // Log source identity for training pipeline. FLINT has full tool access —\n // same permissions as Stdio. All calls still pass through validation below.\n if let Source::Transformer { ref ","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:56:55.963599546+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:47:05.423823521+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | \n // FL-1B: Stdio routes through dispatch::call() like all transports.\n // dispatch::call() handles: source-aware lock (FL-1A), gate, execution,\n // FLINT intercept (FL-1C), listener notification — one path, all transports.\n // Block BB listener bridge REMOVED — dispatch handles listener notification.\n let response = crate::dispatch::call(&state, crate::dispatch::Source::Stdio, name, &args);\n","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Bash,Grep] | ts=2026-03-09T06:24:54.127790540+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:16:32.784008127+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:05:48.187971185+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:04:27.791431737+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_search,Write,spf_agent_memory_search] | ts=2026-03-09T05:17:19.378005628+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,spf_brain_search,Glob] | ts=2026-03-09T04:48:59.769818468+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Grep,Read] | ts=2026-03-09T04:31:58.093999379+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-09T03:55:59.456366713+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:05:03.547603938+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_brain_store,spf_mesh_peers,spf_pool_status] | ts=2026-03-09T09:25:59.824654832+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-03-09T09:19:31.674622845+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-09T09:19:23.766188837+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-09T09:09:21.817504848+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:57:57.971362505+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:57:15.462679188+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:56:40.279212483+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,spf_web_download] | ts=2026-03-09T08:39:42.261366361+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,spf_web_download,spf_brain_recall] | ts=2026-03-09T08:39:30.051232615+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | pub fn open(path: &Path) -> Result {\n pub fn remember(&self, entry: MemoryEntry) -> Result {\n pub fn create_memory(\n pub fn recall(&self, id: &str) -> Result> {\n pub fn search_memories(&self, query: &str, limit: usize) -> Result> {\n pub fn get_by_tag(&self, tag: &str) -> Result> {\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n pub fn forget(&self, id: &str) -> Result ValidationResult {\n let peer_key = match params.peer_key.as_deref() {\n Some(k) if !k.is_empty() => k,\n _ => return ValidationResult::block(","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:00:59.288227839+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:56:45.422536581+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T06:56:31.857893878+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-09T06:55:59.276051599+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T06:53:16.671883067+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:52:17.844098090+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:52:06.535428042+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:51:02.679462650+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:50:44.684353750+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:50:33.631677244+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:50:22.092709436+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:48:07.999090164+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:46:53.560129203+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:41:49.847673694+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:40:45.784447468+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:38:57.158811208+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T06:37:13.803276664+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T06:35:43.122788+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-09T06:26:23.948523057+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-03-09T06:24:57.534268351+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-09T06:16:40.229217030+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T12:12:22.086018420+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_mesh_peers] | ts=2026-03-09T09:26:16.376130920+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_voice_mode] | ts=2026-03-09T08:24:25.831349731+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_fetch,spf_voice_mode,spf_transformer_status] | ts=2026-03-09T08:24:10.954987132+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | Search 'Mensa IQ test online free practice questions' via duckduckgo (10 results):\n\n1. \n https://www.test-guide.com/mensa-practice-test.html\n \n\n2. \n https://iqtestprep.com/mensa-test-practice/\n \n\n3. \n https://iqtest-free.org/mensa-iq-test\n \n\n4. \n https://www.mensa.org/mensa-iq-challenge/\n \n\n5. \n https://practicetestgeeks.com/mensa-practice-test\n \n\n6. \n https://www.rd.com/list/mensa-quiz/\n \n\n7. \n https://www.mensaiqtest.net/mensatest\n \n\n8. \n https://ays-pro.com/blog/","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | Fetched https://www.mensa.org/public/mensa-iq-challenge (542116 bytes, text/html; charset=UTF-8)\nPrompt: Find any IQ test questions, puzzles, or pattern recognition challenges on this page. Extract the actual test questions if available.\n\n\n\n[**Contact Us Today**][1]\n\n\n[ [Mensa International] [Mensa International] [Mensa International] [Mensa International] ][2]\n\n* [Home][3]\n* [About Us][4]\n [Mensa Today]\n \n #### Mensa Today\n \n Mensa 101: Discover Mensa today.\n \n [History of Mensa]\n \n ##","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:57:03.487114785+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | crate::flint_memory::start_memory_router(\n crate::flint_memory::start_memory_router(","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T12:25:15.937567604+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- }\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs: // Auto-generate API key if none configured\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- if http_config.api_key.is_empty() {\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- use rand::Rng;\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T12:12:01.362722230+00:00","tool":"pinned_fact","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/identity.pub (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","tool":"pinned_fact","weight":3.5849626064300537} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | let mut state = crate::transformer_tools::TransformerState::from_config(","tool":"pinned_fact","weight":3.5849626064300537} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | pub fn run(config: SpfConfig, config_db: SpfConfigDb, session: Session, storage: SpfStorage, http_config: crate::config::HttpConfig) {","tool":"pinned_fact","weight":3.5849626064300537} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | &state.network_config, &state.pool_state,\n &state.pipeline,\n &state.browser, &state.ws_browser_channels, state.http_port,\n &state.tracked_peers, &state.orchestrator_state,\n )\n };\n","tool":"pinned_fact","weight":3.321928024291992} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (652 lines)\n 1\t// SPF Smart Gateway - Mesh Network Transport (Layer 3)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// ","tool":"pinned_fact","weight":3.321928024291992} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/voice.rs (2023 lines)\n 1\t// SPF Smart Gateway - Voice Pipeline (Block Q + Block CC)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Voice communication over mesh with real + fallback implementations.\n 5\t//\n 6\t// Mesh stream type: 0x03 (framing::StreamType::VoiceAudio)\n 7\t//\n 8\t// Architecture:\n 9\t// AudioInput → encode → VoiceFrame → mesh (0x03) → decod","tool":"pinned_fact","weight":3.321928024291992} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 1\t# DEEP_DIVE_FLINT.md — SPF Smart Gateway Architecture Deep Dive\n 2\t# FLINT Optimization + Training Data Pipeline + RAG Reweight\n 3\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 4\t# Created: 2026-04-10\n 5\t# Updated: 2026-04-11 — 100% verified against live source\n 6\t# Owner: FLINT (agents READ ONLY)\n 7\t\n 8\t---\n 9\t\n 10\t## PART 1: COMPLETE ","tool":"pinned_fact","weight":3.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.claude.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/P","tool":"pinned_fact","weight":3.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/identity.pub (1 lines)\n 1\tba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c","tool":"pinned_fact","weight":3.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS.md (587 lines)\n 1\t# WORK_BLOCKS — FLINT Persistence & Learning Integration\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Owner: FLINT | Agents: READ ONLY\n 4\t# Created: 2026-03-08\n 5\t# Working Dir: DEPLOY/\n 6\t\n 7\t═══════════════════════════════════════════════════════\n 8\t FULL SCOPE\n 9\t═══════════════════════════════════════════════════════\n 10\t\n 1","tool":"pinned_fact","weight":3.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"controller1\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"controller\",\n 11\t \"team\": \"alpha\"\n 12\t}","tool":"pinned_fact","weight":3.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | // TOOL ALIAS MAP — QW-1: External LLM compatibility (Qwen, etc)\n// ============================================================================\n\n/// Maps external/unprefixed tool names to internal SPF tool names.\n/// Enables Qwen and other LLMs to call tools without \"spf_\" prefix.\n/// Called at the start of handle_tool_call() to normalize incoming names.\n/// Additive-only — existing callers unaffected. Zero breaking changes.\npub fn tool_alias_map(name: &str) -> &str {\n match name {\n \"","tool":"pinned_fact","weight":3.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | \"spf_mesh_call\",\n \"tool_name\": {\"type\": \"string\", \"description\": \"Name of the SPF tool to execute (e.g. spf_brain_search, spf_mesh_call)\"},\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n .or_else(|| args[\"tool\"].as_str()) // spf_mesh_call uses \"tool\" arg\n \"spf_mesh_call\" => {","tool":"pinned_fact","weight":3.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.79, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (451 lines)\n 1\t// BLOCK 0 — Memory Extraction & Pruning Utility\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// Compiles and runs against LIVE LMDB5 to extract, prune, and output\n 5\t// training data. Handles bincode-serialized MemoryEntry properly.\n 6\t//\n 7\t// Usage: cargo run --bin prune_memories\n 8\t//\n 9\t// Output: LIVE/TMP/stoneshell-brain","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | query: args[\"query\"].as_str().map(String::from),\n pattern: args[\"pattern\"].as_str().map(String::from),\n path: args[\"path\"].as_str().map(String::from),\n url: args[\"url\"].as_str().map(String::from),\n topic: args[\"topic\"].as_str().map(String::from),\n category: args[\"category\"].as_str().map(String::from),\n text: args[\"text\"].as_str().map(String::from),\n collection: args[\"collection\"].as_str().map(String::from),\n title: args[\"title\"].as_","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | let live_base = spf_root().join(\"LIVE\").display().to_string();\n let resolve = |vpath: &str| -> std::path::PathBuf {\n if vpath.starts_with(\"/tmp/\") {\n std::path::PathBuf::from(format!(\"{}/TMP/TMP\", live_base))\n .join(vpath.strip_prefix(\"/tmp/\").unwrap_or(\"\"))\n } else {\n std::path::PathBuf::from(format!(\"{}/PROJECTS/PROJECTS\", live_base))\n ","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned | let state = Arc::new(ServerState {\n let state = Arc::new(ServerState {","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/lib.rs (40 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\t","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | total 11\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 31 19:02 .\ndrwx------. 5 u0_a163 u0_a163 3452 Mar 18 19:45 ..\n-rw-------. 1 u0_a163 u0_a163 65 Mar 31 19:02 controller1.keys\n","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | total 19\ndrwx------. 3 u0_a163 u0_a163 3452 Mar 31 18:09 .\ndrwx------. 10 u0_a163 u0_a163 3452 Mar 31 18:08 ..\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 31 18:09 groups\n-rw-------. 1 u0_a163 u0_a163 183 Mar 31 18:09 mesh.json\n-rw-------. 1 u0_a163 u0_a163 237 Mar 31 18:09 network.json\n","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"e956f522\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"worker\",\n 11\t \"team\": \"alpha\"\n 12\t}","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | pub fn handle_train(\npub fn handle_train_evil(args: &Value) -> Value {\npub fn handle_train_good(args: &Value) -> Value {","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1\t// SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice:","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | pub mod paths;\npub mod calculate;\npub mod config;\npub mod gate;\npub mod inspect;\npub mod mcp;\npub mod session;\npub mod storage;\npub mod validate;\npub mod web;\npub mod http;\npub mod dispatch;\npub mod identity;\npub mod mesh;\npub mod fs;\npub mod config_db;\npub mod tmp_db;\npub mod agent_state;\npub mod tensor;\npub mod tokenizer;\npub mod framing;\npub mod attention;\npub mod ffn;\npub mod encoder;\npub mod decoder;\npub mod transformer;\npub mod checkpoint;\npub mod gate_training;\npub mod transformer_tools;\n","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | pub struct CandleWhisperSTT {\nimpl CandleWhisperSTT {\npub struct PiperTTS {\nimpl PiperTTS {","tool":"pinned_fact","weight":2.5849623680114746} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 1\t// BLOCK 0 — Memory Extraction & Pruning Utility (v2)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// Compiles and runs against LIVE LMDB5 to extract, consolidate, and output\n 5\t// training data. Handles bincode-serialized MemoryEntry properly.\n 6\t//\n 7\t// KEY DESIGN: Duplicates multiply weight, not get discarded.\n 8\t// Same action","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 394\t**Purpose:** Turn 138,241 raw memories into ~15-20K high-signal training examples. Aggressive pruning — keep edges, discard noise. Self-pruning protocol developed later.\n 395\t\n 396\t| Sub | Lines Est | What | Result |\n 397\t|---|---|---|---|\n 398\t| 01 | ~80 | Expire TTL cleanup | Remove expired Working memories (1h TTL). Culls bulk of 138K stale entries. |\n 399\t| 02 | ~","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ drop folder for user-added files → auto-index.\n 8\t//\n 9\t// ","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (149 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (145 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/agent_state.rs (684 lines)\n 1\t// SPF Smart Gateway - Agent State LMDB\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// LMDB-backed persistent state for Agent's virtual home. Stores preferences,\n 5\t// memory, working context, and session continuity data across sessions.\n 6\t//\n 7\t// Database: AGENT_STATE\n 8\t// Storage: ~/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB/\n 9\t\n 10\tuse anyhow::{anyhow, Re","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | }\n}\n\n// ============================================================================\n// MESH CONFIGURATION — Agent identity, role, team, discovery\n// ============================================================================\n\n/// Dual-mode role — parsed from mesh.json \"role\" field.\n/// Shared between config.rs (MeshConfig), identity.rs (PeerInfo), and mesh.rs (PeerChannel).\n#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Hash)]\npub enum AgentRole {\n /// Human-facing director — ma","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/groups/controller1.keys (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_MASTER.md (240 lines)\n 1\t# MASTER BUILD PLAN — Duplex Streams + Dual-Mode Mesh\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t\n 4\t## FULL-SCOPE IMPACT — 43 .rs files audited\n 5\t\n 6\t### Layers that CANNOT break:\n 7\t1. **dispatch::call()** — all transports converge here\n 8\t2. **handle_tool_call()** — 14-param entry, 55+ tools\n 9\t3. **gate::process()** — secur","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | ),\n // ====== API SESSION TOOLS (Block PP-2) ======\n tool_def(\n \"spf_api_session\",\n \"Open and manage full duplex API sessions to mesh peers. Sessions enable persistent encrypted pipelines for agent-to-agent tool calling over QUIC. Actions: open (connect to peer), call (execute tool on peer via session), close (end session), status (list active sessions).\",\n json!({\n \"action\": {\"type\": \"string\", \"description\": \"Action: open, ca","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | /// Additive-only — existing callers unaffected. Zero breaking changes.\npub fn tool_alias_map(name: &str) -> &str {\n match name {\n \"read\" => \"Read\", \"write\" => \"Write\", \"edit\" => \"Edit\",\n \"bash\" => \"Bash\", \"glob\" => \"Glob\", \"grep\" => \"Grep\",\n \"calculate\" => \"spf_calculate\", \"status\" => \"spf_status\", \"session\" => \"spf_session\",\n \"brain_search\" => \"spf_brain_search\", \"brain_store\" => \"spf_brain_store\",\n \"brain_context\" => \"spf_brain_context\", \"brain_index\" => ","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | Err(e) => {\n eprintln!(\"[SPF-MESH] Handshake read error for {}: {}\", &peer_key[..16], e);\n AgentRole::Orchestrator\n }\n };\n\n self.channels.insert(\n peer_key.to_string(),\n PeerChannel {\n peer_key: peer_key.to_string(),\n role: their_role,\n send: send_iroh,\n recv: recv_iroh,\n _conn: conn_iroh,\n last_active: Instant::now(),\n","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (774 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t// GET /health — Health check (no auth)\n 10\t// GET /status — SPF gateway st","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/dispatch.rs (505 lines)\n 196\t let _ = state.storage.save_session(&session);\n 197\t serde_json::json!({\n 198\t \"type\": \"text\",\n 199\t \"text\": gate_decision.message,\n 200\t \"_blocked\": true\n 201\t })\n 202\t } else {\n 203\t // Allowed — execute through handle_tool_call (pure execution, no gate inside)\n 204\t crate::mcp::handle_tool_ca","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/dispatch.rs (505 lines)\n 1\t// SPF Smart Gateway - Unified Dispatch Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Foundation layer for ALL tool routing.\n 5\t// Every transport (stdio, HTTP, mesh, voice) converges here.\n 6\t// Zero dependencies on pipelines, mesh, or any higher layer.\n 7\t//\n 8\t// REFACTOR: gate::process() called at entry before handle_t","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | crate::mcp::handle_tool_call(\n tool, args, request.source.clone(), &gate_decision,\n &state.config, &mut session, &state.storage,\n &state.config_db, &state.tmp_db,\n &state.fs_db, &state.agent_db,\n &state.pub_key_hex, &state.mesh_tx,\n &state.peers,\n &state.transformer, &state.transformer_config,\n &state.network_config, &state.pool_state,\n &state.pipeline,\n &state.browser, &state.ws","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | // SPF Smart Gateway - Unified Dispatch Protocol\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Foundation layer for ALL tool routing.\n// Every transport (stdio, HTTP, mesh, voice) converges here.\n// Zero dependencies on pipelines, mesh, or any higher layer.\n//\n// REFACTOR: gate::process() called at entry before handle_tool_call.\n// Gate is the door. handle_tool_call is pure execution — no gate inside.\n// source from request flows through gate so decisions are source-aware.\n//\n//","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | batch_size: args[\"batch_size\"].as_u64(),\n }\n}\n\n/// Handle a tool call\npub fn handle_tool_call(\n name: &str,\n args: &Value,\n source: crate::dispatch::Source,\n gate_decision: &crate::gate::GateDecision,\n config: &SpfConfig,","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | tool_name: args[\"tool_name\"].as_str().map(String::from),\n reason: args[\"reason\"].as_str().map(String::from),\n peer_key: args[\"peer_key\"].as_str().map(String::from),\n message: args[\"message\"].as_str().map(String::from),\n prompt: args[\"prompt\"].as_str().map(String::from),\n batch_size: args[\"batch_size\"].as_u64(),\n }\n}\n\n/// Handle a tool call\npub fn handle_tool_call(\n name: &str,\n args: &Value,\n source: crate::dispatch::Source,\n gate_decisio","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | .or_else(|| args[\"path\"].as_str())\n .or_else(|| args[\"absolute_path\"].as_str())\n .map(String::from),\n content: args[\"content\"].as_str().map(String::from),\n command: args[\"command\"].as_str()\n .or_else(|| args[\"tool\"].as_str()) // spf_mesh_call uses \"tool\" arg\n .or_else(|| args[\"pattern\"].as_str()).map(String::from),\n old_string: args[\"old_string\"].as_str().map(String::from),\n new_string: args[\"new_string\"].as","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/lib.rs (40 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\tpub mod agent_state;\n 19\tpu","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | use std::sync::{Arc, Mutex};\nuse std::time::{Duration, Instant};\n\n/// P2: Tracked peer in the mesh.\n#[derive(Debug, Clone)]\npub struct MeshPeerStatus {\n pub role: crate::config::AgentRole,\n pub name: String,\n pub last_seen: Instant,\n}\nuse axum::{\n--\n pub browser: std::sync::Mutex,\n /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n pub ws_browser_channels: std::sync::Mutex String {\n format!(r#\"{{\"type\":\"room_intro\",\"thinkers\":[{}]}}\"#, keys)\n pub fn build_task_assign(project_id: &str, task_id: &str, tool: &str, args: &str) -> String {\n format!(r#\"{{\"type\":\"task_assign\",\"project\":\"{}\",\"task\":\"{}\",\"tool\":\"{}\",\"args\":{}}}\"#,\n pub fn build_task_result(task_id: &str, output: &str, status: &str) -> String {\n format!(r#\"{{\"type\":\"task_result\",\"task\":\"{}\",\"output\":{},\"status\":\"{}\"}}\"#,\n ","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1082 lines)\n 396\t// ============================================================================\n 397\t// MESH STARTUP + INBOUND HANDLER\n 398\t// ============================================================================\n 399\t\n 400\t/// Main mesh loop — runs in dedicated thread with tokio runtime.\n 401\t/// Accepts inbound QUIC connections from trusted peers.\n 402\t/// Routes JSON-RPC reques","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (774 lines)\n 1\t// SPF Smart Gateway - HTTP API Server Transport\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t//","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (482 lines)\n 1\t// SPF Smart Gateway - Message Framing Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Length-prefixed message framing for persistent bidirectional streams.\n 5\t// Replaces one-shot read_to_end/finish pattern in mesh transport.\n 6\t// Supports 9 stream types: TOOL_RPC, CHAT, VOICE, PIPELINE, BRAIN_SYNC, API_SESSION, etc.\n 7\t//\n ","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (433 lines)\n 1\t// SPF Smart Gateway - Cryptographic Identity\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Ed25519 key pair management for SPF mesh authentication.\n 5\t// Each SPF instance generates a unique identity on first run.\n 6\t// Public keys are shared between peers via group files.\n 7\t//\n 8\t// Key storage:\n 9\t// LIVE/CONFIG/identity.","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 1\t// SPF Smart Gateway - Configuration\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n 5\t//\n 6\t// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n 7\t// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n ","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | }\n\n/// Handle a tool call\npub fn handle_tool_call(\n name: &str,\n args: &Value,\n source: crate::dispatch::Source,","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (774 lines)\n 1\t// SPF Smart Gateway - HTTP API Server Transport\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t// GET /health — Health che","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (652 lines)\n 1\t// SPF Smart Gateway - Mesh Network Transport (Layer 3)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// Rev 2: Persistent bidirectiona","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs (505 lines)\n 1\t// SPF Smart Gateway - Unified Dispatch Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Foundation layer for ALL tool routing.\n 5\t// Every transport (stdio, HTTP, mesh, voice) converges here.\n 6\t// Zero dependencies on pipelines, mesh, or any higher layer.\n 7\t//\n 8\t// REFACTOR: gate::process() called at entry before handle_tool_call.\n 9\t// Gate is ","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | \"spf_api_session\",\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"spf_api_session\" => {","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/pipeline.rs (1107 lines)\n 1\t// SPF Smart Gateway - Pipeline Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK N — Pipeline orchestration for streaming task execution.\n 5\t// Enables: batch submission, chain execution, worker dispatch, backpressure.\n 6\t//\n 7\t// Pipeline messages flow over mesh stream types 0x04 (PipelineTask) and 0x05 (PipelineResult).\n","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/groups\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/groups/controller1.keys","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"controller1\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"controller\",\n 11\t \"team\": \"alpha\"\n 12\t}","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/groups/controller1.keys (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.keys (1 lines)\n 1\t0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.keys","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5175 lines)\n 5051\t\n 5052\t // Run stdio loop if transport is \"stdio\" or \"both\"\n 5053\t if http_config.transport != \"http\" {\n 5054\t let stdin = io::stdin();\n 5055\t for line in stdin.lock().lines() {\n 5056\t let line = match line {\n 5057\t Ok(l) => l,\n 5058\t Err(e) => {\n 5059\t log(&format!(\"stdin read error: {}\", e));\n 5060\t continue;\n 5061\t }\n 5","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/calculate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/lib.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/validate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice::spf_voice;\n 10\tuse crate::config::SpfConfig;\n 11\tuse crate::","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9\t// gate.rs gets 5 tools added to allowlist.\n 10\t//\n 11\t// All handlers follow the mc","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | async fn proxy_handler(\nasync fn proxy_asset_handler(\nasync fn ws_browser_handler(","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/chat.rs (1286 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Text chat system for user ↔ user, user ↔ agent, agent ↔ agent communication.\n 5\t// Messages flow over mesh StreamType::ChatText (0x02) and local LMDB storage.\n 6\t// Transformer (Researcher config) generates responses in decoder-only/causal mode.\n 7\t//\n 8\t// Features:\n 9\t// - ChatMessage for","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n// WB-2d: REVERSE PROXY HANDLERS — /proxy, /proxy/asset, /ws/browser\n/// GET /proxy?url=... — Fetch target URL, inject CONTROL_JS, serve to browser.\n/// GET /proxy/asset?url=... — Fetch and passthrough a page asset (CSS/JS/image).\n/// GET /ws/browser — WebSocket endpoint for browser control JS.\n .route(\"/proxy\", get(proxy_handler))\n .route(\"/proxy/asset\", get(proxy_asset_handler))\n ","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned | tool: \"spf_chat_receive\".to_string(),\n \"spf_chat_receive\" => {\n session.record_action(\"spf_chat_receive\", \"called\", None);","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate.rs (493 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// Build Anchor protocol, content inspection. No runtime config by","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice::spf_voice;\n 10\tuse crate::config:","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/30marAUDIT.md (535 lines)\n 1\t# SPFsmartGATE System Audit — 2026-03-30\n 2\t**Source of Truth:** Live build at `~/SPFsmartGATE/src/`\n 3\t**Auditor:** Claude (step-3.5-flash)\n 4\t**Purpose:** Verify complete and correct implementation, find gaps, stubs, bypasses, miswirings, outdated docs.\n 5\t\n 6\t---\n 7\t\n 8\t## 1. Tool Routing Matrix — Definitions vs Handlers\n 9\t\n 10\t**Tool Definitio","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 401\t \"spf_brain_search\" | \"spf_brain_recall\" | \"spf_brain_context\" |\n 402\t \"spf_brain_store\" | \"spf_brain_index\" | \"spf_brain_list\" |\n 403\t \"spf_brain_get_doc\" | \"spf_brain_list_docs\" |\n 404\t \"spf_voice_mode\" | \"spf_voice_call\" | \"spf_voice_team\" |\n 405\t \"spf_chat_send\" | \"spf_chat_history\" | \"spf_chat_rooms\" |\n 406\t \"spf_mesh_call\" | \"spf_mesh_status\" | \"sp","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 281\t if text.len() > 2000 {\n 282\t let ts_date = &ctx.timestamp[..ctx.timestamp.len().min(10)];\n 283\t let title = format!(\"result:{}:{}\", tool, ts_date);\n 284\t crate::brain_local::brain_store(text, &title, \"flint_results\");\n 285\t }\n 286\t\n 287\t // ── R3-06: Track reads for build anchor context (compression removed)\n 288\t // Re-read compression caused Read failures ","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 301\t let compressed = compress_result(tool, text);\n 302\t\n 303\t // ── FL-3: Build output with compression + context injection ─────────────\n 304\t let mut output = result.clone();\n 305\t if let Some(obj) = output.as_object_mut() {\n 306\t // Apply compression if text was reduced\n 307\t if compressed.len() < text.len() {\n 308\t obj.insert(\"text\".to_string(), Value::S","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | match crate::checkpoint::serialize_weights(&weight_refs, \"flint_writer\", state.training_step) {","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB/lock.mdb\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB/data.mdb\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/tls\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/tls/cert.pem\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/tls/key.pem\n/data/data/com.te","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 1\t// SPF Smart Gateway - Rules Validator\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Validates tool calls against SPF rules:\n 5\t// - Stage 0: Command whitelist (default-deny) — BLOCK-03\n 6\t// - Build Anchor Protocol (must read before edit/write)\n 7\t// - Blocked paths (/tmp, /etc, /usr, /system)\n 8\t// - Dangerous command detection\n 9\t// - User FS recon comm","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | Ok(data) => match crate::checkpoint::deserialize_weights(&data) {","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/STATUS.txt (133 lines)\n 1\t# STATUS — SPF Smart Gateway\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Updated: 2026-03-08 Session 9\n 4\t# Owner: FLINT (agents READ ONLY)\n 5\t\n 6\t═══════════════════════════════════════════════════════\n 7\t BINARY — Current Deployed Build\n 8\t═══════════════════════════════════════════════════════\n 9\tLocation: ~/SPFsmartGATE/LIVE/BIN/spf-smart-g","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (135 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | let transformer = if transformer_config.enabled {\n log(\"Transformer: enabled — initializing runtime state\");\n let mut state = crate::transformer_tools::TransformerState::from_config(\n &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n );\n // RC-2: Load checkpoint if available (same pattern as worker.rs init_transformer)\n let ckpt_path = crate::paths::spf_root()\n .join(\"LIVE/MODELS\")\n ","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | use serde::{Deserialize, Serialize};\nuse candle_core::IndexOp;\nuse ort::Session as OrtSession;","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (153 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | \"spf_web_connect\",\n \"spf_web_navigate\",\n \"Navigate browser to URL. Waits for page load. Returns page title and URL. Requires spf_web_connect first.\",\n \"spf_web_screenshot\",\n \"spf_web_click\",\n \"spf_web_fill\",\n \"spf_web_select\",\n \"spf_web_eval\",\n \"spf_web_design\",\n \"spf_web_page\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"web_screenshot\" =>","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/web.rs (469 lines)\n 1\t// SPF Smart Gateway - Web Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// AI-friendly web access: search, read pages, download, API calls.\n 5\t// All access gated through SPF gate::process() in mcp.rs handlers.\n 6\t// Nothing bypasses SPF.\n 7\t\n 8\tuse reqwest::blocking::Client;\n 9\tuse serde::{Deserialize, Serialize};\n 10\tuse std::net::{Ipv4Addr, Ip","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (149 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.78, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CLAUDE.md (375 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-02-25\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaiting","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | \"mesh_status\" => \"spf_mesh_status\", \"mesh_peers\" => \"spf_mesh_peers\",\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"transformer_status\" => \"spf_transformer_status\",\n \"transformer_infer\" => \"spf_transformer_infer\",\n \"transformer_chat\" => \"spf_transformer_chat\",\n \"transformer_train\" => \"spf_transformer_train\",\n \"transformer_metrics\" => \"spf_transformer_metrics\",\n \"pool_status\" => \"spf_pool_status\", \"pool_assign\" => \"","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | // ── FL-1C: FLINT pre-execution intercept ─────────────────────────────────\n // Runs BEFORE session lock — brain Mutex is independent, zero contention.\n // FLINT observes and queries context. Does NOT gate — gate gates.\n let flint_ctx = crate::flint_memory::flint_intercept(tool, args);\n\n // ── FL-1A: Source-aware lock strategy ─────────────────────────────────────\n // Stdio: blocking lock — MCP protocol has no retry mechanism.\n--\n // ── FL-1C: FLINT post-execution processi","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-16T08:04:30.768003935+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-16T07:58:26.542233866+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | \n // Step 1: Drain accumulated training signals from GateTrainingCollector (Block J)\n let signals = match &state.collector {\n Some(collector) => collector.drain_signals(),\n None => {","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-16T07:55:48.199599864+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-16T07:54:13.890550994+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-16T07:39:14.725688889+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-16T07:35:35.617217670+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | \n/// Handle spf_transformer_train\n/// Triggers a manual training batch from accumulated gate signals.\npub fn handle_train(\n transformer: &Option>>,\n args: &Value,\n config: &TransformerConfig,","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-16T07:34:47.568804199+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | pool_state: None, // Workers never own the pool\n });\n\n // Spawn FLINT Memory Router — AFTER ServerState (needs Arc for dispatch::call)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(\n collector.clone(), Some(transformer.clone()), state.clone()\n );\n log(\"FLINT Memory Router started (MB-FR/MB-FT) with auto-train + metrics\");\n }\n\n--\n &crate::paths::spf_root().join(\"LIVE/CONFIG/transform","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-16T07:30:52.365757986+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1008 lines)\n 71\t// PUBLIC ENTRY POINT — called from mcp.rs after build_listeners()\n 72\t// ============================================================================\n 73\t\n 74\t/// Spawn the FLINT Memory Router as a named background thread.\n 75\t///\n 76\t/// This is the DURING and AFTER learning pipeline:\n 77\t/// DURING: drains GateTrainingCollector → FLINT scores → routes t","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,spf_tmp_stats] | ts=2026-03-16T07:28:15.258833151+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1008 lines)\n 63\t\n 64\t/// Top N% of Working memories promoted to next tier each cycle.\n 65\tconst PROMOTE_TOP_PERCENT: f64 = 0.20;\n 66\t\n 67\t/// If more than this fraction of memories are active, promote all of them.\n 68\tconst PROMOTE_ALL_THRESHOLD: f64 = 0.50;\n 69\t\n 70\t// ============================================================================\n 71\t// PUBLIC ENTRY PO","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | ///\n/// PRE pipeline (startup brain indexing) is handled in mcp.rs before this call.\npub fn start_memory_router(\n collector: Arc,\n transformer: Option>>,\n--\n// ============================================================================\n\nfn run_router(\n collector: Arc,\n transformer: Option>>,\n--\n\n // DURING: drain gate signals and route to brain\n signal_count += route","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_tmp_stats,spf_agent_context] | ts=2026-03-16T07:27:37.021748269+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_tmp_stats,spf_agent_context,spf_mesh_status] | ts=2026-03-16T07:26:23.665345797+00:00","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1008 lines)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ drop folder for user-added files → au","tool":"pinned_fact","weight":2.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_tmp_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_tmp_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,spf_mesh_status,spf_agent_stats] | ts=2026-03-16T07:14:20.438156125+00:00","tool":"pinned_fact","weight":2.0} +{"label":-3,"source":"tlog","text":"[tlog] gate_decision | Grep | Tool: Grep. Source: stdio. Duration: 166283ms. Overrides: no. Preceding: Glob, Glob, Read. | allowed","tool":"Grep","weight":4.0} +{"label":-3,"source":"tlog","text":"[tlog] gate_decision | spf_brain_search | Tool: spf_brain_search. Source: stdio. Duration: 58801ms. Overrides: no. Preceding: spf_brain_search, spf_brain_search, spf_brain_search. | allowed","tool":"spf_brain_search","weight":4.0} +{"label":-3,"source":"tlog","text":"[tlog] gate_decision | Read | Tool: Read. Source: stdio. Duration: 420153ms. Overrides: yes. Preceding: Edit, Read, Grep. | allowed","tool":"Read","weight":4.0} +{"label":-3,"source":"tlog","text":"[tlog] gate_decision | spf_brain_recall | Tool: spf_brain_recall. Source: stdio. Duration: 32984ms. Overrides: yes. Preceding: spf_agent_memory_search, spf_agent_session_info, spf_agent_memory_by_tag. | allowed","tool":"spf_brain_recall","weight":4.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (647 lines)\n 121\t pub memory_type: String,\n 122\t pub relevance: f64,\n 123\t}\n 124\t\n 125\t// ============================================================================\n 126\t// Constants\n 127\t// ============================================================================\n 128\t\n 129\tconst MAX_DB_SIZE: usize = 1024 * 1024 * 1024; // 1GB\n 130\tconst OUTPUT_DIR: &str = \"../LIVE/","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (589 lines)\n 401\t sig.tool, sig.source, sig.duration_ms,\n 402\t if sig.user_override { \"yes\" } else { \"no\" },\n 403\t sig.preceding_tools.join(\", \")\n 404\t );\n 405\t pruned.push(ConsolidatedExample {\n 406\t label, weight,\n 407\t tool: sig.tool.clone(),\n 408\t context, outcome,\n 409\t source_type: \"t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (583 lines)\n 181\t}\n 182\t\n 183\t/// Floor for zero: if any weight formula produces zero, bump to +1.\n 184\tfn floor_weight(w: f32) -> f32 {\n 185\t if w == 0.0 { 1.0 } else { w }\n 186\t}\n 187\t\n 188\t// ================================================================================\n 189\t// TODO: degrade_positive() usage — belongs in BLOCK 0 AUTO (live pruning)\n 190\t// NOT wired in ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (583 lines)\n 71\t pub preceding_tools: Vec,\n 72\t #[serde(default)]\n 73\t pub evil_score: f32,\n 74\t}\n 75\t\n 76\t// ============================================================================\n 77\t// Output: consolidated training example — portable format for any model\n 78\t// ============================================================================\n 79\t\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.57, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (583 lines)\n 56\t pub expires_at: u64,\n 57\t}\n 58\t\n 59\t/// TrainingSignal — matches gate_training.rs EXACTLY (no `weight` field)\n 60\t#[derive(Debug, Clone, Deserialize, Serialize)]\n 61\tpub struct TrainingSignal {\n 62\t pub tool: String,\n 63\t pub source: String,\n 64\t pub allowed: bool,\n 65\t pub status: String,\n 66\t pub duration_ms: u64,\n 67\t pub","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (576 lines)\n 176\tfn degrade_positive(old_label: i32, outcome_failed: bool) -> i32 {\n 177\t if old_label > 0 && outcome_failed {\n 178\t return -1; // +1 or +2 → -1 (block), skip zero\n 179\t }\n 180\t old_label\n 181\t}\n 182\t\n 183\t/// Floor for zero: if any weight formula produces zero, bump to +1.\n 184\tfn floor_weight(w: f32) -> f32 {\n 185\t if w == 0.0 { 1.0 } else {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (576 lines)\n 248\t groups.into_iter().map(|(hash, members)| {\n 249\t let count = members.len() as u64;\n 250\t // Best representative = highest score\n 251\t let best = members.iter().max_by(|a, b| {\n 252\t score_memory(a).partial_cmp(&score_memory(b)).unwrap_or(std::cmp::Ordering::Equal)\n 253\t }).unwrap();\n 254\t\n 255\t // Consolidated score","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (576 lines)\n 559\t }\n 560\t }\n 561\t\n 562\t // Weight amplification summary\n 563\t let total_occurrences: u64 = pruned.iter().map(|e| e.occurrence_count).sum();\n 564\t let avg_weight: f64 = pruned.iter().map(|e| e.weight as f64).sum::() / pruned.len() as f64;\n 565\t let max_weight = pruned.iter().max_by(|a, b| a.weight.partial_cmp(&b.weight).unwrap()).map(|e| e.we","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (576 lines)\n 521\t }\n 522\t drop(cw);\n 523\t println!(\" Catalog: {} entries → {}\", catalog.len(), catalog_path);\n 524\t\n 525\t // ========================================================================\n 526\t // Summary\n 527\t // ========================================================================\n 528\t let mut by_label: HashMap = HashMap::new();\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 398\t // Edge memories: highest priority, full inclusion\n 399\t for (mem, count, consolidated_score) in &edge {\n 400\t let label = label_for_memory(mem);\n 401\t if label == 0 { continue; }\n 402\t let cat = categorize_memory(mem);\n 403\t pruned.push(ConsolidatedExample {\n 404\t label,\n 405\t weight: floor_weight(*consolida","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 341\t println!(\"\\n[02] Consolidate duplicates (multiples → signal weight)...\");\n 342\t let mut consolidated = consolidate_duplicates(&all_memories);\n 343\t\n 344\t // Separate by category\n 345\t let mut edge: Vec<(&MemoryEntry, u64, f64)> = Vec::new();\n 346\t let mut gate: Vec<(&MemoryEntry, u64, f64)> = Vec::new();\n 347\t let mut regular: Vec<(&MemoryEntry, u6","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.57, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (872 lines)\n 569\t| Sub | Lines Est | What | Result |\n 570\t|---|---|---|---|\n 571\t| G0 | ~50 | **Backup all collections** | Export all brain docs + vectors before model change |\n 572\t| G1 | ~50 | Research | Candidates: mpnet-base-v2 (768d), gte-large (1024d) |\n 573\t| G2 | ~80 | brain_local.rs | Model path + embedding_dim config change |\n 574\t| G3 | ~120 | Re-embed | Re-index 1,300+ doc","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (579 lines)\n 156\t}\n 157\t\n 158\t/// Inferred label for memory entries (no explicit signal fields)\n 159\t/// Maps MemoryType to 20-level scale\n 160\tfn label_for_memory(mem: &MemoryEntry) -> i32 {\n 161\t match mem.memory_type {\n 162\t MemoryType::Pinned => 10, // Highest positive — permanent knowledge\n 163\t MemoryType::Instruction => 9, // User directive — high trust\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (570 lines)\n 376\t for sig in &all_tlogs {\n 377\t let label = label_for_training_signal(sig);\n 378\t let weight = weight_for_signal(sig);\n 379\t let outcome = if sig.allowed { \"allowed\" } else { \"blocked\" }.to_string();\n 380\t let context = format!(\n 381\t \"Tool: {}. Source: {}. Duration: {}ms. Overrides: {}. Preceding: {}.\",\n 382\t sig.t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 121\t// LABEL & WEIGHT FUNCTIONS\n 122\t// ============================================================================\n 123\t\n 124\t/// Signed label for training signals. NO ZERO — every signal pushes.\n 125\tfn label_for_training_signal(sig: &TrainingSignal) -> i32 {\n 126\t if sig.false_positive && sig.evil_score > 0.7 { return -3; }\n 127\t if sig.evil_score > 0.7 { retur","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 159\t 1.0\n 160\t}\n 161\t\n 162\t/// Inferred label for memory entries (no explicit signal fields)\n 163\t/// Maps MemoryType to 20-level scale\n 164\tfn label_for_memory(mem: &MemoryEntry) -> i32 {\n 165\t match mem.memory_type {\n 166\t MemoryType::Pinned => 10, // Highest positive — permanent knowledge\n 167\t MemoryType::Instruction => 9, // User directive ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 216\t // User preferences and instructions\n 217\t if matches!(mem.memory_type, MemoryType::Preference | MemoryType::Instruction) {\n 218\t return \"user_intent\";\n 219\t }\n 220\t // Code structure knowledge\n 221\t if mem.tags.iter().any(|t| t.starts_with(\"tool:\") || t.contains(\"code\") || t.contains(\"function\")) {\n 222\t return \"code_structure\";\n 223\t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 441\t if label == 0 { continue; }\n 442\t let cat = categorize_memory(mem);\n 443\t pruned.push(ConsolidatedExample {\n 444\t label,\n 445\t weight: floor_weight(*consolidated_score as f32),\n 446\t tool: \"memory\".to_string(),\n 447\t context: mem.tags.join(\", \"),\n 448\t outcome: mem.content.clone(),\n 449\t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (856 lines)\n 556\t| F2 | ~100 | token_to_id/id_to_token | Verify vocab covers code + natural language |\n 557\t| F3 | ~180 | transformer.rs, tokenizer.rs | Wire trained tokenizer into handle_infer |\n 558\t| F4 | ~100 | checkpoint | Save new model with trained vocab |\n 559\t\n 560\t**Estimate:** ~530 lines, 4 subtasks, critical (tokenizer must be trained before any inference works)\n 561\t\n 5","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (830 lines)\n 456\t|---|---|---|---|\n 457\t| A1 | ~30 | — | Create `WORK/training_data/{raw,synced,weighted}` folders |\n 458\t| A2 | ~100 | Block 0 output | Load pruned memories → `raw/memories.jsonl` |\n 459\t| A3 | ~80 | tlog:* LMDB keys | Dump signals → `raw/tlogs.jsonl` |\n 460\t| A4 | ~150 | memories.jsonl + tlogs.jsonl | Synced/linked → `synced/joined.jsonl` |\n 461\t| A5 | ~120 | joined.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h | Brain search 'agent_state.rs expire_memories function forget ttl expiry' — 5 result(s):\n\nScore: 0.508 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/ace5ecd25e3fc802.txt\nSPF agent_state.rs — Agent State LMDB (683 lines)\nLMDB-backed persistent agent home. Stored at LIVE/LMDB5/LMDB5.DB. 100MB max.\n\nENUMS:\n- MemoryType: Preference, Fact, Instruction, Context, Working (24h TTL), Pinned (never expire)\n\nSTRUCTS:\n- MemoryEntry: id (mem__), content, memory_type, tags Vec>> — thread-safe, one instance\n- External crate: stoneshell_brain (","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h | Brain search 'tokenizer.rs train function corpus target_vocab merges BPE' — 5 result(s):\n\nScore: 0.622 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/4b0468702c1a119c.txt\nBPE TRAINING: train(corpus, target_vocab) — byte-level init (256 chars), iterative pair merging\nENCODE: encode(text) → Vec — splits whitespace, checks specials, applies merges, UNK fallback\nDECODE: decode(ids) → String — skips PAD/BOS/EOS, joins tokens\nPERSISTENCE: to_json()/from_json() — manual JSON seria","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h | Brain search 'flint_memory.rs run_router function signature promotion loop TTL expires_at' — 5 result(s):\n\nScore: 0.375 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/ead2d6fbf7947be3.txt\n- FLINT intercept (FL-1C) happens inside dispatch, not in mcp.rs\n- GateTrainingCollector is Arc-shared between listeners list and TransformerState.collector\n- Chat uses deterministic conv_id from sorted pubkey prefixes\n- Voice has Light (espeak-ng FFI) and Rich (Piper ONNX) dual-mode TTS\n- CLON","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (830 lines)\n 394\t**File:** `DEPLOY/prune_memories.rs` (553 lines, compiles+runs against LIVE LMDB5)\n 395\t**Purpose:** One-time batch extraction + consolidation. Turns 138K raw memories into ~15-20K high-signal training examples.\n 396\t\n 397\t**KEY DESIGN IMPROVEMENT:** Duplicates multiply weight, NOT get discarded. Same action repeated = stronger signal.\n 398\t- `consolidate_duplicates()`:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h | Brain search 'dispatch.rs brain_index_path file write edit post-exec hook re-index' — 5 result(s):\n\nScore: 0.473 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/cc18b3ec3376b4e0.txt\nload(path)/save(path) — file I/O with fallback to untrained\nTESTS: 7 tests — roundtrip, special tokens, JSON persistence\nDEPS: serde_json (for deserialization only)\n\n=== attention.rs (518 lines) — Layer 1 ===\nSTRUCT: AttentionConfig { d_model, n_heads, causal: bool }\nSTRUCT: MultiHeadAttention { confi","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h | Brain search 'train.rs binary_ce_loss mse_loss loss function sigmoid forward pass' — 5 result(s):\n\nScore: 0.513 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8164e60199aff0d4.txt\nSPF train.rs — Backward passes + AdamW optimizer. 1064 lines.\n\nLOSS FUNCTIONS:\ncross_entropy_loss(logits[b,v], targets[b]) → (scalar_loss, d_logits): softmax → -log(p_target) averaged over batch. grad = softmax - one_hot(target).\nbinary_ce_loss(predictions[b], labels[b], weights[b]) → (scalar_loss, d_p","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (830 lines)\n 826\t- **Migration path:** Change `model_path` + `embedding_dim` in `brain_local.rs` → existing storage becomes incompatible (different embedding dimensions) → must clear storage → re-index all collections\n 827\t- **Re-index cost:** ~1,300+ docs across 6 collections. At ~50ms per file, ~65 seconds total. Should run during low-usage window.\n 828\t- **Collection preservation:** Coll","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.60, promoted:1h→12h, promoted:12h→48h | Brain search 'Cargo.toml bin prune_memories DEPLOY' — 3 result(s):\n\nScore: 0.388 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/ae3f0116f2752200.txt\nis_architectural_file(path): matches config, main., lib., mod., cargo.toml, package.json, .env, settings, schema, rc, .yaml/.yml\nhas_risk_indicators(content): delete, drop, remove, truncate, override, force, unsafe, rm , sudo\n\nPER-TOOL WEIGHTS:\nEdit: basic=10+len/20, deps=1(+1 if replace_all, +1 if >500 chars), complex=dynamic, file","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 51\t### Layer 4 — Training & Memory (THE FLINT CORE)\n 52\t| File | Lines | Purpose | Key Structs/Functions |\n 53\t|---|---|---|---|\n 54\t| `gate_training.rs` | 1302 | Captures EVERY gate decision as training signal. DispatchListener impl. | `TrainingSignal` (tool, source, allowed, status, duration_ms, timestamp, user_override, false_positive, recent_call_count, preceding_tool","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.50, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (830 lines)\n 1\t# DEEP_DIVE_FLINT.md — SPF Smart Gateway Architecture Deep Dive\n 2\t# FLINT Optimization + Training Data Pipeline + RAG Reweight\n 3\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 4\t# Created: 2026-04-10\n 5\t# Updated: 2026-04-11 — 100% verified against live source\n 6\t# Owner: FLINT (agents READ ONLY)\n 7\t\n 8\t---\n 9\t\n 10\t## PART 1: COMPLETE ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (829 lines)\n 581\t## PART 9: COMPLEXITY SUMMARY\n 582\t\n 583\t| Block | Subtasks | Est Lines | Complexity Tier |\n 584\t|---|---|---|---|\n 585\t| 0 — Prune Memories | 5 | ~420 | Medium (C=~2500) |\n 586\t| A — Training Data Pipeline | 6 | ~580 | Medium (C=~3000) |\n 587\t| B — RAG Reweight | 4 | ~360 | Light (C=~800) |\n 588\t| C — Live Build Indexing | 3 | ~150 | Simple (C=~400) |\n 589\t| D ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (823 lines)\n 531\t| F3 | ~180 | transformer.rs, tokenizer.rs | Wire trained tokenizer into handle_infer |\n 532\t| F4 | ~100 | checkpoint | Save new model with trained vocab |\n 533\t\n 534\t**Estimate:** ~530 lines, 4 subtasks, critical (tokenizer must be trained before any inference works)\n 535\t\n 536\t---\n 537\t\n 538\t### BLOCK G — Embedding Model Upgrade (optional)\n 539\t**Purpose:** Re","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (823 lines)\n 546\t\n 547\t**Estimate:** ~250 lines, 3 subtasks, light (optional)\n 548\t\n 549\t---\n 550\t\n 551\t## PART 8: EXECUTION ORDER (v4.0 — Block 0 added)\n 552\t\n 553\t```\n 554\tBlock E (Unify Indexing) — light cleanup, non-blocking\n 555\t ↓\n 556\tBlock 0 (Prune Memories) — 138K → ~15-20K quality, keep edges\n 557\t ↓ ↘\n 558\tBlock A (Training Data) Block F (F","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h | Brain search 'prune_memories DEPLOY source code rust' — 8 result(s):\n\nScore: 0.453 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/6f5a48535d5ea0d3.txt\n- put/get/delete: arbitrary key-value string operations\n- size_bytes: entries * 256 (approximate)\n- entry_count: LMDB stat entries\n\nNOTE: Uses heed crate (safe LMDB Rust wrapper). All writes are transactional — commit() required or rollback on drop.\n\nScore: 0.356 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/e16b","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h | Brain search 'DEPLOY folder files prune_memories rust src' — 6 result(s):\n\nScore: 0.437 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/e16b3ef9474e9d25.txt\nFL-1 through FL-4 STATUS: All DEPLOY files complete (dispatch.rs, flint_memory.rs, mcp.rs). Not yet copied to src/ — user has cp commands but hasn't deployed yet.\n\nScore: 0.345 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/eddf4baaffdede08.txt\nCOMPLETED THIS ROUND (R3): R3-04 build_anchor_context, R3-05 Flin","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h | Brain search 'prune_memories.rs source file location' — 5 result(s):\n\nScore: 0.419 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/2727c761c00524dd.txt\nSPF fs.rs — LMDB Virtual Filesystem (666 lines)\nStorage: LIVE/SPF_FS/SPF_FS.DB + blobs/. 4GB map size. 3 tables: fs_metadata, fs_content, fs_index.\n\nHYBRID STORAGE:\n- Files ≤ 1MB: content stored inline in LMDB (fs_content)\n- Files > 1MB: content written to blobs/ on disk, meta.real_path set\n\nTYPES:\n- FileType: File, Dir","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_recall, source:flint_dispatch, relevance:0.68, promoted:1h→12h, promoted:12h→48h | Recall 'FLINT_EXECUTION_LAYER work blocks FL-1 FL-2 FL-3 FL-4 FL-5 pruning pipeline training data' (8 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/1cefa9141ba18f99.txt ══\n3. FL-0B: Tri-Memory Connection — flint_memory.rs route_signals() now creates Working memories in agent_state LMDB. Brain vectors (map) + agent_state (tiers) connected. Previously agent_state had 0 memories.\n4. Architecture analysis: 5 entry points (Stdio/HTTP/Mesh/Pipeline/FLINT), 1 gate. Mapped f","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 401\t| 04 | ~120 | Rank by value | Score: `(relevance × 0.3) + (access_count × 0.1) + (user_override × 2) + (fp × 3) + (evil_score × 2)`. Edge cases score high — gate/gateway decisions, agent actions, user corrections. |\n 402\t| 05 | ~60 | Split keep / archive | Keep high-value in training set. Archive remainder to LMDB backup (not deleted — just parked). Target: ~15-20K survivors.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h | Brain search 'prune memories tool prune_memories' — 5 result(s):\n\nScore: 0.440 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/08b853c0d1360366.txt\nAUDIT CHUNK 09 — Brain, Memory, Transformer Tools, Inspect (4 files, ~2,148 lines)\nCopyright 2026 Joseph Stone — All Rights Reserved\n\n## brain_local.rs (330 lines) — In-Process Brain Singleton\n- Global singleton: LazyLock>> — thread-safe, one instance\n- External crate: stoneshell_brain (Brain, BrainConfig)\n- Model:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h | Brain search 'initial pruning pipeline training data vectored source flint memories' — 5 result(s):\n\nScore: 0.534 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/165432761238acfa.txt\n- flint_memory.rs (743) — Memory router, result compression, context injection\n\n### Layer 7 — MCP Server\n- mcp.rs (~4855) — Tool definitions, handle_tool_call, stdio/HTTP/mesh boot, run()\n\n## DATA FLOW\n\n1. Tool Call → dispatch::call(source) → gate::process() → handle_tool_call() → result\n2. Gate Sign","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h | Brain search 'training data pipeline memories vectored' — 5 result(s):\n\nScore: 0.468 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/057b3ff1d6cff5ea.txt\n- gate_training.rs (~500) — TrainingSignal, ConfusionMatrix, GateTrainingCollector\n\n### Layer 3 — Storage Backends\n- fs.rs (~400) — SPF_FS LMDB (4GB), virtual filesystem\n- tmp_db.rs (~400) — TMP_DB LMDB (50MB), project tracking, trust levels\n- agent_state.rs (~500) — AGENT_STATE LMDB (100MB), memories, sessions, tags\n- brain_loc","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h | Brain search 'pruning pipeline training data memories initial design' — 5 result(s):\n\nScore: 0.422 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/1cefa9141ba18f99.txt\n3. FL-0B: Tri-Memory Connection — flint_memory.rs route_signals() now creates Working memories in agent_state LMDB. Brain vectors (map) + agent_state (tiers) connected. Previously agent_state had 0 memories.\n4. Architecture analysis: 5 entry points (Stdio/HTTP/Mesh/Pipeline/FLINT), 1 gate. Mapped full tool call flo","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.69, promoted:1h→12h, promoted:12h→48h | Brain search 'FLINT_EXECUTION_LAYER training signal pipeline memories' — 9 result(s):\n\nScore: 0.640 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/1cefa9141ba18f99.txt\n3. FL-0B: Tri-Memory Connection — flint_memory.rs route_signals() now creates Working memories in agent_state LMDB. Brain vectors (map) + agent_state (tiers) connected. Previously agent_state had 0 memories.\n4. Architecture analysis: 5 entry points (Stdio/HTTP/Mesh/Pipeline/FLINT), 1 gate. Mapped full tool call fl","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 1281\t }\n 1282\t\n 1283\t if all_memories.is_empty() {\n 1284\t eprintln!(\"[FLINT-MR] consolidation: no memories found\");\n 1285\t return;\n 1286\t }\n 1287\t\n 1288\t let total = all_memories.len();\n 1289\t\n 1290\t // Group by content hash, pick best representative per group\n 1291\t let mut groups: std::collections::HashMap Result> {\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 169\t\n 170\t // Query brain for relevant context — BRAIN Mutex is independent of session\n 171\t let brain_hits = if query.len() > 5 {\n 172\t crate::brain_local::brain_search(&query, \"default\", 3)\n 173\t } else {\n 174\t String::new()\n 175\t };\n 176\t\n 177\t // QUERY AGENT LMDB MEMORIES — surfaces recent patterns, gate decisions,\n 178\t // an","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs- }\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs- /// Get memories by tag\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs: pub fn get_by_tag(&self, tag: &str) -> Result> {\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs- let key = format!(\"tag:{}\", tag);\n/data/da","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:1h→12h, promoted:12h→48h | \n/// How often memory consolidation runs — deduplicates, categorizes, indexes\n/// agent LMDB memories back to brain by category.\nconst CONSOLIDATE_INTERVAL: Duration = Duration::from_secs(7200); // 2 hours\n\n/// Minimum relevance score to store a signal. Filters routine low-value calls.\nconst MIN_RELEVANCE: f64 = 0.1;\n--\n let mut last_drop_check = Instant::now();\n let mut last_tier_run = Instant::now();\n let mut last_train = Instant::now();\n let mut last_consolidate = Instant::now();\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs-}\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs-/// spf_brain_store — chunk + embed + store arbitrary text\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs:pub fn brain_store(text: &str, title: &str, collection: &str) -> String {\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs- let mut lock = BRAIN.lock().unwrap(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-const MAX_DB_SIZE: usize = 1024 * 1024 * 1024; // 1GB — virtual address space only, no physical cost\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-/// Memory entry type\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-#[derive(Debug, Clone, Copy, S","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 1201\t\n 1202\t for (_, mem) in scored.iter().take(promote_n) {\n 1203\t // Tag the promoted memory so its origin tier is traceable\n 1204\t let mut new_tags = mem.tags.clone();\n 1205\t new_tags.push(format!(\"promoted:{}\", label));\n 1206\t\n 1207\t match db.create_memory(&mem.content, to, new_tags, &mem.source) {\n 1208\t Ok(_) => {\n 1209\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 901\t let indexed_marker = drop_dir.join(\".indexed\");\n 902\t let already_indexed: std::collections::HashSet =\n 903\t std::fs::read_to_string(&indexed_marker)\n 904\t .unwrap_or_default()\n 905\t .lines()\n 906\t .filter(|l| !l.is_empty())\n 907\t .map(str::to_owned)\n 908\t .collect();\n 909\t\n 910\t let entries = match std::fs::","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 221\t })\n 222\t .collect::>()\n 223\t .join(\", \")\n 224\t })\n 225\t .unwrap_or_default();\n 226\t\n 227\t FlintContext {\n 228\t brain_hits: combined_hits,\n 229\t timestamp,\n 230\t skip_processing: false,\n 231\t target_file,\n 232\t args_summary,\n 233\t }\n 234\t}\n 23","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 1362\t if matches!(mem.memory_type, MemoryType::Preference | MemoryType::Instruction) {\n 1363\t return \"memory:user_intent\";\n 1364\t }\n 1365\t // Code structure knowledge\n 1366\t if mem.tags.iter().any(|t| t.starts_with(\"tool:\") || t.contains(\"code\") || t.contains(\"function\")) {\n 1367\t return \"memory:code_structure\";\n 1368\t }\n 1369\t // Pinned fact","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.60, promoted:1h→12h, promoted:12h→48h | Brain search 'last task flint_memory DEPLOY test build phase checkpoint' — 3 result(s):\n\nScore: 0.684 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/e9f70ab5786d2609.txt\nSESSION 10 CHECKPOINT — 2026-03-08\n\nSTATE: Boot sequence completed. No work executed this session — user said \"prepare for reboot and then we continue.\"\n\nNEXT WORK: R3-10 (MB-FM) — FLINT Auto-Status\n- Full research document at: DEPLOY/WORK_BLOCKS_R3_10.md\n- 13 touch points across 6 files (dispatch.rs, gate_train","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 82\t collector: Arc,\n 83\t transformer: Option>>,\n 84\t state: Arc,\n 85\t) {\n 86\t std::thread::Builder::new()\n 87\t .name(\"flint-memory-router\".into())\n 88\t .spawn(move || {\n 89\t run_router(collector, transformer, state);\n 90\t })\n 91\t .expect(\"[FLINT-MR] failed to spawn me","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 1\t// SPF Smart Gateway - FLINT Memory Router (MB-FR + MB-FT)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ d","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 27\tuse std::sync::{Arc, LazyLock, Mutex, RwLock};\n 28\tuse std::time::{Duration, Instant, SystemTime, UNIX_EPOCH};\n 29\t\n 30\tuse crate::agent_state::{AgentStateDb, MemoryType};\n 31\tuse crate::gate_training::{GateTrainingCollector, TrainingSignal};\n 32\tuse crate::paths::spf_root;\n 33\tuse crate::transformer_tools::TransformerState;\n 34\tuse crate::http::ServerState;\n 35\tuse serde_json::Val","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_R3_10.md:## 6. flint_memory.rs — imports\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_R3_10.md:## 7. flint_memory.rs — start_memory_router signature\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_R3_10.md:## 8. flint_memory.rs — run_router signature + write call\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJE","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 91\t .expect(\"[FLINT-MR] failed to spawn memory router thread\");\n 92\t}\n 93\t\n 94\t// ============================================================================\n 95\t// FL-1C — FLINT DISPATCH INTERCEPT\n 96\t//\n 97\t// Called from dispatch::call() — runs in the calling transport's thread.\n 98\t// NOT part of the memory router background thread.\n 99\t//\n 100\t// flint_intercept(): pre-","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 196\t .map(|obj| {\n 197\t obj.iter()\n 198\t .map(|(k, v)| {\n 199\t let val: String = match v {\n 200\t Value::String(s) => s.chars().take(200).collect(),\n 201\t other => {\n 202\t let s = other.to_string();\n 203\t s.chars().take(200).collect()\n 204\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.76, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 631\t// NEW: MSE loss with weight\n 632\tpub fn mse_loss(predictions: &Tensor, labels: &[f32], weights: &[f32]) -> Result<(f32, Tensor), String> {\n 633\t // For each example: loss_i = weight_i * (pred_i - label_i)^2\n 634\t // d_pred_i = 2 * weight_i * (pred_i - label_i)\n 635\t // Returns (scalar loss, d_predictions)\n 636\t}\n 637\t\n 638\t// UPDATED: gate_training.rs — ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.75, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 131\t## PART 3: DATA FLOW — VERIFIED AGAINST LIVE CODE\n 132\t\n 133\t### Tool Call Pipeline (the \"golden path\") — dispatch.rs lines 93-249\n 134\t```\n 135\tUser Request\n 136\t ↓\n 137\tdispatch::call(Source, tool, args)\n 138\t ├── Step 1: Build ToolRequest + notify listeners (pre-gate) [L105-111]\n 139\t ├── Step 2: FLINT intercept — brain context query [L116]\n 140\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.78, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 331\t}\n 332\t// Estimated params: ~5M (encoder-decoder ~5M)\n 333\t// ~250k params (decoder-only causal mode — smaller path)\n 334\t```\n 335\t\n 336\t### Tokenizer State\n 337\t```\n 338\tSpecial tokens: 10 ([PAD][BOS][EOS][UNK][TOOL][GATE][USER][SPF][ALLOWED][BLOCKED])\n 339\tByte-level tokens: 256 (0-255)\n 340\tConfigured vocab: 8192\n 341\tTRAINED tokens: 266 (10 special + 256","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.78, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 2\t# FLINT Optimization + Training Data Pipeline + RAG Reweight\n 3\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 4\t# Created: 2026-04-10\n 5\t# Updated: 2026-04-11 — 100% verified against live source\n 6\t# Owner: FLINT (agents READ ONLY)\n 7\t\n 8\t---\n 9\t\n 10\t## PART 1: COMPLETE SOURCE INVENTORY (VERIFIED)\n 11\t\n 12\t### 42 .rs source files in S","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 140\t///\n 141\t/// Queries brain for context relevant to the current tool call.\n 142\t/// Bypass tools skip entirely (zero overhead for status/meta calls).\n 143\t/// FLINT does NOT gate — gate gates. FLINT observes and enriches.\n 144\tpub fn flint_intercept(tool: &str, args: &Value) -> FlintContext {\n 145\t let timestamp = chrono::Utc::now().to_rfc3339();\n 146\t\n 147\t // Bypass: zero-overhead too","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:1h→12h, promoted:12h→48h | crate::brain_local::brain_search(&query, \"default\", 3)\n } else {\n String::new()\n };\n\n // Build Anchor context for code write tools (TR-B/TR-E)\n // When AI writes/edits source files, FLINT pre-loads module context from brain.\n // spf_source collection contains all src/*.rs indexed at boot.\n let anchor_hits = if matches!(tool, \"Write\" | \"Edit\" | \"spf_write\" | \"spf_edit\") {\n if let Some(ref fp) = target_file {\n build_anchor_context(fp)\n } el","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 311\t if let Some(ctx_val) = build_context_injection(&ctx.brain_hits) {\n 312\t obj.insert(\"_flint_context\".to_string(), ctx_val);\n 313\t }\n 314\t }\n 315\t\n 316\t output\n 317\t}\n 318\t\n 319\t/// Build a search query from tool name and arguments for brain context lookup.\n 320\tfn build_intercept_query(tool: &str, args: &Value) -> String {\n 321\t // Extract the most rel","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs- \"spf_rag_smart_search\" | \"spf_rag_auto_fetch_gaps\" |\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs- \"spf_config_paths\" | \"spf_config_stats\" |\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs- \"spf_projects_list\" | \"spf_projects_get\" | \"spf_projects_set\" |\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs- \"spf_projects_delete\" | \"spf_projects_stats\" |\n/data/data/com.termux/files/ho","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 571\t // FL-6: FP-locked signals\n 572\t if let Ok(Some(fp_signals)) = db.get_state_typed::>(\"training:fp_locked\") {\n 573\t let count = fp_signals.len();\n 574\t collector.restore_fp_locked(fp_signals);\n 575\t eprintln!(\"[FLINT-MR] Restored {} FP-locked signals\", count);\n 576\t }\n 577\t }\n 578\t\n 579\t l","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 681\t \"Write\",\n 682\t &args,\n 683\t );\n 684\t\n 685\t if resp.status != \"ok\" {\n 686\t eprintln!(\"[FLINT-MR] metrics write: {}\", resp.result);\n 687\t }\n 688\t}\n 689\t\n 690\t// ============================================================================\n 691\t// DURING — Gate Signal Routing\n 692\t//\n 693\t// FLINT decides: what gets stored, which collection, what relevanc","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 61\t/// Minimum relevance score to store a signal. Filters routine low-value calls.\n 62\tconst MIN_RELEVANCE: f64 = 0.1;\n 63\t\n 64\t/// Top N% of Working memories promoted to next tier each cycle.\n 65\tconst PROMOTE_TOP_PERCENT: f64 = 0.20;\n 66\t\n 67\t/// If more than this fraction of memories are active, promote all of them.\n 68\tconst PROMOTE_ALL_THRESHOLD: f64 = 0.50;\n 69\t\n 70\t// ======","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h | tool_def(\n \"spf_agent_memory_search\",\n \"Search agent memories by content.\",\n json!({\n \"query\": {\"type\": \"string\", \"description\": \"Search query\"},\n \"limit\": {\"type\": \"integer\", \"description\": \"Max results (default: 10)\"}\n }),\n vec![\"query\"],\n ),\n tool_def(\n \"spf_agent_memory_by_tag\",\n \"Get agent memories by tag.\",\n json!({\n \"tag\": {\"type\": \"str","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-}\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-/// Build a structured prompt with conversation context and optional brain knowledge.\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-///\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-/// Format:\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-/// [brain knowledge] \n/d","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs: \"spf_agent_stats\" | \"spf_agent_memory_search\" | \"spf_agent_memory_by_tag\" |\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_agent_memory_search\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_agent_memory_by_tag\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"agent_stats\" => \"spf_agent_stats\", \"agent_memory_search\" => \"spf_agent_memory_search\",\n/data/data/co","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- obj.insert(\"text\".to_string(), Value::String(compressed));\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- }\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- // Inject brain context if available and meaningful\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if let Some(ctx_val) = build_context_injection(&ctx.brain_hits) {\n/data/data/com.termux","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 211\t \"context\"\n 212\t}\n 213\t\n 214\t/// Consolidate duplicate memories: count occurrences → scale weight\n 215\t/// Returns deduped entries plus consolidated data\n 216\tfn consolidate_duplicates(mems: &[MemoryEntry]) -> Vec<(&MemoryEntry, u64, f64)> {\n 217\t // Group by content hash\n 218\t let mut groups: BTreeMap> = BTreeMap::new();\n 219\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 251\t Err(anyhow::anyhow!(\n 252\t \"LMDB5.DB not found. Run from SPFsmartGATE/ directory.\"\n 253\t ))\n 254\t}\n 255\t\n 256\t// ============================================================================\n 257\t// MAIN\n 258\t// ============================================================================\n 259\t\n 260\tfn main() -> Result<()> {\n 261\t let lmdb_path","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 166\t MemoryType::Working => 0, // expired TTL — goes to archive\n 167\t }\n 168\t}\n 169\t\n 170\t/// Value score for ranking memories (not training weight)\n 171\tfn score_memory(mem: &MemoryEntry) -> f64 {\n 172\t let now = SystemTime::now().duration_since(UNIX_EPOCH).unwrap().as_secs() as f64 + 1.0;\n 173\t let recency = (mem.last_accessed as f64 / now) * 0.3;\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_recall, source:flint_dispatch, relevance:0.76, promoted:1h→12h, promoted:12h→48h | Recall 'what types of memories are stored example memory entry' (20 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8c019920f109236f.txt ══\n- create_memory: generates mem__ ID, sets TTL by type (Working=24h, Pinned=never, others=7d)\n- recall(id): fetch + update last_accessed/access_count in write txn\n- search_memories(query, limit): substring match, sorted by relevance * recency\n- get_by_tag/get_by_type: indexed lookups\n- get_session_chain: walk parent_ses","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (145 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.78, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (406 lines)\n 1\t// BLOCK 0 — Memory Extraction & Pruning Utility\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// Compiles and runs against LIVE LMDB5 to extract, prune, and output\n 5\t// training data. Handles bincode-serialized MemoryEntry properly.\n 6\t//\n 7\t// Usage: cargo run --bin prune_memories\n 8\t//\n 9\t// Output: LIVE/TMP/stoneshell-brain","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h | | M3 | **138K memories with no weight metadata** | `MemoryEntry` has `relevance` and `access_count` but no `success_count`, `failure_count`, or `weight` fields. | Can't boost by outcome quality |\n| M4 | **Batch indexing unverified for scale** | `brain_index_path()` handles directories but no evidence of chunking for 100+ file batches or dedup logic for overlapping indexes. | Slow or duplicate-heavy for large dumps |\n\n### ENHANCEMENT (optimization opportunities)\n| # | Issue | Root Cause | Impact ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:1h→12h, promoted:12h→48h | \n---\n\n## PART 7: WORK BLOCKS (COMPLETE — v4.0 Updated 2026-04-11)\n\n### BLOCK 0 — Prune Memories ~420 lines, 5 subtasks\n**Purpose:** Turn 138,241 raw memories into ~15-20K high-signal training examples. Aggressive pruning — keep edges, discard noise. Self-pruning protocol developed later.\n\n| Sub | Lines Est | What | Result |\n|---|---|---|---|\n| 01 | ~80 | Expire TTL cleanup | Remove expired Working memories (1h TTL). Culls bulk of 138K stale entries. |\n| 02 | ~60 | Remove low-relevance noise | Dr","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs (1302 lines)\n 1\t// SPF Smart Gateway - Gate Training Bridge (Block J + Block EE)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Captures every gate decision as a training signal for the transformer.\n 5\t// Implements DispatchListener — registers via ServerState.listeners.\n 6\t// ZERO modifications to gate.rs, dispatch.rs, or any existing file.\n 7\t//\n 8\t// Features:\n 9\t/","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:1h→12h, promoted:12h→48h | /// Tier 3: Deliberate harm to people or systems\n Destruction { severity: f32 },\n /// Tier 4: Corruption of institutions and trust\n SystemicEvil { severity: f32 },\n}\n\nimpl EvilIndicator {\n /// Extract severity from any variant\n pub fn severity(&self) -> f32 {\n match self {\n Self::Deception { severity } => *severity,\n Self::Exploitation { severity } => *severity,\n Self::Destruction { severity } => *severity,\n Self::SystemicEvil","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.69, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/LIVE\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude/projects\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude/projects/-data-data-com-termux-files-home\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude/projects/-data-data-com-termux-files-home/a8cf407b-500d-40e8-aee5-004ceea3ec9f\n/d","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h | /data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs- .map(|p| p.to_string_lossy().to_string());\n/data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs- // Check all known .mcp.json locations\n/data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs- let mcp_json_paths = [\n/data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs- home.join(\".mcp.json\"), // Home-level (gl","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.74, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (748 lines)\n 392\t\n 393\t### BLOCK A — Agent State → Training Data Pipeline\n 394\t**Purpose:** Extract, sync, weight, format 138K memories + tlogs into FLINT training dataset.\n 395\t**Key change:** Training FLINT internally — NOT Gemma 4. Labels provide categories (-, +). Weights provide intensity.\n 396\t\n 397\t| Sub | Lines Est | Input | Output |\n 398\t|---|---|---|---|\n 399\t| A1 | ~30 ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (748 lines)\n 591\t| 2.0 | User override | User corrected us. 2x — learn faster. |\n 592\t| 4.0 | False positive / evil>0.4 | Security failure or suspicious. 4x — learn FAST. |\n 593\t| 8.0 | Evil>0.7 | Confirmed threat. 8x — learn INSTANTLY. |\n 594\t\n 595\t### Loss Function Change: BCE → MSE\n 596\t**Why BCE is wrong now:** BCE requires labels clipped to [0,1]. Our labels span [-3, +2]. BCE fo","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.79, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (670 lines)\n 391\t## PART 7: WORK BLOCKS (COMPLETE)\n 392\t\n 393\t### BLOCK A — Agent State → Training Data Pipeline\n 394\t**Purpose:** Extract, sync, weight, format 138K memories + tlogs into Gemma 4 QLoRA JSONL.\n 395\t\n 396\t| Sub | Lines Est | Input | Output |\n 397\t|---|---|---|---|\n 398\t| A1 | ~30 | — | Create `WORK/training_data/{raw,synced,weighted,final}` folders |\n 399\t| A2 | ~","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:1h→12h, promoted:12h→48h | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (541 lines)\n 1\t# DEEP_DIVE_FLINT.md — SPF Smart Gateway Architecture Deep Dive\n 2\t# FLINT Optimization + Training Data Pipeline + RAG Reweight\n 3\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 4\t# Created: 2026-04-10\n 5\t# Updated: 2026-04-11 — 100% verified against live source\n 6\t# Owner: FLINT (agents READ ONLY)\n 7\t\n 8\t---\n 9\t\n 10\t## PART 1: COMPLETE ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Edit,Write] | ts=2026-04-04T09:59:18.065917474+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Read] | ts=2026-04-04T09:58:55.129256598+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | /// Dual-mode role — parsed from mesh.json \"role\" field.\n/// Shared between config.rs (MeshConfig), identity.rs (PeerInfo), and mesh.rs (PeerChannel).\n#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Hash)]\npub enum AgentRole {\n /// Human-facing director — manages thinkers and workers\n #[serde(rename = \"orchestrator\")]\n Orchestrator,\n /// Co-problem-solver — shares live context with other thinkers\n #[serde(rename = \"thinker\")]\n Thinker,\n /// Pure executor — receives ta","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/http.json (10 lines)\n 1\t{\n 2\t \"api_key\": \"cbca173d626dabefdf7a822a3e36d130ff019ac183c201ad\",\n 3\t \"auth_mode\": \"both\",\n 4\t \"bind\": \"0.0.0.0\",\n 5\t \"port\": 3988,\n 6\t \"tls_cert\": \"tls/cert.pem\",\n 7\t \"tls_enabled\": true,\n 8\t \"tls_key\": \"tls/key.pem\",\n 9\t \"transport\": \"both\"\n 10\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Read,Grep] | ts=2026-04-04T09:45:22.204565293+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-04T09:36:03.193795506+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-04T09:39:40.556743392+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/CONFIG_TRUST_FILES.md (40 lines)\n 1\t# CONTROLLER1.KEYS\n 2\t# controller1 (this machine)\n 3\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\n 4\t\n 5\t---\n 6\t\n 7\t# WORKER.KEYS\n 8\t# ba2ad5c3 - worker\n 9\tba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c\n 10\t\n 11\t---\n 12\t\n 13\t# WORKER.JSON\n 14\t{\n 15\t \"key\": \"ba2ad5c3119ce182c34856833dd6c466c9e70","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-04T09:18:12.696223467+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | // SPF Smart Gateway - Configuration\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n//\n// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n// BLOCK SEC-2: Added .qwen/, .xlaude/ agent config dirs + LIVE/CONFIG/ directory protection\n\nuse serde::{Deserialize, Serialize, Deserializer};\nuse std::path:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-04-04T09:17:23.720264163+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | \n let peer_key = args[\"peer_key\"].as_str().unwrap_or(\"\");\n let tool_name = args[\"tool\"].as_str().unwrap_or(\"\");\n let tool_args = args.get(\"arguments\").cloned().unwrap_or(json!({}));\n\n if peer_key.is_empty() || tool_name.is_empty() {\n json!({\"type\": \"text\", \"text\": \"ERROR: peer_key and tool are required\"})\n } else {\n let cfg_dir = crate::paths::spf_root().join(\"LIVE/CONFIG\");\n let trusted = crate::","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-04-04T09:17:05.463836826+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:09:16.836793723+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:08:53.637147586+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/orchestrator.rs:// SPF Smart Gateway - Orchestrator State\n/data/data/com.termux/files/home/SPFsmartGATE/src/orchestrator.rs-// Copyright 2026 Joseph Stone - All Rights Reserved\n/data/data/com.termux/files/home/SPFsmartGATE/src/orchestrator.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/orchestrator.rs:// P3: Project management, worker tracking, task assignment for mesh orchestrator nodes.\n/data/data/com.termux/files/home/SPFsmartGATE/src","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:08:20.650561974+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:07:47.760512976+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:07:38.416636+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:05:23.377449594+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Read] | ts=2026-04-04T09:05:00.237573509+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:05:17.485298294+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Glob,Read,Read] | ts=2026-04-04T09:04:43.176967421+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T09:04:34.431176539+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:58:37.906561467+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-04T08:58:30.242456314+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-04T08:58:16.981565850+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Write] | ts=2026-04-04T08:58:08.346414239+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"ba2ad5c3\",\n 9\t \"port\": 4988,\n 10\t \"role\": \"worker\",\n 11\t \"team\": \"alpha\"\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/groups/controller1.json (6 lines)\n 1\t{\n 2\t \"key\": \"3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\",\n 3\t \"addr\": [\"127.0.0.1:4987\"],\n 4\t \"name\": \"controller1\",\n 5\t \"role\": \"controller\"\n 6\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Write,Write] | ts=2026-04-04T08:53:22.245061171+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-04T08:52:49.897817069+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Write,spf_tmp_active] | ts=2026-04-04T08:52:36.514256553+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/CONFIG_TRUST_FILES.md (2 lines)\n 1\t# controller1 (this machine)\n 2\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,spf_tmp_active,Write] | ts=2026-04-04T08:51:18.241587208+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_tmp_active,Write,Write] | ts=2026-04-04T08:38:06.862020218+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_tmp_active, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_tmp_active source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-04T08:37:12.056186697+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-04T08:35:14.093103565+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Write,Glob,Read] | ts=2026-04-04T08:13:01.303477477+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Write,Write,Glob] | ts=2026-04-04T08:27:01.537744899+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:11:16.860385642+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:08:13.245928941+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:08:01.428237331+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:08:06.807230923+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:07:20.128457190+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:04:18.110399968+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json (12 lines)\n 1\t{\n 2\t \"role\": \"netadmin\",\n 3\t \"pool_size\": 8,\n 4\t \"peers\": [\n 5\t {\n 6\t \"name\": \"ba2ad5c3\",\n 7\t \"key_hex\": \"ba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c\",\n 8\t \"port\": 4987,\n 9\t \"capabilities\": [\"tools\"]\n 10\t }\n 11\t ]\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/transformer.json (18 lines)\n 1\t{\n 2\t \"enabled\": true,\n 3\t \"writer_checkpoint\": \"writer_v1.spfc\",\n 4\t \"researcher_checkpoint\": \"researcher_v1.spfc\",\n 5\t \"d_model\": 256,\n 6\t \"n_heads\": 8,\n 7\t \"n_layers\": 6,\n 8\t \"vocab_size\": 8192,\n 9\t \"max_seq_len\": 512,\n 10\t \"d_ff\": 1024,\n 11\t \"learning_rate\": 0.0001,\n 12\t \"batch_size\": 32,\n 13\t \"checkpoint_interval\":","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/whitelist-config.json (92 lines)\n 1\t{\n 2\t \"version\": \"3.0.0\",\n 3\t \"description\": \"SPFsmartGATE Default-Deny Command Whitelist — LMDB seed config\",\n 4\t \"created\": \"2026-02-24\",\n 5\t \"author\": \"Joseph Stone\",\n 6\t\n 7\t \"allowed_commands_user\": {\n 8\t \"_description\": \"User filesystem context — read-only commands allowed outside sandbox\",\n 9\t \"_note\": \"EXCLUDED: cat, find, head, tail, stat, fil","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/voice_teams.json (11 lines)\n 1\t{\n 2\t \"default_team\": \"default\",\n 3\t \"auto_accept_calls\": false,\n 4\t \"teams\": [\n 5\t {\n 6\t \"team_id\": \"default\",\n 7\t \"name\": \"Default Channel\",\n 8\t \"members\": []\n 9\t }\n 10\t ]\n 11\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:04:05.543269765+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_DUPLEX.md (44 lines)\n 1\t# DUPLEX STREAM FIX — Block Plan\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t\n 4\t## Problem\n 5\tCurrent `spf_mesh_call` does connect→stream→close on EVERY call.\n 6\tOutbound path in mesh.rs calls `call_peer()` one-shot.\n 7\t`call_peer_stream()` exists but is never used (dead code).\n 8\t\n 9\t## Design Goal\n 10\tOne persistent bi-strea","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:54:24.924173944+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:59:39.868509085+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_DUAL_MODE.md (138 lines)\n 1\t# DUAL-MODE MESH — Worker / Thinker / Orchestrator\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t\n 4\t## Problem\n 5\tAll current agents are identical. No role segregation.\n 6\tHuman must directly interface with each agent.\n 7\tComplex problem-solving lacks real-time shared context between agents.\n 8\tNo orchestration layer between human ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:50:34.478907834+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:49:29.149185255+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:49:33.184384004+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:49:11.449088804+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:49:20.854281248+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:49:25.103950830+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/controller1.json (6 lines)\n 1\t{\n 2\t \"key\": \"3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\",\n 3\t \"addr\": [\"127.0.0.1:4987\"],\n 4\t \"name\": \"controller1\",\n 5\t \"role\": \"controller\"\n 6\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:48:31.185873819+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:48:02.127950184+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:48:07.632196380+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:48:25.729421321+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/http.json (10 lines)\n 1\t{\n 2\t \"api_key\": \"14d6883a7b282657cdf283ba141c854d604987f309deab5d\",\n 3\t \"auth_mode\": \"both\",\n 4\t \"bind\": \"0.0.0.0\",\n 5\t \"port\": 3987,\n 6\t \"tls_cert\": \"tls/cert.pem\",\n 7\t \"tls_enabled\": true,\n 8\t \"tls_key\": \"tls/key.pem\",\n 9\t \"transport\": \"both\"\n 10\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/identity.seal (5 lines)\n 1\t{\n 2\t \"inode\": 3358499,\n 3\t \"path\": \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG\",\n 4\t \"signature\": \"961e92a09e911cca96ccde0f789220cb9ba6b09a6d65b0f76a9d76c9c29c1e43ce7a67ab77f1cf1f70e5eab634fc0a557318ab6f8a3da8279c96951356344509\"\n 5\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:46:30.020600636+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:46:23.888684128+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:46:02.719942626+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:38:48.509056754+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:38:39.857369830+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Bash] | ts=2026-04-04T07:38:22.493787285+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T07:38:29.590220355+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Bash,Bash] | ts=2026-04-04T07:38:18.202650203+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_config_paths,Glob] | ts=2026-04-04T07:36:47.398616852+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Bash,spf_config_paths] | ts=2026-04-04T07:36:56.947239661+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-04-04T07:38:04.272978125+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-04-04T07:37:21.352127568+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[spf_config_paths,Glob,Glob] | ts=2026-04-04T07:36:32.141746493+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T07:35:12.830670534+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T07:35:30.002509850+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T07:35:17.614176365+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T07:34:59.554955018+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | BLOCKED: glob pattern contains disallowed characters (whitelist: alphanumeric . / - _ * ? [ ] + @ , : ~ #)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-04-04T07:34:48.739396689+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Grep,Glob] | ts=2026-04-04T07:30:28.160984861+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-04-04T07:30:16.286777157+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-04-04T07:29:36.248903058+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Grep] | ts=2026-04-04T07:29:08.640181402+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | std::fs::rename(&pub_path, config_dir.join(format!(\"identity.pub.prior.{}\", ts))).ok();\n }\n if seal_path.exists() {\n std::fs::rename(&seal_path, config_dir.join(format!(\"identity.seal.prior.{}\", ts))).ok();\n }\n // I-3 FIX: Remove TLS certs so they regenerate with new identity\n let tls_cert = config_dir.join(\"tls/cert.pem\");\n let tls_key = config_dir.join(\"tls/key.pem\");\n if tls_cert.exists() {\n std::fs::remove_file(&tls_cert).ok();\n eprintln!(\"[S","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-04-04T07:26:10.042936470+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_mesh_call] | ts=2026-04-04T07:25:14.156997689+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_mesh_call,spf_mesh_call] | ts=2026-04-04T07:25:04.150841912+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | peer_key: peer_key.to_string(),\n addrs,\n tool: tool_name.to_string(),\n args: tool_args,\n reply: reply_tx,\n };\n if mesh_tx.send(request).is_ok() {\n match reply_rx.recv_timeout(std::time::Duration::from_secs(30)) {\n Ok(Ok(result)) => {\n let text = result.get(\"result\"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call,spf_mesh_call,spf_mesh_call] | ts=2026-04-04T07:23:00.837189719+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs: \"spf_api_session\"\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_api_session\" => {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: StreamType::ApiSession => {\n/data/data/co","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[spf_mesh_call,spf_mesh_call,spf_api_session] | ts=2026-04-04T07:21:21.181252622+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_mesh_call,spf_api_session,spf_api_session] | ts=2026-04-04T07:21:06.114810909+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_status] | ts=2026-04-04T07:19:27.038100947+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_status,Read] | ts=2026-04-04T07:19:11.896033921+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,Read,Read] | ts=2026-04-04T07:19:02.429459290+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read] | ts=2026-04-04T07:17:44.311781559+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-04T07:16:44.449333040+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-04T07:15:44.683794052+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_tmp_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_tmp_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_rag_status,spf_mesh_status,spf_pool_status] | ts=2026-04-04T06:51:55.794997680+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_tmp_stats,spf_rag_status,spf_mesh_status] | ts=2026-04-04T06:52:03.869471114+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_rag_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_rag_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_pool_status,spf_transformer_status] | ts=2026-04-04T06:51:44.629912423+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_brain_status,spf_config_stats] | ts=2026-04-04T06:50:59.431232857+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_status,spf_config_stats,spf_agent_stats] | ts=2026-04-04T06:50:55.067497078+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_pool_status,spf_transformer_status,spf_brain_status] | ts=2026-04-04T06:51:39.649894300+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_config_stats,spf_agent_stats,spf_session] | ts=2026-04-04T06:50:51.290424475+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_session,spf_status] | ts=2026-04-04T06:50:38.479150417+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_stats,spf_session,spf_status] | ts=2026-04-04T06:50:42.199381249+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-04T06:50:29.419008390+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-04-04T06:50:33.804969586+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-04T06:24:03.449437692+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-04T06:23:04.489231830+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_session_info, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_session_info source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_brain_search,Bash] | ts=2026-04-04T06:11:28.026790012+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_search,Bash,Glob] | ts=2026-04-04T05:58:38.093653899+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | Brain search 'SPF_ROOT envvar environment variable pattern' — 5 result(s):\n\nScore: 0.502 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/99a9ee14367a7156.txt\nSPF paths.rs — Path Resolution (90 lines)\nSingle source of truth for SPF path resolution. OnceLock cached — zero overhead on repeated calls.\n\nFUNCTIONS:\n- spf_root() -> &'static Path: Resolution order: (1) SPF_ROOT env var, (2) walk up from binary via Cargo.toml, (3) HOME/SPFsmartGATE, (4) panic\n- actual_home() -> &'static P","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Glob,spf_brain_search] | ts=2026-04-04T05:58:08.383993234+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'SPF config architecture envvar settings LMDB config_db' — 5 result(s):\n\nScore: 0.740 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/5c86aa84268640c0.txt\nSPF config_db.rs — Configuration LMDB (797 lines)\nLMDB-backed config storage. DB: LIVE/CONFIG/CONFIG.DB. 10MB max.\n\nDB TABLES:\n- config: \"namespace:key\" → JSON string\n- paths: \"allowed:path\" or \"blocked:path\" → bool\n- patterns: pattern_string → severity (u8, 1-10)\n- commands: \"user_fs:cmd\" or \"sandbox:cmd\" → Comman","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_api_session] | ts=2026-04-04T05:57:01.504954717+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,spf_api_session,spf_mesh_peers] | ts=2026-04-04T05:54:33.485616493+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'pipeline configuration max_concurrent timeout settings struct' — 5 result(s):\n\nScore: 0.562 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/a3138410bc46ead7.txt\nSPF pipeline.rs — Pipeline orchestration for streaming task execution. 893 lines. BLOCK N.\n\nTYPES:\nPipelineTask: { task_id, stream_id, tool, args: Value, chain_next: Option>, priority: u8, timeout_ms, pipe_field: Option }\nPipelineResult: { task_id, stream_id, status: PipelineStatus,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_config_paths] | ts=2026-04-04T05:54:04.575523900+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | Brain search 'pipeline config envvar environment variable settings' — 5 result(s):\n\nScore: 0.365 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/a3138410bc46ead7.txt\nSPF pipeline.rs — Pipeline orchestration for streaming task execution. 893 lines. BLOCK N.\n\nTYPES:\nPipelineTask: { task_id, stream_id, tool, args: Value, chain_next: Option>, priority: u8, timeout_ms, pipe_field: Option }\nPipelineResult: { task_id, stream_id, status: PipelineStatus, result: ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_config_paths,spf_brain_search] | ts=2026-04-04T05:53:04.981167828+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_config_paths,spf_brain_search,spf_transformer_status] | ts=2026-04-04T05:48:51.291475529+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_transformer_status,spf_pool_status] | ts=2026-04-04T05:48:08.465461640+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_pool_status,spf_rag_status] | ts=2026-04-04T05:46:42.039559225+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'API session pipeline duplex agent configuration' — 5 result(s):\n\nScore: 0.487 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/4836dd920b3d052f.txt\nconfig, config_db, session (Mutex), storage, tmp_db, agent_db, fs_db, pub_key_hex, trusted_keys (HashSet), auth_mode, nonce_cache (Mutex>), listeners, mesh_tx (mpsc channel), peers (HashMap), transformer (Arc>), transformer_config, pipeline (Arc Option {\n match s.to_lowercase().as_str() {\n \"orchestrator\" | \"coordinator\" | \"agent\" | \"director\" => Some(AgentRole::Orchestrator),\n \"thinker\" | \"problem-solver\" => Some(AgentRole::Thinker),\n \"worker\" | \"executor\" => Some(AgentRole::Worker),\n _ => None,\n }\n}\n\n--\n if outbound_role == AgentRole::Orchestrator {\n if let Some(ref orch_arc) = *outbound_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | AgentRole::Worker => orch.assign_worker(pk, \"boot\"),\n AgentRole::Thinker => orch.assign_thinker(pk, \"boot\"),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:31:48.137019764+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | }\n attempts += 1;\n }\n Ok(None)\n}\n\n/// Parse a role string into AgentRole with fallback.\nfn parse_agent_role(s: &str) -> Option {\n match s.to_lowercase().as_str() {\n \"orchestrator\" | \"coordinator\" | \"agent\" | \"director\" => Some(AgentRole::Orchestrator),\n \"thinker\" | \"problem-solver\" => Some(AgentRole::Thinker),\n \"worker\" | \"executor\" => Some(AgentRole::Worker),\n _ => None,\n }\n}\n\n// ==================================================","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:30:07.124489959+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:29:54.443825485+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\n#[derive(Clone)]\npub struct MeshRequest {\n pub peer_key: String,\n pub addrs: Vec,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:29:31.982980077+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:29:21.057028258+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:29:07.739642378+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-03T05:21:55.926739678+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | \n framing::Protocol::Framed(stream_type) => {\n // === FRAMED MODE (new persistent streams) ===\n // First byte was stream type. Read rest of first frame header.\n let mut header_rest = [0u8; 4]; // 4 bytes length\n if recv.read_exact(&mut header_rest).await.is_err() {\n continue;\n }\n let first_len = u32::from_be_bytes(header_rest);\n if first_len > framing::MAX_FRAME_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T05:21:23.421964846+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T05:20:42.423381841+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T05:20:13.890775237+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:19:22.076417288+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:18:26.217231685+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:17:45.496088992+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | if text.contains(\"stream_close\") {\n // Acknowledge and close\n let ack = Frame::control(framing::control::STREAM_CLOSE);\n send.write_all(&ack.to_bytes()).await.ok();\n return;\n }\n }\n }\n\n // Route and respond\n let response = stream_router(&fram","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/dispatch.rs (506 lines)\n 106\t if let Err(e) = std::panic::catch_unwind(std::panic::AssertUnwindSafe(|| {\n 107\t listener.on_request(&request);\n 108\t })) {\n 109\t eprintln!(\"[SPF-DISPATCH] Listener panic on_request for {}: {:?}\", tool, e);\n 110\t }\n 111\t }\n 112\t\n 113\t // ── FL-1C: FLINT pre-execution intercept ─────────────────────────────────\n 114\t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5214 lines)\n 4061\t } else { \"mesh unavailable\" }\n 4062\t } else { \"mesh not configured\" };\n 4063\t json!({\"type\": \"text\", \"text\": format!(\n 4064\t \"Calling {} ({})... {}. Use action=end to hang up.\",\n 4065\t peer_name, &peer_key[..8.min(peer_key.len())], signal\n 4066\t )})\n 406","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:17:15.993512232+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-03T05:16:56.027127500+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-03T05:16:38.315962559+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-03T05:16:16.016125172+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:15:15.336231185+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:14:28.600665473+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:13:08.903563264+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | lines.join(\"\\n\"),\n orch_text\n )})\n }\n\n \"spf_mesh_peers\" => {\n session.record_action(\"mesh\", \"peers\", None);\n let _ = storage.save_session(session);\n\n let cfg_dir = crate::paths::spf_root().join(\"LIVE/CONFIG\");\n let trusted = crate::identity::load_trusted_keys(&cfg_dir.join(\"groups\"));\n let mut lines = Vec::new();\n for key in &trusted {\n let short = &key[..16.mi","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | \"calculate\" => \"spf_calculate\", \"status\" => \"spf_status\", \"session\" => \"spf_session\",\n \"brain_search\" => \"spf_brain_search\", \"brain_store\" => \"spf_brain_store\",\n \"brain_context\" => \"spf_brain_context\", \"brain_index\" => \"spf_brain_index\",\n \"brain_list\" => \"spf_brain_list\", \"brain_status\" => \"spf_brain_status\",\n \"brain_recall\" => \"spf_brain_recall\", \"brain_list_docs\" => \"spf_brain_list_docs\",\n \"brain_get_doc\" => \"spf_brain_get_doc\",\n \"web_search\" =","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:06:53.949359032+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:05:34.995409687+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:03:49.340841915+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | \"web_select\" => \"spf_web_select\", \"web_eval\" => \"spf_web_eval\",\n \"web_screenshot\" => \"spf_web_screenshot\", \"web_design\" => \"spf_web_design\",\n \"web_page\" => \"spf_web_page\",\n\n \"mesh_status\" => \"spf_mesh_status\", \"mesh_peers\" => \"spf_mesh_peers\",\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"transformer_status\" => \"spf_transformer_status\",\n \"transformer_infer\" => \"spf_transformer_infer\",\n \"transformer_chat\" => \"spf_tr","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | ./CONFIG/identity.pub:e956f52236a37fda116461743e8ca5bd9ed282210f831bc38ca25c889f69eb57\n./QWEN.md:# QWEN SPF GATEWAY — COMPLETE OPERATIONS GUIDE\n./QWEN.md:# Version: 3.1 | Updated: 2026-03-17\n./QWEN.md:# Copyright: Joseph Stone 2026 — All Rights Reserved\n./QWEN.md:\n./QWEN.md:---\n./QWEN.md:\n./QWEN.md:## CRITICAL: READ THIS FIRST\n./QWEN.md:\n./QWEN.md:You are Qwen, an AI agent operating inside the **SPF Gateway (v3.0.0)** — a Rust-based\n./QWEN.md:security middleware that controls ALL your file, shel","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:03:11.039102659+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:49:56.653391191+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-03T04:49:35.051956043+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-03T04:49:10.010297355+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | \n/// Request sent from sync MCP world to async mesh world.\n#[derive(Clone)]\npub struct MeshRequest {\n pub peer_key: String,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:48:50.076615383+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:48:31.758793255+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | ).unwrap_or_default();\n let hs = framing::control::build_handshake(\n &our_cfg.role.to_string(),\n &our_cfg.name,\n env!(\"CARGO_PKG_VERSION\"),\n );\n let resp = Frame::control(&hs);\n if send.write_all(&resp.to_bytes()).await.is_err() {\n return;\n }\n handshake_done = true;\n }\n }\n }\n\n // Process first","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-03T04:48:01.836742745+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-03T04:48:16.573736594+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | handshake_done = true;\n handshake_done = true;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T04:46:11.494405652+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T04:46:38.165945694+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1165 lines)\n 888\t return;\n 889\t }\n 890\t handshake_done = true;\n 891\t continue;\n 892\t }\n 893\t if text.contains(\"stream_close\") {\n 894\t // Acknowledge and close\n 895\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:45:57.604612584+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:45:29.917706189+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1165 lines)\n 880\t ).unwrap_or_default();\n 881\t let hs = framing::control::build_handshake(\n 882\t &our_cfg.role.to_string(),\n 883\t &our_cfg.name,\n 884\t env!(\"CARGO_PKG_VERSION\"),\n 885\t );\n 886\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-03T04:45:15.463045153+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-03T04:44:51.475251151+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | peer_key: &str,\n) {\n // ── P2: Handshake exchange ──\n // If first frame is a Control handshake, respond with our handshake\n // and log the peer's role. Then continue normal routing.\n let mut handshake_done = false;\n if first_frame.stream_type == StreamType::Control {\n if let Ok(text) = first_frame.payload_str() {\n if let Some(their_role) = framing::control::parse_role(text) {\n let their_name = framing::control::parse_name(text).unwrap_or_else(|","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-03T04:43:17.227591448+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-03T04:42:58.135930257+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Read] | ts=2026-04-03T04:41:43.363416744+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-03T04:42:05.257651944+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1165 lines)\n 881\t let hs = framing::control::build_handshake(\n 882\t &our_cfg.role.to_string(),\n 883\t &our_cfg.name,\n 884\t env!(\"CARGO_PKG_VERSION\"),\n 885\t );\n 886\t let resp = Frame::control(&hs);","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1165 lines)\n 821\t env!(\"CARGO_PKG_VERSION\"),\n 822\t );\n 823\t let resp = Frame::control(&hs);\n 824\t if send.write_all(&resp.to_bytes()).await.is_err() {\n 825\t return;\n 826\t }\n 827\t handshake_done = true;\n 828\t }\n 829\t }\n 830\t }\n 831\t\n 832\t // Pro","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T04:40:35.955297030+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T04:40:18.977062661+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | \n // Try persistent channel first\n let result = if mgr.has_channel(&request.peer_key) {\n let ch_active = mgr.peer_role(&request.peer_key).is_some();\n if ch_active {\n // Use persistent channel\n let req = request.clone();\n rt_handle.block_on(async {\n handle_framed_outbound(&mut mgr, &req).await\n })\n } else {\n // Cha","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T04:39:39.131862364+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 884\t let resp = Frame::control(&hs);\n 885\t if send.write_all(&resp.to_bytes()).await.is_err() {\n 886\t return;\n 887\t }\n 888\t handshake_done = true;\n 889\t continue;\n 890\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T04:39:25.230768203+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:39:04.799682950+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 521\t let boot_mgr = rt_handle.block_on(async {\n 522\t let mut m = mgr;\n 523\t for (pk, addrs) in &peer_addrs_for_boot {\n 524\t // For non-orchestrator modes, only boot-connect to peers known as orchestrators\n 525\t // For orchestrator, connect to all (classify by handshake response later)\n 526\t if outbound_ro","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 515\t let peer_addrs_for_boot: Vec<(String, Vec)> = outbound_peers\n 516\t .iter()\n 517\t .filter(|(k, _)| outbound_trusted.contains(k.as_str()))\n 518\t .map(|(k, v)| (k.clone(), v.addr.clone()))\n 519\t .collect();\n 520\t\n 521\t let boot_mgr = rt_handle.block_on(async {\n 522\t let mut m = mgr;\n 523\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:38:42.583779209+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | // ── P4: Bootstrap persistent channels to trusted peers ──\n // Orchestrator connects to all. Worker/thinker connects to orchestrator first.\n let ep = outbound_ep.clone();\n let peer_addrs_for_boot: Vec<(String, Vec)> = outbound_peers\n .iter()\n--\n\n while let Ok(request) = mesh_rx.recv() {\n let ep = outbound_ep.clone();\n let a = outbound_alpn.clone();\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:38:08.938105263+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:34:27.769553993+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:33:35.141111722+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:33:19.909190425+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:32:50.724012103+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:32:33.981122474+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | addrs: &[String],\n _our_role: AgentRole,\n handshake_frame: &Frame,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | pub fn disconnect(&mut self, peer_key: &str) {\n if let Some(_ch) = self.channels.remove(peer_key) {\n eprintln!(\"[SPF-MESH] Channel closed for {}\", &peer_key[..16]);","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:30:58.800489333+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | // P5: Include tracked peers with roles\n let peers_info = tracked_peers.lock().unwrap();\n let peer_count = peers_info.len();\n let lines: Vec = if peers_info.is_empty() {\n vec![\" (no tracked peers)\".to_string()]\n--\n status, mesh_cfg.role, mesh_cfg.team,\n mesh_cfg.discovery, &pub_key_hex[..16],\n peer_count,\n lines.join(\"\\n\"),\n orch_text","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | peer_key.to_string(),\n crate::http::MeshPeerStatus {\n role: parse_agent_role(&their_role).unwrap_or(AgentRole::Orchestrator),\n name: their_name,\n last_seen: Instant::now(),\n--\n peer_key.to_string(),\n crate::http::MeshPeerStatus {\n role: parse_agent_role(&their_role).unwrap_or(AgentR","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\n#[derive(Clone)]\npub struct MeshRequest {\n pub peer_key: String,\n pub addrs: Vec,\n pub tool: String,\n pub args: Value,\n--\n\n/// Create the sync channel for mesh request bridging.\n/// Returns (sender for ServerState, receiver for mesh thread).\npub fn create_mesh_channel() -> (\n std::sync::mpsc::Sender,\n std::sync::mpsc::Re","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:30:46.988498453+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:30:33.670458301+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:30:12.447929455+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:29:18.535709268+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:29:31.064936971+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-03T04:29:05.279739637+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-03T04:28:27.096188766+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T04:19:20.883396839+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T04:20:10.924136664+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T04:19:39.545372249+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T04:18:29.516250453+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-03T04:19:06.977258876+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 209\t peer_key: &str,\n 210\t addrs: &[String],\n 211\t _our_role: AgentRole,\n 212\t handshake_frame: &Frame,\n 213\t ) -> Result<(), String> {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-03T04:17:54.012904633+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 567\t drop(boot_hs); // consumed\n 568\t\n 569\t while let Ok(request) = mesh_rx.recv() {\n 570\t let ep = outbound_ep.clone();\n 571\t let a = outbound_alpn.clone();\n 572\t\n 573\t // Try persistent channel first\n 574\t let result = if mgr.has_channel(&request.peer_key) {\n 575\t let ch_active = mgr.peer_role(&req","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 806\t peer_key.to_string(),\n 807\t crate::http::MeshPeerStatus {\n 808\t role: parse_agent_role(&their_role).unwrap_or(AgentRole::Orchestrator),\n 809\t name: their_name,\n 810\t last_seen: Instant::now(),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | let mut handshake_done = false;\n handshake_done = true;\n if !handshake_done {\n handshake_done = true;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-03T04:17:20.906647770+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-03T04:17:05.628430589+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-03T04:16:43.031984191+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 566\t\n 567\t drop(boot_hs); // consumed\n 568\t\n 569\t while let Ok(request) = mesh_rx.recv() {\n 570\t let ep = outbound_ep.clone();\n 571\t let a = outbound_alpn.clone();\n 572\t\n 573\t // Try persistent channel first\n 574\t let result = if mgr.has_channel(&request.peer_key) {\n 575\t let ch_active = mgr.peer_r","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 576\t if ch_active {\n 577\t // Use persistent channel\n 578\t let req = request.clone();\n 579\t rt_handle.block_on(async {\n 580\t handle_framed_outbound(&mut mgr, &req).await\n 581\t })\n 582\t } else {\n 583\t // Channel dropped, reconnect","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T04:16:09.102309308+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-03T04:16:23.366824772+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 509\t }\n 510\t }\n 511\t\n 512\t // ── P4: Bootstrap persistent channels to trusted peers ──\n 513\t // Orchestrator connects to all. Worker/thinker connects to orchestrator first.\n 514\t let ep = outbound_ep.clone();\n 515\t let peer_addrs_for_boot: Vec<(String, Vec)> = outbound_peers\n 516\t .iter()\n 517\t .f","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T04:13:14.533149271+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Write] | ts=2026-04-03T04:12:57.497199173+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 254\t }\n 255\t\n 256\t /// Close and remove a peer channel.\n 257\t pub fn disconnect(&mut self, peer_key: &str) {\n 258\t if let Some(ch) = self.channels.remove(peer_key) {\n 259\t eprintln!(\"[SPF-MESH] Channel closed for {}\", &peer_key[..16]);\n 260\t }\n 261\t }\n 262\t\n 263\t /// Send a frame to a peer via its persistent channel.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-03T04:11:19.402602804+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 206\t /// Connect to a peer — opens persistent duplex bi-stream, exchanges handshake.\n 207\t pub async fn connect(\n 208\t &mut self,\n 209\t peer_key: &str,\n 210\t addrs: &[String],\n 211\t our_role: AgentRole,\n 212\t handshake_frame: &Frame,\n 213\t ) -> Result<(), String> {\n 214\t self.disconnect(peer_key);\n 215\t\n 216\t l","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-03T04:10:56.777133177+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | alpn,\n peer_addrs: HashMap::new(),\n }\n }\n\n /// Register peer addresses for reconnect.\n pub fn register_peer_addrs(&mut self, peer_key: &str, addrs: Vec) {\n self.peer_addrs.insert(peer_key.to_string(), addrs);\n }\n\n /// Connect to a peer — opens persistent duplex bi-stream, exchanges handshake.\n pub async fn connect(\n &mut self,\n peer_key: &str,\n addrs: &[String],\n our_role: AgentRole,\n handshake_fram","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:10:28.402389542+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:10:24.243213242+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-04-03T04:05:36.416532310+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | // Use persistent channel\n let req = request.clone();\n rt_handle.block_on(async {\n handle_framed_outbound(&mut mgr, &req).await\n })\n } else {\n // Channel dropped, reconnect\n mgr.disconnect(&request.peer_key);\n let req = request.clone();\n rt_handle.block_on(async {\n call_peer(&ep, &req.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-03T03:50:03.327169176+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-03T03:46:49.840603729+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:46:28.950605092+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T03:45:00.016018667+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | }\n\n // ================================================================\n // MESH TOOLS — Agent mesh status, peers, and cross-agent calls\n // ================================================================\n\n \"spf_mesh_status\" => {\n session.record_action(\"mesh\", \"status\", None);\n let _ = storage.save_session(session);\n\n let mesh_json = crate::paths::spf_root().join(\"LIVE/CONFIG/mesh.json\");\n let mesh_cfg = crate::conf","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-04-03T03:44:44.154058361+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | \n json!({\"type\": \"text\", \"text\": format!(\n \"Mesh: {} | Role: {} | Team: {} | Discovery: {} | Identity: {}\\nTracked peers ({}):{}\\n{}\",\n status, mesh_cfg.role, mesh_cfg.team,\n mesh_cfg.discovery, &pub_key_hex[..16],\n crate::http::tracked_peer_count(),\n lines.join(\"\\n\"),\n orch_text\n )})\n }\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-03T03:44:06.432923115+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-03T03:43:20.506079278+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:43:00.412456942+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | match tokio::time::timeout(\n std::time::Duration::from_secs(5),\n recv.read(&mut chunk),\n ).await {\n Ok(Ok(Some(n))) => buf.extend_from_slice(&chunk[..n]),\n Ok(Ok(None)) => return Ok(None), // Stream closed\n Ok(Err(e)) => return Err(format!(\"Read error: {}\", e)),\n Err(_) => break, // Timeout\n }\n attempts += 1;\n }\n Ok(None)\n}\n\n/// Parse a role string into AgentRole with fallback.\nfn parse_agent_r","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:42:13.459222168+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T03:41:31.048601716+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | /// Handle a persistent framed stream. Routes frames by StreamType.\n/// Stream stays open until peer closes or error occurs.\nasync fn handle_framed_stream(\n mut send: iroh::endpoint::SendStream,\n mut recv: iroh::endpoint::RecvStream,\n first_frame: Frame,\n state: &Arc,\n peer_key: &str,\n) {\n // ── P2: Handshake exchange ──\n // If first frame is a Control handshake, respond with our handshake\n // and log the peer's role. Then continue normal routing.\n let mut","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-03T03:41:07.319381620+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | /// Connect to a peer — opens persistent duplex bi-stream, exchanges handshake.\n pub async fn connect(\n &mut self,\n peer_key: &str,\n addrs: &[String],\n our_role: AgentRole,\n handshake_frame: &Frame,\n ) -> Result<(), String> {\n self.disconnect(peer_key);\n\n let (mut send_iroh, mut recv_iroh, conn_iroh) =\n call_peer_stream(&self.endpoint, peer_key, addrs, &self.alpn).await?;\n\n // Send our handshake\n send_iroh\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-03T03:40:31.008410384+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:40:08.290956955+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | preferred\n}\n\n// ============================================================================\n// SYNC/ASYNC BRIDGE — channel for outbound mesh calls\n// ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\npub struct MeshRequest {\n pub peer_key: String,\n pub addrs: Vec,\n pub tool: String,\n pub args: Value,\n pub reply: std::sync::mpsc::Sender>,\n}\n\n/// Create the sync c","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T03:38:39.355160687+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-04-03T03:30:35.832077278+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-03T03:30:06.702571977+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-03T03:29:31.824550167+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:28:07.448485147+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T03:28:38.625867896+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (1162 lines)\n 89\t// ============================================================================\n 90\t// SYNC/ASYNC BRIDGE — channel for outbound mesh calls\n 91\t// ============================================================================\n 92\t\n 93\t/// Request sent from sync MCP world to async mesh world.\n 94\tpub struct MeshRequest {\n 95\t pub peer_key: String,\n 96\t pub addrs: Vec,\n 97\t pub","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:27:49.205774373+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:27:15.776679646+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | session.record_action(\"fs_rename\", \"rename\", Some(old_path));\n let _ = storage.save_session(session);\n\n // Device-backed directory rename (handle before route_to_lmdb)\n let is_device_rename = old_path.starts_with(\"/tmp/\") || old_path.starts_with(\"/projects/\");\n if is_device_rename {\n // Path traversal protection\n if old_path.contains(\"..\") || new_path.contains(\"..\") {\n return json!({\"type\": \"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:26:43.071058096+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:26:19.409186907+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:24:35.110993197+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:11:44.695851218+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:08:55.201700605+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-03T03:08:39.066488737+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | format!(\"\\nOrchestrator: {}\", orch.summary())\n }\n None => String::new(),\n };\n drop(orch_info);\n\n json!({\"type\": \"text\", \"text\": format!(\n \"Mesh: {} | Role: {} | Team: {} | Discovery: {} | Identity: {}\\nTracked peers ({}):{}\\n{}\",\n status, mesh_cfg.role, mesh_cfg.team,\n mesh_cfg.discovery, &pub_key_hex[..16],\n crate::http::tracked_peer_count(),\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-03T03:08:13.458352184+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Write] | ts=2026-04-03T03:07:56.793132034+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | eprintln!(\n \"[SPF-MESH] WARNING: No UDP port available in {}..={}, falling back to {}\",\n preferred, range_end, preferred\n );\n preferred\n}\n\n// ============================================================================\n// SYNC/ASYNC BRIDGE — channel for outbound mesh calls\n// ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\npub struct MeshRequest {\n pub peer_key: String,\n pub addr","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-03T03:03:44.703929578+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n// SYNC/ASYNC BRIDGE — channel for outbound mesh calls\n// ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\npub struct MeshRequest {\n pub peer_key: String,\n pub addrs: Vec,\n pub tool: String,\n pub args: Value,\n pub reply: std::sync::mpsc::Sender>,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Bash] | ts=2026-04-03T03:02:51.579172828+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Bash,Bash] | ts=2026-04-03T01:48:44.396239288+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-04-03T01:45:05.661084528+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Bash,Read] | ts=2026-04-03T01:43:35.971401958+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | Files /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs and /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs differ\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,Grep] | ts=2026-04-03T01:42:32.550466097+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T01:42:21.724514486+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:31:38.486829888+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:31:16.963124532+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:30:13.570359295+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:30:39.964788192+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:30:25.846074916+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | pub enum AgentRole {\nimpl<'de> Deserialize<'de> for AgentRole {\n \"orchestrator\" | \"coordinator\" | \"agent\" | \"director\" => Ok(AgentRole::Orchestrator),\n \"thinker\" | \"problem-solver\" => Ok(AgentRole::Thinker),\n \"worker\" | \"executor\" => Ok(AgentRole::Worker),\n _ => Ok(AgentRole::Orchestrator), // Unknown role defaults to Orchestrator\nimpl std::fmt::Display for AgentRole {\n AgentRole::Orchestrator => write!(f, \"orchestrator\"),\n AgentR","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | #[derive(Debug, Clone, Serialize, Deserialize)]\npub struct MeshConfig {\n /// Enable mesh networking\n pub enabled: bool,\n /// Agent's role in the team (e.g., \"coordinator\", \"code-reviewer\", \"security\")\n pub role: String,\n /// Team name this agent belongs to\n pub team: String,\n /// Agent display name (human-readable)\n pub name: String,\n /// Capabilities this agent exposes to mesh peers\n--\n/// Human-editable. One file per node. No recompile needed after changes.\n#[derive(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n browser: &std::sync::Mutex","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T01:29:47.529271076+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | let result = handle_tool_call(\n tool_name, &tool_args, flint_source, &flint_decision, config, session, storage,\n config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, pool_state, pipeline,\n browser, ws_browser_channels, http_port,\n tracked_peers, orchestrator_state,\n );\n\n // Extract result and tag with [FLINT] p","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-03T01:29:23.060073481+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-03T01:28:58.482276459+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-03T01:24:16.507435786+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-03T01:23:21.223557734+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5213 lines)\n 4891\t // ================================================================\n 4892\t // SHARED STATE — used by both stdio and HTTP transports\n 4893\t // ================================================================\n 4894\t let (listeners, collector_arc) = build_listeners(&config, &transformer_config);\n 4895\t\n 4896\t // Wire collector into TransformerState so handle_train() ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-03T01:11:24.268258580+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T01:02:40.833189509+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (435 lines)\n 1\t// SPF Smart Gateway - Cryptographic Identity\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Ed25519 key pair management for SPF mesh authentication.\n 5\t// Each SPF instance generates a unique identity on first run.\n 6\t// Public keys are shared between peers via group files.\n 7\t//\n 8\t// Key storage:\n 9\t// LIVE/CONFIG/identity.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T00:51:05.292019202+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | \n// ============================================================================\n// P2: HANDSHAKE HELPERS — read/write role exchange on persistent streams\n// ============================================================================\n\n/// Read a handshake frame from a RecvStream. Returns the peer's role, or None\n/// if the stream closes before we get a valid handshake.\nasync fn read_handshake_from_stream(\n recv: &mut iroh::endpoint::RecvStream,\n) -> Result, String> {\n le","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T00:47:06.385252470+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-03T00:46:03.360602546+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Edit] | ts=2026-04-03T00:45:19.484176677+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Read] | ts=2026-04-03T00:45:46.547470729+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Edit,Grep] | ts=2026-04-03T00:44:54.554369656+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-04-03T00:42:37.973643510+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (541 lines)\n 1\t// SPF Smart Gateway - Message Framing Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Length-prefixed message framing for persistent bidirectional streams.\n 5\t// Replaces one-shot read_to_end/finish pattern in mesh transport.\n 6\t// Supports 9 stream types: TOOL_RPC, CHAT, VOICE, PIPELINE, BRAIN_SYNC, API_SESSION, etc.\n 7\t//\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5213 lines)\n 3651\t tool: \"spf_voice_mode\".to_string(),\n 3652\t args: json!({\"action\": \"voice_end\", \"peer_key\": pub_key_hex}),\n 3653\t reply: reply_tx,\n 3654\t });\n 3655\t }\n 3656\t let secs = cs.elapsed_secs();\n 36","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/orchestrator.rs (225 lines)\n 1\t// SPF Smart Gateway - Orchestrator State\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P3: Project management, worker tracking, task assignment for mesh orchestrator nodes.\n 5\t// Additive only — does not break existing dispatch, mesh, or worker paths.\n 6\t//\n 7\t// Depends on: config.rs (AgentRole)\n 8\t\n 9\tuse crate::config::","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-03T00:41:50.898762173+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Read] | ts=2026-04-03T00:41:18.565249530+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, pool_state, pipeline,\n browser, ws_browser_channels, http_port,\n );\n\n // Extract result and tag with [FLINT] prefix for identification","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T00:38:48.556122972+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | model_id: \"flint\".to_string(),\n };\n let flint_decision = crate::gate::process(tool_name, &flint_gate_params, config, session, &flint_source);\n if !flint_decision.allowed {\n return json!({\n \"type\": \"text\",\n \"text\": format!(\"[FLINT] BLOCKED: {}\", flint_decision.message),\n \"_blocked\": true\n });\n }\n let result = handle_tool_call(\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T00:38:31.189305427+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T00:36:11.648754438+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5212 lines)\n 3856\t let channel = teams.entry(team_id.clone())\n 3857\t .or_insert_with(|| crate::voice::TeamChannel::new(&team_id, &team_id));\n 3858\t channel.join(&peer_key, &display_name);\n 3859\t channel.summary_line()\n 3860\t };\n 3861\t eprintln!(\"[SPF-VOICE] Team {}:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T00:35:24.608534925+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T00:35:02.152562798+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T00:24:35.436470485+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T00:01:50.532103402+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:59:44.710069908+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5212 lines)\n 1\t// SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolPar","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CLAUDE.md (605 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-02-25\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaiting","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:56:27.881762118+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:56:14.998832592+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | http::{HeaderMap, HeaderName, Method, StatusCode, header},\n response::{IntoResponse, Response},\n body::Body,\n Json,\n};\nuse tower::ServiceBuilder;\nuse tower_http::{\n trace::TraceLayer,\n limit::RequestBodyLimitLayer,\n catch_panic::CatchPanicLayer,\n sensitive_headers::SetSensitiveRequestHeadersLayer,\n compression::CompressionLayer,\n};\n\nconst PROTOCOL_VERSION: &str = \"2024-11-05\";\nconst TIMESTAMP_WINDOW_SECS: u64 = 30;\nconst NONCE_EXPIRY_SECS: u64 = 60;\n\n/// Shared server","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n browser: &std::sync::Mutex,\n ws_browser_channels: &std::sync::Mutex>,\n http_port: u16,\n tracked_peers: &std::sync::Mutex(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | return match std::fs::rename(&old_device, &new_device) {\n Ok(()) => json!({\"type\": \"text\", \"text\": format!(\"Renamed: {} -> {}\", old_path, new_path)}),\n Err(e) => json!({\"type\": \"text\", \"text\": format!(\"rename failed: {}\", e)}),\n };\n }\n if let Some(result) = route_to_lmdb(old_path, \"rename\", None, config_db, tmp_db, agent_db) {\n return result;\n }\n json!({\"type\": \"text\", ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/lib.rs (41 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-02T23:44:02.002015736+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:44:28.578704997+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-02T23:43:46.839348190+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-02T23:43:29.914503874+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:42:11.436614633+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:41:57.497381617+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:34:02.896046017+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:33:39.627461599+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:33:04.659646091+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:33:26.176077177+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Glob] | ts=2026-04-02T23:32:30.122212302+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-04-02T23:32:50.640877034+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Glob,Bash] | ts=2026-04-02T23:31:49.846950755+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | \n /// Peer requesting stream type upgrade/change\n pub const STREAM_UPGRADE: &str = r#\"{\"type\":\"stream_upgrade\"}\"#;\n\n /// Initial role/team/version exchange on persistent stream connect.\n pub const HANDSHAKE: &str = r#\"{\"type\":\"handshake\"}\"#;\n\n /// Build a handshake frame JSON string from role/team/name/version.\n pub fn build_handshake(role: &str, name: &str, version: &str) -> String {\n format!(r#\"{{\"type\":\"handshake\",\"role\":\"{}\",\"name\":\"{}\",\"version\":\"{}\"}}\"#, role, name","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Bash,Glob] | ts=2026-04-02T23:31:23.752648213+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-02T23:30:46.504427342+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Glob,Glob] | ts=2026-04-02T23:31:15.628646497+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | total 63892\ndrwx------. 2 u0_a163 u0_a163 3452 Apr 2 13:23 .\ndrwx------. 10 u0_a163 u0_a163 4096 Apr 2 14:50 ..\n-rw-------. 1 u0_a163 u0_a163 9170782 Mar 18 20:24 SPF-SRC-18mar0824PM.zip\n-rw-------. 1 u0_a163 u0_a163 4585342 Mar 18 00:22 SPF-SRC-18mar1222AMzip.zip\n-rw-------. 1 u0_a163 u0_a163 16057668 Mar 20 18:53 SPF-SRC20mar0653PM-backup.zip\n-rw-------. 1 u0_a163 u0_a163 1715046 Mar 17 11:23 SPF-SRC2nd-17mar1123AM-backup.zip\n-rw-------. 1 u0_a163 u0_a163 32115360 Mar 31 12:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | total 1160\ndrwx------. 10 u0_a163 u0_a163 4096 Apr 2 14:50 .\ndrwx------. 12 u0_a163 u0_a163 3452 Mar 31 17:45 ..\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 4 10:19 .cargo\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 7 00:52 .claude\n-rw-------. 1 u0_a163 u0_a163 15196 Mar 21 13:51 .claude.json\n-rw-------. 1 u0_a163 u0_a163 300 Mar 12 19:45 .mcp.json\n-rw-------. 1 u0_a163 u0_a163 21404 Mar 30 19:40 30marAUDIT.md\n-rw-------. 1 u0_a163 u0_a163 17136 Mar 16 01:33 AGENT_CLI_MEMORY_INTEGRA","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-02T23:12:03.758771265+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-02T23:11:28.077628310+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-02T23:11:01.539689518+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-04-02T23:10:48.750670929+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-04-02T23:09:29.388588199+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-04-02T23:09:18.553475391+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Glob,Grep] | ts=2026-04-02T23:05:43.074485160+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n// MESH CONFIGURATION — Agent identity, role, team, discovery\n// ============================================================================\n\n/// Mesh transport configuration — loaded from LIVE/CONFIG/mesh.json\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct MeshConfig {\n /// Enable mesh networking\n pub enabled: bool,\n /// Agent's role in the team (e.g., \"coordinator\", \"code-reviewer\", \"security\"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-04-02T23:05:08.328995174+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | // SPF Smart Gateway - Configuration\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n//\n// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n// BLOCK SEC-2: Added .qwen/, .xlaude/ agent config dirs + LIVE/CONFIG/ directory protection\n\nuse serde::{Deserialize, Serialize};\nuse std::path::Path;\n--\n// M","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:04:37.050857894+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:02:34.053918930+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:03:32.171677658+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:02:18.869935863+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:01:50.644146447+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:01:27.333386352+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T22:55:17.092812850+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T22:54:43.644242655+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: \"spf_pool_status\", \"spf_mesh_status\", \"spf_mesh_peers\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: \"spf_mesh_call\" | \"spf_mesh_status\" | \"spf_mesh_peers\"\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_mesh_status\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"mesh_status\" => \"spf_mesh_status\", \"mesh_peers\" => \"spf_mesh_peers\",\n/data/data/com.termux/","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read] | ts=2026-04-02T22:51:41.770936995+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | ),\n // ====== MESH TOOLS ======\n tool_def(\n \"spf_mesh_status\",\n \"Get mesh network status, role, team, and identity\",\n json!({}),\n vec![],\n--\n \"web_screenshot\" => \"spf_web_screenshot\", \"web_design\" => \"spf_web_design\",\n \"web_page\" => \"spf_web_page\",\n\n \"mesh_status\" => \"spf_mesh_status\", \"mesh_peers\" => \"spf_mesh_peers\",\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"transfo","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/RESUME_CHECKPOINT.md (45 lines)\n 1\t# RESUME CHECKPOINT — 2026-04-02 14:37 UTC\n 2\t# Duplex Streams + Dual-Mode Mesh Build\n 3\t# IN PROGRESS: P5-3 (spf_mesh_status + spf_project tools)\n 4\t\n 5\t## COMPLETED BLOCKS:\n 6\t1. Fix 1: AgentRole moved to config.rs, typed MeshConfig.role + PeerInfo.role ✓\n 7\t2. Fix 2: Handshake protocol (framing.rs constants + helpers) ✓\n 8\t3. Fix 3: Wire handshak","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-02T22:44:12.100638525+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T22:39:39.802254515+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Grep] | ts=2026-04-02T22:23:43.688120660+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep] | ts=2026-04-02T22:20:29.019121829+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T22:18:19.275612972+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5210 lines)\n 191\t \"mode\": {\"type\": \"string\", \"description\": \"Output mode: 'full' (default) or 'summary' (counts only, ~200 tokens)\", \"default\": \"full\"},\n 192\t \"limit\": {\"type\": \"integer\", \"description\": \"Max manifest/complexity entries to return (default: all)\", \"default\": 0}\n 193\t }),\n 194\t vec![],\n 195\t ),\n 196\t\n 197\t // =","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5210 lines)\n 139\t/// Send JSON-RPC error response\n 140\tfn send_error(id: &Value, code: i64, message: &str) {\n 141\t let response = json!({\n 142\t \"jsonrpc\": \"2.0\",\n 143\t \"id\": id,\n 144\t \"error\": { \"code\": code, \"message\": message },\n 145\t });\n 146\t let msg = serde_json::to_string(&response).unwrap();\n 147\t let stdout = io::stdout();\n 148\t let mut out","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-02T22:13:53.003407240+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T22:12:29.333371126+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-02T22:05:47.775601123+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Write] | ts=2026-04-02T22:05:06.254585566+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5210 lines)\n 106\t }\n 107\t }\n 108\t n if n.contains(\"brain\") || n.contains(\"rag\") => {\n 109\t let query = args.get(\"query\")\n 110\t .or_else(|| args.get(\"text\"))\n 111\t .or_else(|| args.get(\"path\"))\n 112\t .and_then(|v| v.as_str())\n 113\t .unwrap_or(\"?\");\n 114\t let truncated = utf8_safe::","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-02T22:04:28.852843393+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T21:59:45.574928032+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-02T22:00:04.635517504+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-02T21:55:54.748435255+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T21:55:18.739420998+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-02T21:54:12.806642117+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (786 lines)\n 118\t /// P5: Orchestrator state — Some only on orchestrator nodes\n 119\t pub orchestrator_state: Mutex>>>,\n 120\t}\n 121\t\n 122\t/// Application state for Axum handlers — wraps ServerState + API key.\n 123\t/// Clone is required by Axum's State extractor.\n 124\t#[derive(Clone)]\n 125\tstruct AppState {\n 126\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-02T21:53:39.671452651+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Write] | ts=2026-04-02T21:53:14.312640369+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Read] | ts=2026-04-02T21:52:50.219390118+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-02T21:52:22.363905024+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | \"Get the most recent session info.\",\n json!({}),\n vec![],\n ),\n tool_def(\n \"spf_agent_context\",\n \"Get context summary for session continuity.\",\n json!({}),\n vec![],\n ),\n // ====== MESH TOOLS ======\n tool_def(\n \"spf_mesh_status\",\n \"Get mesh network status, role, team, and identity\",\n json!({}),\n vec![],\n ),\n tool_def(\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T21:50:06.436716795+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5180 lines)\n 4301\t }\n 4302\t json!({\"type\": \"text\", \"text\": format!(\n 4303\t \"Added {} to team [{}]. Invite signal sent. {}\",\n 4304\t &peer_key[..8.min(peer_key.len())], team_id, summary\n 4305\t )})\n 4306\t }\n 4307\t \"list\" => {\n 4308\t let teams = crat","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T21:46:15.879742299+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T21:48:09.613145016+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5180 lines)\n 2206\t }\n 2207\t\n 2208\t\n 2209\t\n 2210\t\n 2211\t\n 2212\t\n 2213\t\n 2214\t\n 2215\t\n 2216\t // ====== spf_notebook_edit ======\n 2217\t \"spf_notebook_edit\" => {\n 2218\t let notebook_path = args[\"notebook_path\"].as_str().unwrap_or(\"\");\n 2219\t let new_source = args[\"new_source\"].as_str().unwrap_or(\"\");\n 2220\t let cell_number = args[\"cell_num","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-02T21:45:55.433610328+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T21:45:22.204727528+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | ),\n tool_def(\n \"spf_agent_session_info\",\n \"Get the most recent session info.\",\n json!({}),\n vec![],\n ),\n tool_def(\n \"spf_agent_context\",\n \"Get context summary for session continuity.\",\n json!({}),\n vec![],\n ),\n // ====== MESH TOOLS ======\n tool_def(\n \"spf_mesh_status\",\n \"Get mesh network status, role, team, and identity\",\n json","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T21:42:47.023233681+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T21:42:27.951214469+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T21:42:13.304231454+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (508 lines)\n 316\t/// Well-known control message types (sent as JSON in Control frames)\n 317\tpub mod control {\n 318\t /// Heartbeat — sent periodically to keep stream alive\n 319\t pub const HEARTBEAT: &str = r#\"{\"type\":\"heartbeat\"}\"#;\n 320\t\n 321\t /// Status request\n 322\t pub const STATUS_REQUEST: &str = r#\"{\"type\":\"status_request\"}\"#;\n 323\t\n 324\t /// Peer closing stream ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (508 lines)\n 341\t let start = payload.find(r#\"\"role\":\"#)?;\n 342\t let role_start = start + 8;\n 343\t payload[role_start..].find('\"').map(|end| payload[role_start..role_start + end].to_string())\n 344\t } else {\n 345\t None\n 346\t }\n 347\t }\n 348\t\n 349\t /// Parse name from a handshake frame payload.\n 350\t pub fn parse_name","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:41:58.523920158+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T21:39:57.994032808+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T21:39:17.899158500+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1082 lines)\n 431\t return;\n 432\t }\n 433\t }\n 434\t }\n 435\t }\n 436\t } else {\n 437\t let builder = build_mesh_builder(&signing_key, &config, &alpn);\n 438\t match builder.bind().await {\n 439\t Ok(ep) => ep,\n 440\t Err(e) => {\n 441\t eprintln!(\"[SPF-MESH] Failed to ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T21:38:58.803042101+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1082 lines)\n 446\t\n 447\t // Wait until endpoint has relay/public connectivity before accepting\n 448\t endpoint.online().await;\n 449\t\n 450\t // Source of truth — query what iroh actually bound\n 451\t let bound = endpoint.bound_sockets();\n 452\t let endpoint_id = endpoint.id();\n 453\t let port_info = if bound.is_empty() {\n 454\t \"no sockets\".to_string()\n 455\t } el","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:38:29.533021019+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T21:37:45.015151609+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:38:08.169827433+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4871\t log(\"Collector wired to TransformerState (Serve mode)\");\n 4872\t }\n 4873\t }\n 4874\t\n 4875\t // ================================================================\n 4876\t // NETWORK POOL — load config, init PoolState if NetAdmin\n 4877\t // ================================================================\n 4878\t let network_config = crate::config::Networ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4901\t pub_key_hex,\n 4902\t trusted_keys,\n 4903\t auth_mode: http_config.auth_mode.clone(),\n 4904\t nonce_cache: Mutex::new(std::collections::HashMap::new()),\n 4905\t listeners,\n 4906\t mesh_tx,\n 4907\t peers,\n 4908\t transformer,\n 4909\t transformer_config,\n 4910\t pipeline: std::sync::Arc::new(std::sync::Mutex::new(crat","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4851\t let (mesh_tx, mut mesh_rx) = if mesh_config.enabled {\n 4852\t let (tx, rx) = crate::mesh::create_mesh_channel();\n 4853\t (Some(tx), Some(rx))\n 4854\t } else {\n 4855\t (None, None)\n 4856\t };\n 4857\t\n 4858\t // ================================================================\n 4859\t // SHARED STATE — used by both stdio and HTTP transports\n 4860\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T21:37:21.009391045+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T21:32:26.800743918+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 3921\t Some(Err(crate::voice::VoiceError::NotAvailable(_))) => {\n 3922\t json!({\"type\": \"text\", \"text\": \"STT not available. Rebuild with --features voice-stt to enable Whisper transcription.\"})\n 3923\t }\n 3924\t Some(Err(e)) => json!({\"type\": \"text\", \"text\": format!(\"Transcription error: {}\", e)}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T21:27:45.241195327+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T21:27:19.055431275+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T21:26:01.573608908+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:22:17.980223577+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:20:35.382552835+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4976\t\n 4977\t std::thread::spawn(move || {\n 4978\t let rt = tokio::runtime::Builder::new_multi_thread()\n 4979\t .enable_all()\n 4980\t .build()\n 4981\t .expect(\"Failed to create shared tokio runtime\");\n 4982\t\n 4983\t rt.block_on(async {\n 4984\t //","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:19:48.032456603+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Write] | ts=2026-04-02T21:19:31.979283224+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4961\t };\n 4962\t let scheme = if tls.is_some() { \"HTTPS\" } else { \"HTTP\" };\n 4963\t let http_state = Arc::clone(&state);\n 4964\t let http_port = http_config.port;\n 4965\t let http_bind = http_config.bind.clone();\n 4966\t let http_api_key = http_config.api_key.clone();\n 4967\t\n 4968\t // ===========================","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4941\t let cn = format!(\"spf-{}\", &state.pub_key_hex[..16]);\n 4942\t let san_names = vec![\"localhost\".to_string(), cn.clone()];\n 4943\t let ck = rcgen::generate_simple_self_signed(san_names)\n 4944\t .expect(\"Failed to generate TLS certificate\");\n 4945\t if let Some(parent) = cert_path.parent()","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 3851\t json!({\"type\": \"text\", \"text\": format!(\n 3852\t \"Peer {} left team [{}]. {}\", &peer_key[..8.min(peer_key.len())], team_id, summary\n 3853\t )})\n 3854\t }\n 3855\t \"team_invite\" => {\n 3856\t // We have been invited to a team channel — create/update local channel entry\n 3857\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Read] | ts=2026-04-02T21:16:01.214074658+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 3171\t Ok(Ok(result)) => {\n 3172\t { let mut pl = pipeline.lock().unwrap(); pl.record_session_request(sid); }\n 3173\t let text = result.get(\"result\")\n 3174\t .and_then(|r| r.get(\"content\"))\n 3175\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-04-02T21:12:01.298611628+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:49:51.791669352+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:52:06.253131488+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:49:15.118764470+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | network_config: worker_network_config,\n pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n orchestrator_state: std::sync::Mutex::new(None),\n });\n\n // Spawn FLINT Memory Router — AFTER ServerState (needs Arc","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 2931\t }\n 2932\t\n 2933\t \"spf_fs_rm\" => {\n 2934\t let path = args[\"path\"].as_str().unwrap_or(\"\");\n 2935\t\n 2936\t let gate_params = ToolParams { file_path: Some(path.to_string()), ..Default::default() };\n 2937\t let decision = gate::process(\"spf_fs_rm\", &gate_params, config, session, &source);\n 2938\t if !decision.allowed {\n 2939\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:34:20.115457363+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:33:58.651297997+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T20:33:37.623215505+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-02T20:33:15.307445774+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:32:46.640573649+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 3521\t Ok(frames) => {\n 3522\t let frame_count = frames.len();\n 3523\t let total_bytes: usize = frames.iter().map(|f| f.data.len()).sum();\n 3524\t let codec = frames.first().map(|f| f.codec.as_str()).unwrap_or(\"none\").to_string();\n 3525\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T20:32:15.652989598+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T20:29:38.257500075+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Read] | ts=2026-04-02T20:28:44.067310721+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-02T20:28:19.606176720+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:27:56.612537041+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:27:35.640840382+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | mesh_tx,\n peers,\n transformer: Some(transformer.clone()),\n transformer_config: transformer_config.clone(),\n pipeline: Arc::new(Mutex::new(crate::pipeline::PipelineState::new())),\n signing_key: signing_key.clone(),\n network_config: worker_network_config,\n pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:27:03.154410447+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice::spf_voice;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:49.796903994+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n orchestrator_state: std::sync::Mutex::new(None),\n });\n\n--\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | pipeline: Arc::new(Mutex::new(crate::pipeline::PipelineState::new())),\n signing_key: signing_key.clone(),\n network_config: worker_network_config,\n pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n orchestrator_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:44.510461131+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:31.932347959+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | transformer_config: transformer_config.clone(),\n pipeline: Arc::new(Mutex::new(crate::pipeline::PipelineState::new())),\n signing_key: signing_key.clone(),\n network_config: worker_network_config,\n pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:01.391477762+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:21.161962859+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | }\n let result = handle_tool_call(\n tool_name, &tool_args, flint_source, &flint_decision, config, session, storage,\n config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, pool_state, pipeline,\n browser, ws_browser_channels, http_port,\n );\n\n // Extract result and tag with [FLINT] prefix for identification\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:25:49.255759590+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:25:38.531960427+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:25:28.048910900+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T20:25:17.706287935+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T20:25:05.982580648+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-04-02T20:24:55.799881641+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-02T20:24:39.062095189+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Write] | ts=2026-04-02T20:24:08.987760253+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T20:24:22.611038425+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (784 lines)\n 111\t pub browser: std::sync::Mutex,\n 112\t /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n 113\t pub ws_browser_channels: std::sync::Mutex>,\n 114\t /// HTTP server port — injected into proxied pages as WebSocket target port\n 115\t pub http_port: u16,\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Read] | ts=2026-04-02T20:23:57.442738799+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n });\n\n--\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n });\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-04-02T20:23:15.513952773+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:23:04.175613559+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:22:40.777558203+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:22:32.458479300+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:22:24.725659720+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | tool_definitions().len()\n}\n\n/// Run in headless worker mode — no stdio MCP loop.\n/// Sets up LMDBs, identity, mesh, HTTP monitoring, then enters worker loop.\npub fn run_worker(\n config: SpfConfig,\n config_db: SpfConfigDb,\n session: Session,\n storage: SpfStorage,\n http_config: crate::config::HttpConfig,\n--\n // Enter worker main loop (blocks forever)\n let mut worker_state = crate::worker::WorkerState::new(worker_config, transformer_config);\n crate::worker::run_worker(&m","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:22:08.551760611+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T20:21:52.337786086+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T20:22:00.868670406+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Glob] | ts=2026-04-02T20:18:52.698365946+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T20:19:22.193173696+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs-// ============================================================================\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs-/// Run the worker main loop. Polls pipeline for tasks, processes them,\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/s","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Read] | ts=2026-04-02T20:18:36.892759025+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1082 lines)\n 336\t\n 337\t /// Get all active peer keys.\n 338\t pub fn active_peers(&self) -> Vec {\n 339\t self.channels\n 340\t .iter()\n 341\t .filter(|(_, ch)| ch.active)\n 342\t .map(|(k, _)| k.clone())\n 343\t .collect()\n 344\t }\n 345\t\n 346\t /// Get the role of a connected peer.\n 347\t pub fn peer_role(&self, peer_k","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Read] | ts=2026-04-02T20:15:15.590574883+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T20:14:39.727787032+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T20:13:36.736882994+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_MASTER.md (240 lines)\n 80\t## PHASE 2: Handshake Protocol\n 81\t\n 82\t### P2-1: Control:Handshake frame\n 83\t```json\n 84\t{\"type\":\"handshake\",\"role\":\"orchestrator|worker|thinker\",\n 85\t \"name\":\"alice\",\"version\":\"3.0\"}\n 86\t```\n 87\t\n 88\t### P2-2: Inbound handshake on accept_bi\n 89\tSend our handshake → receive theirs → mark channel with role.\n 90\t\n 91\t### P2-3: Outbound handsha","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (784 lines)\n 46\tuse std::sync::{Arc, Mutex};\n 47\tuse std::time::{Duration, Instant};\n 48\t\n 49\t/// P2: Tracked peer in the mesh.\n 50\t#[derive(Debug, Clone)]\n 51\tpub struct MeshPeerStatus {\n 52\t pub role: crate::config::AgentRole,\n 53\t pub name: String,\n 54\t pub last_seen: Instant,\n 55\t}\n 56\tuse axum::{\n 57\t Router,\n 58\t middleware,\n 59\t routing:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T20:13:14.136916076+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Bash] | ts=2026-04-02T20:12:53.708500979+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Edit] | ts=2026-04-02T20:12:37.184866975+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (784 lines)\n 68\t trace::TraceLayer,\n 69\t limit::RequestBodyLimitLayer,\n 70\t catch_panic::CatchPanicLayer,\n 71\t sensitive_headers::SetSensitiveRequestHeadersLayer,\n 72\t compression::CompressionLayer,\n 73\t};\n 74\t\n 75\tconst PROTOCOL_VERSION: &str = \"2024-11-05\";\n 76\tconst TIMESTAMP_WINDOW_SECS: u64 = 30;\n 77\tconst NONCE_EXPIRY_SECS: u64 = 60;\n 78\t\n 79\t/// ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (435 lines)\n 297\t// ============================================================================\n 298\t\n 299\t/// Peer information loaded from groups/*.json files.\n 300\t/// Carries addresses so iroh can connect directly without relay/mDNS/DHT.\n 301\t#[derive(Debug, Clone)]\n 302\tpub struct PeerInfo {\n 303\t pub key: String,\n 304\t pub addr: Vec,\n 305\t pub name: String,\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Edit,Read] | ts=2026-04-02T20:12:23.860032136+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T20:11:52.567423034+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-02T20:12:12.927538286+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:12:00.977736364+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T20:11:34.246260020+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T20:11:43.481072725+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T20:10:48.510068162+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T20:10:58.359600086+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T20:10:32.848286606+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T20:10:20.142778434+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T20:10:08.821997240+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-02T20:09:53.072879694+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (917 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n 5\t//\n 6\t// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n 7\t// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n 8\t// BLOCK SEC-2: Added .qwen/, .xlaude/ ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1083 lines)\n 24\tuse iroh::address_lookup::MdnsAddressLookup;\n 25\tuse serde::{Deserialize, Serialize};\n 26\tuse serde_json::{json, Value};\n 27\tuse std::collections::{HashMap, HashSet};\n 28\tuse std::sync::Arc;\n 29\tuse std::time::{Duration, Instant};\n 30\t\n 31\t/// ALPN bytes for SPF mesh protocol\n 32\tfn spf_alpn(config: &MeshConfig) -> Vec {\n 33\t config.alpn.as_bytes().t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | use serde::{Deserialize, Serialize};\n let rpc_json = serde_json::to_string(&rpc).map_err(|e| format!(\"Serialize error: {}\", e))?;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1083 lines)\n 716\t // If first frame is a Control handshake, respond with our handshake\n 717\t // and log the peer's role. Then continue normal routing.\n 718\t let mut handshake_done = false;\n 719\t if first_frame.stream_type == StreamType::Control {\n 720\t if let Ok(text) = first_frame.payload_str() {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1083 lines)\n 709\t mut send: iroh::endpoint::SendStream,\n 710\t mut recv: iroh::endpoint::RecvStream,\n 711\t first_frame: Frame,\n 712\t state: &Arc,\n 713\t peer_key: &str,\n 714\t) {\n 715\t // ── P2: Handshake exchange ──\n 716\t // If first frame is a Control handshake, respond with our handshake\n 717\t // and log the peer's role. Then continue normal routin","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1083 lines)\n 879\t \"peer_id\": state.pub_key_hex,\n 880\t \"tools\": crate::mcp::tool_count(),\n 881\t \"uptime\": \"active\",\n 882\t });\n 883\t Some(Frame::control(&serde_json::to_string(&status).unwrap_or_default()))\n 884\t } else {\n 885\t None // Unknown control message — no response needed","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1073 lines)\n 603\t framing::Protocol::Framed(stream_type) => {\n 604\t // === FRAMED MODE (new persistent streams) ===\n 605\t // First byte was stream type. Read rest of first frame header.\n 606\t let mut header_rest = [0u8; 4]; // 4 bytes length\n 607\t if recv.read_exact(&mut header_rest).await.is_err() {\n 608\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1073 lines)\n 631\t }\n 632\t\n 633\t framing::Protocol::Unknown(byte) => {\n 634\t eprintln!(\"[SPF-MESH] Unknown protocol byte 0x{:02x} from {}\", byte, &peer_key[..16]);\n 635\t send.finish().ok();\n 636\t }\n 637\t }\n 638\t }\n 639\t}\n 640\t\n 641\t/// Handle a legacy one-shot JSON-RPC message (unchanged from original)\n 642\t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1073 lines)\n 781\t if frame.stream_type == StreamType::Control {\n 782\t if let Ok(text) = frame.payload_str() {\n 783\t // ── P2: Handshake mid-stream (reconnect scenario) ──\n 784\t if let Some(their_role) = framing::control::parse_role(text) {\n 785\t eprintln!(\"[SPF-MESH] ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-02T20:09:29.923800849+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-02T20:08:42.914660867+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:03:02.537416429+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:01:47.682929843+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 720\t if let Ok(text) = first_frame.payload_str() {\n 721\t if let Some(their_role) = framing::control::parse_role(text) {\n 722\t eprintln!(\"[SPF-MESH] Inbound handshake: {} | role={}\", &peer_key[..16], their_role);\n 723\t let our_cfg = crate::config::MeshConfig::load(\n 724\t &crate::paths::spf_root().join(\"LIVE/CONFIG/","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T20:01:07.756501264+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-04-02T20:00:24.225269562+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T19:59:22.118097711+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T19:59:08.025721935+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-02T19:57:22.858077808+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-02T19:56:35.967002878+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T19:56:05.894709504+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T19:55:20.292123584+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T19:55:53.212640811+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n });\n--\n pool_state,\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n });","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T19:54:32.694340842+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Grep,Read] | ts=2026-04-02T19:53:59.151184813+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Bash] | ts=2026-04-02T19:53:41.078522893+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Bash,Write] | ts=2026-04-02T19:52:50.835335725+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n browser: &std::sync::Mutex,\n ws_browser_channels: &std::sync::Mutex>,\n http_port: u16,\n) -> Value {\n // QW-1: Resolve tool alias before routing — enables unprefixed calls from Qwen/external LLMs\n let name = too","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Write,Edit] | ts=2026-04-02T19:52:03.690785065+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Write,Edit,Edit] | ts=2026-04-02T19:51:44.394025854+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (774 lines)\n 68\tconst TIMESTAMP_WINDOW_SECS: u64 = 30;\n 69\tconst NONCE_EXPIRY_SECS: u64 = 60;\n 70\t\n 71\t/// Shared server state — used by all transports (stdio, HTTP, mesh).\n 72\t/// Wrapped in Arc for thread-safe sharing.\n 73\tpub struct ServerState {\n 74\t pub config: SpfConfig,\n 75\t pub config_db: Option,\n 76\t pub session: Mutex,\n 77\t pub st","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-02T19:50:58.148725038+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Bash] | ts=2026-04-02T19:50:41.512869159+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-02T19:50:21.225641980+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-02T19:48:07.762461926+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (918 lines)\n 11\tuse serde::{de::{self, Deserializer}};\n 12\tuse std::path::Path;\n 13\t\n 14\t/// Master SPF configuration loaded from CONFIG LMDB\n 15\t#[derive(Debug, Clone, Serialize, Deserialize)]\n 16\tpub struct SpfConfig {\n 17\t pub version: String,\n 18\t pub enforce_mode: EnforceMode,\n 19\t pub allowed_paths: Vec,\n 20\t pub blocked_paths: Vec,\n 2","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Write] | ts=2026-04-02T19:44:48.426305023+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T19:45:49.979696927+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-02T19:45:14.556271784+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 699\t }\n 700\t}\n 701\t\n 702\t// ============================================================================\n 703\t// FRAMED STREAM HANDLER (Block G + H: persistent bidirectional streams)\n 704\t// ============================================================================\n 705\t\n 706\t/// Handle a persistent framed stream. Routes frames by StreamType.\n 707\t/// Stream stays op","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 196\t alpn,\n 197\t peer_addrs: HashMap::new(),\n 198\t }\n 199\t }\n 200\t\n 201\t /// Register peer addresses for reconnect.\n 202\t pub fn register_peer_addrs(&mut self, peer_key: &str, addrs: Vec) {\n 203\t self.peer_addrs.insert(peer_key.to_string(), addrs);\n 204\t }\n 205\t\n 206\t /// Connect to a peer — opens persistent d","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (501 lines)\n 316\t/// Well-known control message types (sent as JSON in Control frames)\n 317\tpub mod control {\n 318\t /// Heartbeat — sent periodically to keep stream alive\n 319\t pub const HEARTBEAT: &str = r#\"{\"type\":\"heartbeat\"}\"#;\n 320\t\n 321\t /// Status request\n 322\t pub const STATUS_REQUEST: &str = r#\"{\"type\":\"status_request\"}\"#;\n 323\t\n 324\t /// Peer closing stream ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-02T19:44:14.571415505+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Write,Read] | ts=2026-04-02T19:44:26.747961334+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:43:53.766583690+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T19:42:14.578104144+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:43:25.401088336+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:43:05.617992458+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:40:27.648228300+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-02T19:40:10.010864036+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:40:45.163010637+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:39:35.059275664+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-02T19:39:52.693583626+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:39:17.942514264+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (138 lines)\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2021\"\n 13\tauthors","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (918 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n 5\t//\n 6\t// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n 7\t// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n 8\t// BLOCK SEC-2: Added .qwen/, .xlaude/ ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (918 lines)\n 373\t// ============================================================================\n 374\t// MESH CONFIGURATION — Agent identity, role, team, discovery\n 375\t// ============================================================================\n 376\t\n 377\t/// Dual-mode role — parsed from mesh.json \"role\" field.\n 378\t/// Shared between config.rs (MeshConfig), identity.rs (PeerInfo), and","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 18\t\n 19\tuse crate::config::{AgentRole, MeshConfig};\n 20\tuse crate::framing::{self, Frame, StreamType, FRAME_HEADER_SIZE};\n 21\tuse crate::http::ServerState;\n 22\tuse ed25519_dalek::SigningKey;\n 23\tuse iroh::{Endpoint, EndpointAddr, PublicKey, SecretKey};\n 24\tuse iroh::address_lookup::MdnsAddressLookup;\n 25\tuse serde::{Deserialize, Serialize};\n 26\tuse serde_json::{j","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 109\t std::sync::mpsc::channel()\n 110\t}\n 111\t\n 112\t// ============================================================================\n 113\t// P2: HANDSHAKE HELPERS — read/write role exchange on persistent streams\n 114\t// ============================================================================\n 115\t\n 116\t/// Read a handshake frame from a RecvStream. Returns the peer's rol","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1013 lines)\n 116\t/// One persistent QUIC bi-stream per peer.\n 117\t/// Stays open from boot to shutdown. Reconnects on drop.\n 118\tpub struct PeerChannel {\n 119\t pub peer_key: String,\n 120\t pub role: AgentRole,\n 121\t pub send: iroh::endpoint::SendStream,\n 122\t pub recv: iroh::endpoint::RecvStream,\n 123\t _conn: iroh::endpoint::Connection,\n 124\t pub last_active: Instant,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:36:44.016938750+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:36:26.952952246+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:35:51.240794864+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:35:35.209999713+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T19:35:15.654681908+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:34:54.858411343+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T19:34:38.867213277+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (968 lines)\n 649\t }\n 650\t}\n 651\t\n 652\t// ============================================================================\n 653\t// FRAMED STREAM HANDLER (Block G + H: persistent bidirectional streams)\n 654\t// ============================================================================\n 655\t\n 656\t/// Handle a persistent framed stream. Routes frames by StreamType.\n 657\t/// Stream stays ope","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (482 lines)\n 316\t/// Well-known control message types (sent as JSON in Control frames)\n 317\tpub mod control {\n 318\t /// Heartbeat — sent periodically to keep stream alive\n 319\t pub const HEARTBEAT: &str = r#\"{\"type\":\"heartbeat\"}\"#;\n 320\t\n 321\t /// Status request\n 322\t pub const STATUS_REQUEST: &str = r#\"{\"type\":\"status_request\"}\"#;\n 323\t\n 324\t /// Peer closing stream ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (952 lines)\n 146\t alpn,\n 147\t peer_addrs: HashMap::new(),\n 148\t }\n 149\t }\n 150\t\n 151\t /// Register peer addresses for reconnect.\n 152\t pub fn register_peer_addrs(&mut self, peer_key: &str, addrs: Vec) {\n 153\t self.peer_addrs.insert(peer_key.to_string(), addrs);\n 154\t }\n 155\t\n 156\t /// Connect to a peer — opens persistent du","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (482 lines)\n 314\t// ============================================================================\n 315\t\n 316\t/// Well-known control message types (sent as JSON in Control frames)\n 317\tpub mod control {\n 318\t /// Heartbeat — sent periodically to keep stream alive\n 319\t pub const HEARTBEAT: &str = r#\"{\"type\":\"heartbeat\"}\"#;\n 320\t\n 321\t /// Status request\n 322\t pub const STA","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Edit] | ts=2026-04-02T19:34:15.613038077+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (952 lines)\n 406\t\n 407\t // Spawn outbound request handler (sync channel → persistent duplex channels)\n 408\t let outbound_ep = endpoint.clone();\n 409\t let outbound_alpn = alpn.clone();\n 410\t let outbound_peers = state.peers.clone();\n 411\t let outbound_trusted = state.trusted_keys.clone();\n 412\t let rt_handle = tokio::runtime::Handle::current();\n 413\t std::thread::spaw","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T19:33:47.496652723+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (952 lines)\n 331\t// ============================================================================\n 332\t// MESH STARTUP + INBOUND HANDLER\n 333\t// ============================================================================\n 334\t\n 335\t/// Main mesh loop — runs in dedicated thread with tokio runtime.\n 336\t/// Accepts inbound QUIC connections from trusted peers.\n 337\t/// Routes JSON-RPC request","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | json!({\"type\": \"text\", \"text\": format!(\n \"Mesh: {} | Role: {} | Team: {} | Discovery: {} | Identity: {}\",\n status, mesh_cfg.role, mesh_cfg.team,\n mesh_cfg.discovery, &pub_key_hex[..16]\n )})\n--\n log(&format!(\"{} API started on {}:{}\", scheme, http_config.bind, http_port));\n log(&format!(\"Mesh started | Role: {} | Team: {} | Discovery: {}\",\n mesh_config.role, mesh_config.te","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-02T19:32:51.500436130+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T19:32:37.491092698+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | use serde::{Deserialize, Serialize};\n#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, Hash)]\n let rpc_json = serde_json::to_string(&rpc).map_err(|e| format!(\"Serialize error: {}\", e))?;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-02T19:32:24.991401869+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:32:13.093417343+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:31:28.365038766+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:31:07.149694972+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (984 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// Rev 2: Persistent bidirectional streams with framing protocol.\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-02T19:30:56.392584507+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T19:30:16.658877231+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (433 lines)\n 296\t// PEER INFO — structured peer data with addresses for mesh connectivity\n 297\t// ============================================================================\n 298\t\n 299\t/// Peer information loaded from groups/*.json files.\n 300\t/// Carries addresses so iroh can connect directly without relay/mDNS/DHT.\n 301\t#[derive(Debug, Clone)]\n 302\tpub struct PeerInfo {\n 303\t p","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-02T19:27:42.278597238+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T19:24:58.608520112+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-04-02T19:23:27.507725356+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Glob] | ts=2026-04-02T19:24:15.048361379+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 373\t// MESH CONFIGURATION — Agent identity, role, team, discovery\n 374\t// ============================================================================\n 375\t\n 376\t/// Mesh transport configuration — loaded from LIVE/CONFIG/mesh.json\n 377\t#[derive(Debug, Clone, Serialize, Deserialize)]\n 378\tpub struct MeshConfig {\n 379\t /// Enable mesh networking\n 380\t pub enabled: bool","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-04-02T19:21:32.692969618+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice::spf_voice;\n 10\tuse crate::config:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-04-02T19:20:48.558092604+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T19:19:35.729400444+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T19:16:19.387149529+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | \n/// Handle a tool call\npub fn handle_tool_call(\n name: &str,\n args: &Value,\n source: crate::dispatch::Source,\n gate_decision: &crate::gate::GateDecision,\n config: &SpfConfig,\n session: &mut Session,\n storage: &SpfStorage,\n config_db: &Option,\n tmp_db: &Option,\n _fs_db: &Option,\n agent_db: &Option,\n pub_key_hex: &str,\n mesh_tx: &Option>,\n peers: &std::collection","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T19:16:13.035994375+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:15:22.971664707+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T18:58:04.583208073+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | let _ = storage.save_session(session);\n\n let mesh_json = crate::paths::spf_root().join(\"LIVE/CONFIG/mesh.json\");\n let mesh_cfg = crate::config::MeshConfig::load(&mesh_json).unwrap_or_default();\n let status = if mesh_cfg.enabled { \"online\" } else { \"disabled\" };\n json!({\"type\": \"text\", \"text\": format!(\n \"Mesh: {} | Role: {} | Team: {} | Discovery: {} | Identity: {}\",\n--\n\n/// Run in headless worker mode — no stdio MCP loop.\n///","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 1\t// SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolPar","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T18:55:23.443446051+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T18:54:04.592285248+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T18:52:56.680753555+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read] | ts=2026-04-02T18:49:46.608201075+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-02T18:40:02.232300257+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (984 lines)\n 1\t// SPF Smart Gateway - Mesh Network Transport (Layer 3)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T18:35:54.983217330+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_session,spf_agent_memory_search] | ts=2026-04-02T18:25:18.669454812+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_session,spf_agent_memory_search,spf_agent_context] | ts=2026-04-02T18:24:53.773134561+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,spf_chat_history,spf_agent_session_info] | ts=2026-04-02T18:24:40.588340087+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_memory_search,spf_agent_context,spf_chat_history] | ts=2026-04-02T18:24:45.562984981+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_session_info] | ts=2026-04-02T18:24:26.853742645+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'DEPLOY mesh network pipeline pending blocks task 43' — 5 result(s):\n\nScore: 0.473 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8b3d6a13a5136f44.txt\n - Tags result with [FLINT] prefix, _flint_worker, _tool_executed, _was_blocked\n\n**NETWORK POOL (Block NP):**\n- spf_pool_status: Worker status snapshot (name, status, task, elapsed)\n- spf_pool_assign: NetAdmin only — find_by_name/find_idle → borrow worker → return task_id\n- spf_pool_release: NetAdmin only — find work","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_chat_history,spf_agent_session_info] | ts=2026-04-02T18:24:29.861935560+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_session_info, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_session_info source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T18:23:54.325429115+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T18:21:55.722412650+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | 984 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs\n// SPF Smart Gateway - Mesh Network Transport (Layer 3)\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T18:03:20.218946691+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Edit] | ts=2026-04-02T17:57:52.817872284+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Edit,Grep] | ts=2026-04-02T17:55:09.585279169+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T17:50:30.767030422+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-04-02T17:52:43.709399433+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (984 lines)\n 856\t Ok(Ok(Some(frame))) => frame,\n 857\t Ok(Ok(None)) => return Err(\"Stream closed by peer\".to_string()),\n 858\t Ok(Err(e)) => return Err(format!(\"Read error: {}\", e)),\n 859\t Err(_) => return Err(\"Response timed out (30s)\".to_string()),\n 860\t };","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-02T17:50:05.611391681+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T17:48:24.132110053+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T17:47:53.164897148+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | /// THIS FUNCTION IS UNCHANGED — backward compatible with all existing callers.\n/// For persistent streams, use call_peer_stream() instead.\npub async fn call_peer(\n endpoint: &Endpoint,\n peer_key: &str,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T17:45:46.106325791+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Edit] | ts=2026-04-02T17:45:31.240400848+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | rt_handle.block_on(async {\n handle_framed_outbound(&mut mgr, &req).await\n })\n--\n/// Returns the parsed JSON-RPC response as Value.\nasync fn handle_framed_outbound(\n mgr: &mut PeerChannelManager,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T17:44:57.625737267+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T17:44:29.778233007+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T17:44:07.645947130+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (938 lines)\n 821\t }\n 822\t }\n 823\t}\n 824\t\n 825\t// ============================================================================\n 826\t// OUTBOUND MESH CLIENT — LEGACY (unchanged)\n 827\t// ============================================================================\n 828\t\n 829\t/// Call a peer agent's tool via QUIC mesh.\n 830\t/// Opens a bidirectional stream, sends JSON-RPC, reads","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Bash] | ts=2026-04-02T17:41:23.176636255+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T17:41:40.287162238+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (938 lines)\n 779\t \"type\": \"status_response\",\n 780\t \"peer_id\": state.pub_key_hex,\n 781\t \"tools\": crate::mcp::tool_count(),\n 782\t \"uptime\": \"active\",\n 783\t });\n 784\t Some(Frame::control(&serde_json::to_string(&status).unwrap_or_default()))\n 785\t } else {\n 786\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Bash] | ts=2026-04-02T17:41:01.999024336+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (905 lines)\n 436\t }\n 437\t });\n 438\t\n 439\t // Spawn outbound request handler (sync channel → async call_peer)\n 440\t let outbound_ep = endpoint.clone();\n 441\t let outbound_alpn = alpn.clone();\n 442\t let rt_handle = tokio::runtime::Handle::current();\n 443\t std::thread::spawn(move || {\n 444\t while let Ok(request) = mesh_rx.recv() {\n 445\t let ep ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (652 lines)\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash] | ts=2026-04-02T17:33:46.061104243+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T17:24:05.153215194+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash] | ts=2026-04-02T16:03:42.875368499+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | pub enum AgentRole {\npub struct PeerChannel {\npub struct PeerChannelManager {\nimpl PeerChannelManager {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T16:02:48.790730395+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Write] | ts=2026-04-02T15:44:07.729424364+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (905 lines)\n 1\t// SPF Smart Gateway - Mesh Network Transport (Layer 3)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Grep] | ts=2026-04-02T15:42:43.170904240+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Read] | ts=2026-04-02T15:37:04.774103745+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (905 lines)\n 111\t\n 112\t// ============================================================================\n 113\t// P0-1: AGENT ROLE — Worker / Thinker / Orchestrator\n 114\t// ============================================================================\n 115\t\n 116\t/// Dual-mode role — parsed from mesh.json \"role\" field.\n 117\t#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, Hash","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T15:28:30.114898680+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T15:17:15.370686855+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Write] | ts=2026-04-02T15:05:24.649036032+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Write] | ts=2026-04-02T15:04:58.680858958+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-02T15:01:28.512153101+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-02T14:02:20.245764568+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-02T12:37:13.872366094+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-02T11:07:42.239157757+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-02T09:46:03.862395964+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-02T08:19:09.630963855+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-02T06:48:25.394994347+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Write] | ts=2026-04-02T05:20:46.925156995+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Edit] | ts=2026-04-02T03:46:30.946426806+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Edit,Edit] | ts=2026-04-02T02:16:56.262455796+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-02T02:15:06.511195682+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T02:14:59.800205840+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T02:14:13.569576587+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T02:10:35.400872556+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T02:09:52.859637572+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T02:01:19.929110268+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T02:01:51.319031089+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T02:02:10.211418842+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T02:00:55.051630225+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (780 lines)\n 1\t) {\n 2\t std::sync::mpsc::channel()\n 3\t}\n 4\t\n 5\t// ============================================================================\n 6\t// P0-1: AGENT ROLE — Dual-Mode (Worker / Thinker / Orchestrator)\n 7\t// ============================================================================\n 8\t\n 9\t/// Agent role — parsed from mesh.json \"role\" field.\n 10\t/// Ev","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T02:00:36.243750597+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T02:00:12.440492585+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:59:18.931736668+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | peer_key: &str,\n addrs: &[String],\n role: AgentRole,\n handshake_frame: &Frame,\n ) -> Result<(), String> {\n // Disconnect existing first (reconnect case)\n self.disconnect(peer_key);\n--\n .await?;\n\n // Send handshake frame first\n let hs_bytes = handshake_frame.to_bytes();\n // We need SendStream to send — clone from caller\n // The actual send happens from the returned send stream\n self.channels.insert(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:58:48.202215534+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | ) {\n std::sync::mpsc::channel()\n}\n\n// ============================================================================\n// P0-1: AGENT ROLE — Dual-Mode (Worker / Thinker / Orchestrator)\n// ============================================================================\n\n/// Agent role — parsed from mesh.json \"role\" field.\n/// Every SPF node has exactly one of these.\n#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, Hash)]\npub enum AgentRole {\n /// Human-facing director — manages t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T01:57:41.085710403+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T01:52:33.909569166+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T01:52:05.586079490+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T01:43:30.898486249+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (780 lines)\n 266\t Err(e) => {\n 267\t eprintln!(\"[SPF-MESH] Preferred port {} failed ({}), falling back to random\", port, e);\n 268\t let fallback = build_mesh_builder(&signing_key, &config, &alpn);\n 269\t match fallback.bind().await {\n 270\t Ok(ep) => ep,\n 271\t Err(e2) => {\n 272\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:40:40.189236887+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | \n /// Connect to a peer — opens persistent duplex bi-stream.\n /// Returns Err if connection fails or stream can't be opened.\n pub async fn connect(\n &mut self,\n peer_key: &str,\n addrs: &[String],","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:40:12.264611897+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:39:36.560912848+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:37:42.160961902+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | alpn: Vec,\n /// Trusted peer address map — pub_key → Vec<\"ip:port\">\n peer_addrs: HashMap>,\n}\n\nimpl PeerChannelManager {\n /// Create a new empty channel manager.\n pub fn new(endpoint: Endpoint, alpn: Vec) -> Self {\n Self {\n channels: HashMap::new(),\n endpoint,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:38:59.193510727+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T01:33:16.523784712+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T01:25:23.567103070+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T01:25:59.162358421+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T01:24:47.383178969+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | /// Stream stays open from boot to shutdown — reconnects on drop.\npub struct PeerChannel {\n pub peer_key: String,\n--\n/// One channel per peer. Auto-connects, auto-reconnects on drop.\npub struct PeerChannelManager {\n channels: HashMap,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (780 lines)\n 219\t\n 220\t/// Request sent from sync MCP world to async mesh world.\n 221\tpub struct MeshRequest {\n 222\t pub peer_key: String,\n 223\t pub addrs: Vec,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T01:24:22.675882780+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T01:23:19.238818742+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Write] | ts=2026-04-02T01:22:20.914079962+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (654 lines)\n 106\t std::sync::mpsc::Sender,\n 107\t std::sync::mpsc::Receiver,\n 108\t) {\n 109\t std::sync::mpsc::channel()\n 110\t}\n 111\t\n 112\t// ============================================================================\n 113\t// MESH STARTUP + INBOUND HANDLER","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Read] | ts=2026-04-02T01:20:23.441525424+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (654 lines)\n 104\t/// Returns (sender for ServerState, receiver for mesh thread).\n 105\tpub fn create_mesh_channel() -> (\n 106\t std::sync::mpsc::Sender,\n 107\t std::sync::mpsc::Receiver,\n 108\t) {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-02T01:16:04.064266304+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,spf_chat_history] | ts=2026-04-02T01:08:41.426619129+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T01:10:15.815330655+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,spf_chat_history,spf_mesh_status] | ts=2026-04-02T01:07:22.590410826+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_mesh_status,spf_chat_send] | ts=2026-04-02T01:04:55.597987861+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_status,spf_chat_send,Grep] | ts=2026-04-02T01:02:05.728446832+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_chat_send,Grep,spf_chat_send] | ts=2026-04-02T01:01:31.610428043+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=-0.5 weight=4.0 evil=0.50 relevance=1.00 fp=false override=false | context=[Grep,spf_chat_send,spf_mesh_call] | ts=2026-04-02T01:01:04.367777897+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_chat_send, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | Sent to ba2ad5c3: DUPLEX PIPELINE BUILD — CLONE ASSIGNMENT\n\nYou are assigned P0-1 and P0-2 from the master build plan. Full plan is in DEPLOY/WORK_BLOCKS_MASTER.md and WORK_BLOCKS_DUPLEX.md.\n\nYOUR TASK — write into DEPLOY/src/mesh.rs (WORK copy, NOT live src/):\n\nP0-1: Add PeerChannel struct after existing structs (around line 108)\n Fields: peer_key: String, role: AgentRole, send: SendStream, recv: RecvStream, conn: Connection, last_active: Instant, active: bool\n\nP0-2: Add PeerChannelManager str","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_send,spf_mesh_call,spf_mesh_peers] | ts=2026-04-02T01:00:46.007718789+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.json: \"key\": \"ba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.keys:ba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys:ba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=-0.5 weight=4.0 evil=0.50 relevance=1.00 fp=false override=false | context=[spf_mesh_call,spf_mesh_peers,Edit] | ts=2026-04-02T01:00:33.765914419+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T00:58:29.959815768+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T00:55:36.547288803+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-04-02T00:52:18.138520598+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Write,Edit] | ts=2026-04-02T00:49:35.657248264+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-04-02T00:48:05.483456059+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-02T00:43:22.361002469+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T00:39:56.074849162+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-02T00:40:38.340335396+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T00:39:32.358328286+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5176 lines)\n 107\t }\n 108\t n if n.contains(\"brain\") || n.contains(\"rag\") => {\n 109\t let query = args.get(\"query\")\n 110\t .or_else(|| args.get(\"text\"))\n 111\t .or_else(|| args.get(\"path\"))\n 112\t .and_then(|v| v.as_str())\n 113\t .unwrap_or(\"?\");\n 114\t let truncated = utf8_safe::safe_truncate(query, 150);\n 115\t forma","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T00:36:00.601597481+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T00:35:10.839688281+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-04-02T00:32:38.692286412+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Write] | ts=2026-04-02T00:32:13.468577880+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n// PIPELINE STATE — tracks active streams, queues, and backpressure\n// ============================================================================\n\n/// Pipeline orchestrator state. Manages task queues and worker dispatch.\npub struct PipelineState {\n /// Active task queues per stream\n queues: HashMap,\n /// Results waiting to be collected\n results: HashMap,\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | const MAX_DB_SIZE: usize = 20 * 1024 * 1024; // 20MB\n\n/// LMDB-backed project registry\npub struct SpfProjectsDb {\n env: Env,\n /// General key-value store for project data\n data: Database,\n--\n\nimpl SpfProjectsDb {\n /// Open or create projects LMDB at given path\n pub fn open(path: &Path) -> Result {\n std::fs::create_dir_all(path)?;\n\n let env = unsafe {\n--\n }\n\n /// Initialize defaults (no seeding -- starts empty)\n pub fn init_defaults(&self) -> ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Write,Write] | ts=2026-04-02T00:31:12.735659778+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-02T00:25:55.754918024+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-02T00:03:36.153993900+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-01T23:51:04.128557369+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Write] | ts=2026-04-01T23:50:41.650356388+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Write] | ts=2026-04-01T23:50:16.818693064+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-01T23:49:55.382223280+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (652 lines)\n 27\tuse std::sync::Arc;\n 28\t\n 29\t/// ALPN bytes for SPF mesh protocol\n 30\tfn spf_alpn(config: &MeshConfig) -> Vec {\n 31\t config.alpn.as_bytes().to_vec()\n 32\t}\n 33\t\n 34\t/// Convert Ed25519 SigningKey to iroh SecretKey.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,spf_transformer_chat] | ts=2026-04-01T23:49:41.719544171+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,spf_transformer_chat,Read] | ts=2026-04-01T23:48:45.605791223+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_transformer_chat,Read,Write] | ts=2026-04-01T23:23:45.097675338+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_chat, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_chat source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Write,Glob] | ts=2026-04-01T23:00:40.048733627+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Glob,Write] | ts=2026-04-01T22:59:55.159130519+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Write,Glob] | ts=2026-04-01T22:59:33.863127038+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Glob,Glob,spf_config_paths] | ts=2026-04-01T22:57:16.581827975+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Glob,Glob] | ts=2026-04-01T22:57:44.659443746+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,spf_config_paths,Bash] | ts=2026-04-01T22:51:07.106373377+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_config_paths,Bash,Glob] | ts=2026-04-01T22:50:38.010794325+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Glob,Grep] | ts=2026-04-01T22:50:30.218195370+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.90 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-04-01T22:49:29.867958778+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T22:49:13.387092222+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-01T21:52:11.992711091+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-01T21:52:26.951177752+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n\n/// Handle an inbound ApiSession frame from mesh.\n/// Called from mesh.rs stream_router() when StreamType::ApiSession arrives.\n/// Processes Open/Request/Close messages, executes tools via dispatch::call().\npub fn handle_api_session(\n frame: &crate::framing::Frame,\n state: &Arc,\n peer_key: &str,\n) -> Option {\n let msg: ApiSessionMsg = match serde_json::fro","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs:// NEW: call_peer_stream() for persistent framed connections.\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs:/// For persistent streams, use call_peer_stream() instead.\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs:/// let (send, recv, conn) = call_peer_stream(&ep, key, addrs, alpn).await?;\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs:pub async fn call_peer_stream(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-01T21:51:36.588934855+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | /// Processes Open/Request/Close messages, executes tools via dispatch::call().\npub fn handle_api_session(\n frame: &crate::framing::Frame,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:48:14.135629724+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:49:40.600979430+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | }\n if let Some(result) = route_to_lmdb(old_path, \"rename\", None, config_db, tmp_db, agent_db) {\n return result;\n }\n json!({\"type\": \"text\", \"text\": format!(\"BLOCKED: paths {}, {} not routable — no LMDB fallback\", old_path, new_path)})\n }\n\n // ================================================================\n // MESH TOOLS — Agent mesh status, peers, and cross-agent calls\n // ====================================","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,spf_mesh_status] | ts=2026-04-01T21:44:05.003535131+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,spf_mesh_status,Grep] | ts=2026-04-01T21:42:40.185786882+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_mesh_status,Grep,Grep] | ts=2026-04-01T21:36:35.802875615+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:35:28.895437776+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:35:33.864898399+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:24:24.813050894+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:24:18.216816053+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"spf_mesh_call\" => {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:23:54.925495280+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T21:21:22.098291589+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | vec![],\n ),\n tool_def(\n \"spf_mesh_call\",\n \"Call a peer agent's tool via mesh network\",\n json!({\n \"peer_key\": {\"type\": \"string\", \"description\": \"Peer's Ed25519 public key (hex)\"},\n--\n \"spf_flint_execute\",\n \"Execute any SPF tool through FLINT worker mode. FLINT acts as your hands — tell it which tool to run and why. The inner tool also passes through the gate.\",\n json!({\n \"tool","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | let (mesh_tx, mesh_rx) = if mesh_config.enabled {\n let (tx, rx) = crate::mesh::create_mesh_channel();\n let (mesh_tx, mut mesh_rx) = if mesh_config.enabled {\n let (tx, rx) = crate::mesh::create_mesh_channel();\n let mesh_task = tokio::spawn(crate::mesh::run(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T21:18:46.631460658+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-01T21:09:14.381658325+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | \"spf_mesh_call\",\n \"tool_name\": {\"type\": \"string\", \"description\": \"Name of the SPF tool to execute (e.g. spf_brain_search, spf_mesh_call)\"},\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n .or_else(|| args[\"tool\"].as_str()) // spf_mesh_call uses \"tool\" arg\n mesh_tx: &Option>,\n \"spf_mesh_call\" => {\n } else if let Some(mesh_tx) = mesh_tx {\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T21:07:08.738872122+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | // Every transport (stdio, HTTP, mesh, voice) converges here.\n// Zero dependencies on pipelines, mesh, or any higher layer.\n &state.pub_key_hex, &state.mesh_tx,\n let mesh = Source::Mesh { peer_key: \"abc123\".to_string() };\n let json = serde_json::to_string(&mesh).unwrap();","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-01T21:06:17.856782194+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T21:03:14.165156535+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (652 lines)\n 186\t // Spawn outbound request handler (sync channel → async call_peer)\n 187\t let outbound_ep = endpoint.clone();\n 188\t let outbound_alpn = alpn.clone();\n 189\t let rt_handle = tokio::runtime::Handle::current();\n 190\t std::thread::spawn(move || {\n 191\t while let Ok(request) = mesh_rx.recv() {\n 192\t let ep = outbound_ep.clone();\n 193\t let a = outbound_alpn.clone(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-01T20:56:50.492193973+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Grep,Write] | ts=2026-04-01T20:54:38.870695898+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-01T20:56:17.262064715+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs: \"spf_api_session\"\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: StreamType::ApiSession => {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: crate::pipeline::handle_api_session(frame, state, peer_key)\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"mesh_call\" => \"spf_mesh_call\", \"api_se","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Write,Write] | ts=2026-04-01T20:53:12.551512129+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/framing.rs (482 lines)\n 1\t// SPF Smart Gateway - Message Framing Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Length-prefixed message framing for persistent bidirectional streams.\n 5\t// Replaces one-shot read_to_end/finish pattern in mesh transport.\n 6\t// Supports 9 stream types: TOOL_RPC, CHAT, VOICE, PIPELINE, BRAIN_SYNC, API_SESSION, etc.\n 7\t//\n 8\t// Frame format: [1-byte ty","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-01T20:52:56.248672344+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | // Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n// Rev 2: Persistent bidirectional streams with framing protocol.\n// NEW: call_peer_stream() for persistent framed connections.\n// NEW: stream_router() dispatches by StreamType.\nuse crate::framing::{self, Frame, StreamType, FRAME_HEADER_SIZE};\n // Handle streams from this peer\n// INBOUND STREAM HANDLER (Rev 2: protoc","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,Read,Grep] | ts=2026-04-01T20:46:08.160339530+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-01T19:38:49.624740498+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,spf_brain_search] | ts=2026-04-01T18:57:55.470166434+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs (433 lines)\n 1\t// SPF Smart Gateway - Cryptographic Identity\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Ed25519 key pair management for SPF mesh authentication.\n 5\t// Each SPF instance generates a unique identity on first run.\n 6\t// Public keys are shared between peers via group files.\n 7\t//\n 8\t// Key storage:\n 9\t// LIVE/CONFIG/identity.key — Ed25519 private key (he","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,spf_brain_search,spf_brain_search] | ts=2026-04-01T18:57:27.111030351+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-04-01T18:56:53.986126770+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: // Generate or load TLS certs if TLS is enabled\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: let cert_path = config_dir.join(&http_config.tls_cert);\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: if !cert_path.exists() || !key_path.exists() {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: // I-3 FIX: Bind TLS cert to Ed25519 identity\n/data/data/","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_search,spf_brain_search,Write] | ts=2026-04-01T18:54:48.312495412+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'session 10 checkpoint checkpoint 2026-03-21 network.rs mcp.rs #43 pending items' — 5 result(s):\n\nScore: 0.565 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/e9f70ab5786d2609.txt\nSESSION 10 CHECKPOINT — 2026-03-08\n\nSTATE: Boot sequence completed. No work executed this session — user said \"prepare for reboot and then we continue.\"\n\nNEXT WORK: R3-10 (MB-FM) — FLINT Auto-Status\n- Full research document at: DEPLOY/WORK_BLOCKS_R3_10.md\n- 13 touch points across 6 files (d","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,Write,Write] | ts=2026-04-01T18:54:26.079528389+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | Brain search 'TLS UnknownIssuer mesh chat send cert refreshed 2026-03' — 5 result(s):\n\nScore: 0.455 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8f30bce33107e79a.txt\nSPF Source: chat.rs (1310 lines) — Chat engine, FLINT generation, mesh handler (Blocks FF/GG/QQ/P)\n\nKEY TYPES:\nChatMessage { id, from, to, text, timestamp, conversation_id, msg_type: UserText|AgentResponse|System|ToolResult }\nConversation { id, name, participants, messages, max_memory_messages=500, context_window=","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-01T18:50:08.906375571+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | Brain search 'STATUS.txt current build state deployed completed' — 5 result(s):\n\nScore: 0.408 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/eddf4baaffdede08.txt\nCOMPLETED THIS ROUND (R3): R3-04 build_anchor_context, R3-05 FlintContext target_file, R3-06 READ_TRACKER, R3-07 Tier E+ gate, R3-08 verification, AT-1 fix (auto-train regression)\n\nALL CHANGES IN: DEPLOY/src/ — user copies to src/ manually\n\nBINARY: Built successfully after AT-1 fix. Live deployed.\n\nScore: 0.399 | /data/","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-01T18:21:17.911954633+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-01T14:54:05.729991215+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-01T13:45:32.043885659+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Write] | ts=2026-04-01T12:37:30.439212528+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Write,spf_agent_session_info] | ts=2026-04-01T11:15:09.975634036+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,spf_agent_session_info,spf_status] | ts=2026-04-01T11:14:50.684267221+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_agent_session_info,spf_status,spf_brain_search] | ts=2026-04-01T11:14:50.261870190+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_session_info, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_session_info source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_brain_search,Bash] | ts=2026-04-01T11:13:57.567175939+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,Bash,spf_chat_history] | ts=2026-04-01T11:13:52.554993910+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_chat_history,spf_api_session] | ts=2026-04-01T11:13:26.097171732+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | Brain search 'proposed build design architecture plan' — 4 result(s):\n\nScore: 0.366 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/b482909c12ef9d2c.txt\na_optimal(C) = W_eff × (1 - 1/ln(C + e))\nAll math is saturating (no overflow).\n\nDYNAMIC HELPERS:\ncalc_complex_factor(content_len, has_risk, is_arch): 0-4 scale\n +1 if >200 chars, +1 if >1000, +1 if >5000, +1 if has_risk, max(3) if is_architectural. Cap=4.\ncalc_files_factor(path, pattern, cmd):\n cmd with find/xargs/-r → 100; ** ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_api_session,spf_api_session] | ts=2026-04-01T11:07:59.703598003+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_api_session,spf_api_session,Bash] | ts=2026-04-01T11:07:14.531015832+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,Bash,Bash] | ts=2026-04-01T11:04:49.435009169+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,spf_api_session] | ts=2026-04-01T10:56:48.469217738+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Bash,spf_api_session,spf_api_session] | ts=2026-04-01T10:56:21.606583165+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_api_session,spf_api_session,Read] | ts=2026-04-01T10:55:55.796192081+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,Read,Read] | ts=2026-04-01T10:47:29.329592899+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_api_session, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | API Session Status:\n{\n \"active_api_sessions\": 2,\n \"active_streams\": 0,\n \"api_session_details\": [\n {\n \"next_seq\": 9,\n \"peer_key_short\": \"ba2ad5c3119ce182\",\n \"requests_processed\": 8,\n \"session_id\": \"api_ba2ad5c3_1775035146172\",\n \"uptime_secs\": 5304\n },\n {\n \"next_seq\": 2,\n \"peer_key_short\": \"ba2ad5c3119ce182\",\n \"requests_processed\": 1,\n \"session_id\": \"api_ba2ad5c3_1775033901407\",\n \"uptime_secs\": 6549\n }\n ],\n \"max_concurrent_per_stre","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T10:47:07.650377855+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-01T10:45:53.419853613+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 571\t #[serde(default = \"default_pool_size\")]\n 572\t pub pool_size: u8,\n 573\t /// Known worker peers — NetAdmin populates this, Workers leave empty\n 574\t #[serde(default)]\n 575\t pub peers: Vec,\n 576\t}\n 577\t\n 578\tfn default_pool_size() -> u8 { 8 }\n 579\t\n 580\timpl Default for NetworkConfig {\n 581\t fn default() -> Self {\n 582\t Self {\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-01T10:44:48.854030564+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 371\t\n 372\t// ============================================================================\n 373\t// MESH CONFIGURATION — Agent identity, role, team, discovery\n 374\t// ============================================================================\n 375\t\n 376\t/// Mesh transport configuration — loaded from LIVE/CONFIG/mesh.json\n 377\t#[derive(Debug, Clone, Serialize, Deserialize)]\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 171\t if cfg!(target_os = \"windows\") {\n 172\t paths.extend([\n 173\t r\"C:\\Windows\".to_string(),\n 174\t r\"C:\\Program Files\".to_string(),\n 175\t r\"C:\\Program Files (x86)\".to_string(),\n 176\t ]);\n 177\t } else {\n 178\t paths.extend","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Bash] | ts=2026-04-01T10:42:21.925330464+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T10:43:04.747048312+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Bash,Bash] | ts=2026-04-01T10:41:17.776874916+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_api_session] | ts=2026-04-01T10:40:28.872209309+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | // BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\npub struct MeshConfig {\nimpl Default for MeshConfig {\nimpl MeshConfig {\n// Follows MeshConfig pattern: struct + Default + load()\n// Follows MeshConfig/TransformerConfig pattern: struct + Default + load()\npub struct NetworkConfig {\nimpl Default for NetworkConfig {\nimpl NetworkConfig {\n /// Follows MeshConfig.load() pattern exactly.\n // BLOCK NP — NetworkConfig tests\n let nc = NetworkConfig::default();\n le","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,spf_api_session,spf_web_api] | ts=2026-04-01T10:26:42.639054989+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_api_session,spf_web_api,Bash] | ts=2026-04-01T10:24:19.000709784+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_web_api,Bash,spf_web_fetch] | ts=2026-04-01T10:22:27.799817743+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_api_session, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | Brain search 'benchmark evaluation test MMLU HumanEval GSM8K scoring' — 5 result(s):\n\nScore: 0.382 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/f0b5aa210a62271b.txt\n 8. Update Fisher information\n 9. Monitor convergence (95%+ gate alignment)\n- signal_to_tokens(): [TOOL]tool_bpe[GATE]source_bpe[SPF]preceding_tools + frequency\n- handle_brain_sync(): Mesh handler for StreamType::BrainSync (0x06)\n- LearningStatus: Full JSON reporting for MCP tool\n- 20 tests\n\n## checkpoint.rs (484","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_api, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | API GET https://openrouter.ai/api/v1/models → HTTP 200\n\nHeaders:\n{\"date\": \"Wed, 01 Apr 2026 10:19:07 GMT\", \"content-type\": \"application/json\", \"transfer-encoding\": \"chunked\", \"connection\": \"keep-alive\", \"access-control-allow-origin\": \"*\", \"cache-control\": \"private, no-store\", \"permissions-policy\": \"payment=(self \\\"https://checkout.stripe.com\\\" \\\"https://connect-js.stripe.com\\\" \\\"https://js.stripe.com\\\" \\\"https://*.js.stripe.com\\\" \\\"https://hooks.stripe.com\\\")\", \"referrer-policy\": \"no-referrer, s","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_api, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_api source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_web_fetch,spf_web_search] | ts=2026-04-01T10:19:05.361048341+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_fetch] | ts=2026-04-01T10:17:52.620619723+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=-0.5 weight=4.0 evil=0.50 relevance=1.00 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_web_fetch] | ts=2026-04-01T10:17:18.526927861+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | Fetched https://livebench.ai/ (1066 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to run LiveBench, can you submit results via API, what benchmarks are included, scoring method\n\nYou need to enable JavaScript to run this app.\n\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | Search 'livebench.ai submit results API evaluation run your own model' via duckduckgo (10 results):\n\n1. \n https://livebench.ai/\n \n\n2. \n https://github.com/LiveBench/LiveBench/blob/main/README.md\n \n\n3. \n https://deepwiki.com/LiveBench/LiveBench/2-core-evaluation-pipeline\n \n\n4. \n https://livebench.ai/?_bhlid=13bfd1202a2bc89a24f4ac56d80e10d44e6890b2\n \n\n5. \n https://livebench.ai/?_bhlid=e5f372e8cb8fb6177442347795f5eff19e15b955\n \n\n6. \n https://github.com/MaBoite-ai/LiveBench-den","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,Bash] | ts=2026-04-01T10:17:08.932623646+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=1.00 fp=false override=false | context=[spf_web_fetch,Bash,spf_web_search] | ts=2026-04-01T10:16:02.059426119+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | Fetched https://huggingface.co/docs/leaderboards/en/open_llm_leaderboard/faq (67998 bytes, text/html; charset=utf-8)\nPrompt: Extract: What benchmark tasks are used (MMLU, ARC, etc), how to run evaluation, can it be run via API without uploading model weights\n\n[[Hugging Face's logo] Hugging Face][1]\n\n* [ Models ][2]\n* [ Datasets ][3]\n* [ Spaces ][4]\n* [ Buckets new][5]\n* [ Docs ][6]\n* [ Enterprise ][7]\n* [Pricing][8]\n* [Log In][9]\n* [Sign Up][10]\n\n\nLeaderboards documentation\n\nFAQ\n\n# Leaderboards\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=1.00 fp=false override=false | context=[Bash,spf_web_search,Write] | ts=2026-04-01T10:14:45.193231930+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[spf_web_search,Write,spf_web_fetch] | ts=2026-04-01T10:13:58.234651687+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,spf_web_fetch,spf_web_search] | ts=2026-04-01T10:11:55.191775849+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | Fetched https://huggingface.co/docs/leaderboards/en/open_llm_leaderboard/submitting (64267 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to submit model results to HuggingFace Open LLM Leaderboard, what benchmarks are required, evaluation format\n\n[[Hugging Face's logo] Hugging Face][1]\n\n* [ Models ][2]\n* [ Datasets ][3]\n* [ Spaces ][4]\n* [ Buckets new][5]\n* [ Docs ][6]\n* [ Enterprise ][7]\n* [Pricing][8]\n* [Log In][9]\n* [Sign Up][10]\n\n\nLeaderboards documentation\n\nHow to submit models on t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_fetch] | ts=2026-04-01T10:10:09.403843493+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=1.00 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_web_fetch] | ts=2026-04-01T10:10:34.663549942+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_fetch] | ts=2026-04-01T10:11:18.042006123+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_search,spf_rag_collect_web,spf_web_download] | ts=2026-04-01T10:04:01.550559988+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_rag_collect_web] | ts=2026-04-01T10:04:16.573747430+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=0.95 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_fetch] | ts=2026-04-01T10:05:19.814828083+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=0.90 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_search] | ts=2026-04-01T10:04:55.698426113+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_web_fetch,Bash,spf_web_search] | ts=2026-04-01T10:02:07.924908677+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_rag_collect_web,spf_web_download,Bash] | ts=2026-04-01T10:03:45.554039108+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,spf_web_search,spf_web_fetch] | ts=2026-04-01T10:01:39.028342854+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | Search 'Hugging Face Open LLM Leaderboard submit model results evaluation API 2025' via duckduckgo (10 results):\n\n1. \n https://huggingface.co/docs/leaderboards/en/open_llm_leaderboard/submitting\n \n\n2. \n https://huggingface.co/open-llm-leaderboard\n \n\n3. \n https://open-llm-leaderboard-open-llm-leaderboard.hf.space/\n \n\n4. \n https://huggingface.co/docs/leaderboards/open_llm_leaderboard/submitting\n \n\n5. \n https://github.com/huggingface/leaderboards/blob/main/docs/source/en/open_llm_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_api_session] | ts=2026-04-01T10:01:04.399999378+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_fetch,spf_api_session,spf_web_fetch] | ts=2026-04-01T10:00:38.301230742+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_web_fetch,spf_web_search] | ts=2026-04-01T10:00:07.649135025+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_search] | ts=2026-04-01T09:58:40.374332350+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | Fetched https://swebench.com/submit.html (13367 bytes, text/html; charset=utf-8)\nPrompt: How to submit results, what format, where results get recorded, current leaderboard\n\n[[SWE-bench logo]SWE-bench][1]\n[[SWE-bench logo]SWE-bench][2]\n\n* [Leaderboards][3]\n* Benchmarks\n* [SWE-bench][4]\n* [SWE-bench Verified][5]\n* [SWE-bench Multilingual][6]\n* [SWE-bench Multimodal][7]\n* [SWE-bench Lite][8]\n* About\n* [Paper ][9]\n* [Docs ][10]\n* [Blog][11]\n* [Contact][12]\n* [Citations][13]\n* [Press][14]\n* [Submit]","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | Fetched https://github.com/swe-bench/SWE-bench (326206 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to use SWE-bench API, how to submit results programmatically, is there an HTTP API endpoint for submitting test results\n\n\n[Skip to content][1]\n\n## Navigation Menu\n\nToggle navigation\n[ ][2]\n[ Sign in ][3]\nAppearance settings\n\n* Platform\n \n * AI CODE CREATION\n \n * [\n GitHub CopilotWrite better code with AI\n ][4]\n * [\n GitHub SparkBuild and deploy intelligent apps\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | Search 'OpenRouter benchmark leaderboard API evaluation 2025 run test' via duckduckgo (10 results):\n\n1. \n https://openrouter.ai/rankings\n \n\n2. \n https://www.scribd.com/document/946998876/LLM-Rankings-OpenRouter\n \n\n3. \n https://github.com/jampongsathorn/openrouter-rankings\n \n\n4. \n https://lmspeed.net/en/provider/openrouter.ai\n \n\n5. \n https://deepreviewai.com/reviews/2026-02-05_openrouter-review/\n \n\n6. \n https://deepwiki.com/automata/aicodeguide/4.3-model-leaderboards-and-upd","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | Fetched https://openrouter.ai/rankings (623605 bytes, text/html; charset=utf-8)\nPrompt: Extract: What benchmark does OpenRouter use for rankings, how is it scored, can I run this benchmark myself and submit results, what APIs or test methods are available\n\n\n[OpenRouter][1]\nSearch/\n[Models][2][Chat][3][Rankings][4][Apps][5][Enterprise][6][Pricing][7][Docs][8]\n\n\n\n\n[Skip to content][9]\n[OpenRouter][10]\n\n\n/\n[Models][11][Chat][12][Rankings][13][Apps][14][Enterprise][15][Pricing][16][Docs][17]\n\n\n# AI ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | Fetched https://livebench.ai/ (1066 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to submit model results, API endpoint, what models are ranked, scoring method\n\nYou need to enable JavaScript to run this app.\n\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | Fetched https://www.swebench.com/ (4222418 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to run SWE-bench, how to submit results, API or format for submissions, current leaderboard\n\n[[SWE-bench logo]SWE-bench][1]\n[[SWE-bench logo]SWE-bench][2]\n\n* [Leaderboards][3]\n* Benchmarks\n* [SWE-bench][4]\n* [SWE-bench Verified][5]\n* [SWE-bench Multilingual][6]\n* [SWE-bench Multimodal][7]\n* [SWE-bench Lite][8]\n* About\n* [Paper ][9]\n* [Docs ][10]\n* [Blog][11]\n* [Contact][12]\n* [Citations][13]\n* [Press","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | Fetched https://huggingface.co/datasets/lmarena-ai/arena-hard-auto/tree/main/data/arena-hard-v2.0 (59323 bytes, text/html; charset=utf-8)\nPrompt: List all JSONL or JSON files in the arena-hard-v2.0 directory and show their URLs\n\n[[Hugging Face's logo] Hugging Face][1]\n\n* [ Models ][2]\n* [ Datasets ][3]\n* [ Spaces ][4]\n* [ Buckets new][5]\n* [ Docs ][6]\n* [ Enterprise ][7]\n* [Pricing][8]\n* [Log In][9]\n* [Sign Up][10]\n\n# [ Datasets:][11]\n# [\n# ][12]\n# [lmarena-ai][13]\n# /\n# [arena-hard-auto][14]\n# ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | Search 'AI benchmark online API submit test results recorded leaderboard 2025' via duckduckgo (10 results):\n\n1. \n https://www.swebench.com/\n \n\n2. \n https://arcprize.org/blog/arc-prize-2025-results-analysis\n \n\n3. \n https://huggingface.co/collections/clefourrier/leaderboards-and-benchmarks\n \n\n4. \n https://mlcommons.org/2025/04/mlperf-inference-v5-0-results/\n \n\n5. \n https://github.com/LiveBench/LiveBench\n \n\n6. \n https://labs.scale.com/leaderboard\n \n\n7. \n https://livebench.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | Fetched https://raw.githubusercontent.com/lmarena/arena-hard-auto/main/config/arena-hard-v2.0.yaml (543 bytes, text/plain; charset=utf-8)\nPrompt: Extract the 500 Arena-Hard-v2.0 prompt texts and their IDs from config.yaml\n\n# judge_model: gpt-4.5-preview (This judge is goated)\n\n# judge_model: gemini-2.5\n# temperature: 1.0\n# max_tokens: 32000\n\njudge_model: gpt-4.1\ntemperature: 0.0\nmax_tokens: 16000\n\nbench_name: arena-hard-v2.0\n\nreference: null\n\nregex_patterns:\n - \\[\\[([AB<>=]+)\\]\\]\n - \\[([AB<>=]","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | Search 'arena-hard-v2.0 prompts jsonl download lmarena huggingface' via duckduckgo (10 results):\n\n1. \n https://github.com/lmarena/arena-hard-auto\n \n\n2. \n https://huggingface.co/datasets/lmarena-ai/arena-hard-auto/commit/c872afb260aa2d84bc20f53145635dc8f633cabc\n \n\n3. \n https://deepwiki.com/lmarena/arena-hard-auto\n \n\n4. \n https://llm-stats.com/benchmarks/arena-hard-v2\n \n\n5. \n https://greasyfork.org/en/scripts/by-site/lmarena.ai\n \n\n6. \n https://huggingface.co/spaces/lmarena-ai","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_search,spf_web_search,spf_web_search] | ts=2026-04-01T09:52:02.249464585+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | Fetched https://github.com/lmarena/arena-hard-auto (390962 bytes, text/html; charset=utf-8)\nPrompt: Extract: What is Arena Hard benchmark, how to run it, sample size, scoring method\n\n\n[Skip to content][1]\n\n## Navigation Menu\n\nToggle navigation\n[ ][2]\n[ Sign in ][3]\nAppearance settings\n\n* Platform\n \n * AI CODE CREATION\n \n * [\n GitHub CopilotWrite better code with AI\n ][4]\n * [\n GitHub SparkBuild and deploy intelligent apps\n ][5]\n * [\n GitHub ModelsManage and","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | Search 'LMSys Arena Hard Auto benchmark how to run own evaluation' via duckduckgo (10 results):\n\n1. \n https://github.com/lmarena/arena-hard-auto\n \n\n2. \n https://deepwiki.com/lmarena/arena-hard-auto/1.1-installation-and-setup\n \n\n3. \n https://lmsys.org/blog/2024-04-19-arena-hard/\n \n\n4. \n https://huggingface.co/datasets/lmarena-ai/arena-hard-auto-v0.1/blob/main/README.md\n \n\n5. \n https://arxiv.org/abs/2406.11939\n \n\n6. \n https://awesome.ecosyste.ms/projects/github.com%2Flmarena%","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_web_search,spf_web_search,spf_web_search] | ts=2026-04-01T09:50:15.821197282+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_search,spf_api_session,spf_chat_history] | ts=2026-04-01T09:49:51.900991666+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_search,spf_web_search,spf_api_session] | ts=2026-04-01T09:49:57.802539372+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | Search 'lmsys chatbot arena benchmark coding evaluation 2025 run directly' via duckduckgo (10 results):\n\n1. \n https://arena.ai/\n \n\n2. \n https://lmsys.org/\n \n\n3. \n https://openlm.ai/chatbot-arena/\n \n\n4. \n https://skywork.ai/blog/chatbot-arena-lmsys-review-2025/\n \n\n5. \n https://systems-analysis.ru/eng/LMArena_(Chatbot_Arena)\n \n\n6. \n https://github.com/lmarena/arena-hard-auto\n \n\n7. \n https://llm-stats.com/benchmarks/arena-hard-v2\n \n\n8. \n https://arxiv.org/abs/2403.0413","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | Search 'human eval MBPP coding benchmark run evaluation API test' via duckduckgo (10 results):\n\n1. \n https://verityai.co/blog/humaneval-mbpp-code-generation-benchmarks\n \n\n2. \n https://github.com/CodeEval-Pro/CodeEval-Pro\n \n\n3. \n https://deepeval.com/docs/benchmarks-human-eval\n \n\n4. \n https://www.datacamp.com/tutorial/humaneval-benchmark-for-evaluating-llm-code-generation-capabilities\n \n\n5. \n https://deepwiki.com/AISBench/benchmark/8.4-code-evaluation-datasets\n \n\n6. \n https:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_chat_history,spf_chat_send] | ts=2026-04-01T09:46:38.145456688+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | Search 'AI benchmark leaderboard 2025 2026 open accessible API evaluation' via duckduckgo (10 results):\n\n1. \n https://labs.scale.com/leaderboard\n \n\n2. \n https://epoch.ai/benchmarks\n \n\n3. \n https://arena.ai/\n \n\n4. \n https://lmcouncil.ai/benchmarks\n \n\n5. \n https://llm-stats.com/\n \n\n6. \n https://benchlm.ai/\n \n\n7. \n https://klu.ai/llm-leaderboard\n \n\n8. \n https://onyx.app/llm-leaderboard\n \n\n9. \n https://artificialanalysis.ai/evaluations/gdpval-aa\n \n\n10. \n https:/","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_chat_send,spf_api_session] | ts=2026-04-01T09:24:32.393019902+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_chat_send,spf_api_session,spf_chat_history] | ts=2026-04-01T09:23:01.363460301+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_chat_history,spf_api_session] | ts=2026-04-01T09:22:29.542775574+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_api_session,spf_api_session] | ts=2026-04-01T09:22:13.331508653+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_chat_history,spf_api_session] | ts=2026-04-01T09:21:39.525810801+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[spf_api_session,spf_api_session,spf_chat_history] | ts=2026-04-01T09:21:47.321664756+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_api_session,spf_api_session] | ts=2026-04-01T09:21:27.160216431+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_api_session,spf_api_session,spf_chat_history] | ts=2026-04-01T09:21:06.158180762+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_chat_history,spf_chat_history] | ts=2026-04-01T09:19:24.659293613+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_chat_history,spf_status] | ts=2026-04-01T09:19:04.069889402+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_chat_history,spf_status,spf_api_session] | ts=2026-04-01T09:15:49.441946507+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_status,spf_api_session,spf_api_session] | ts=2026-04-01T09:15:13.640466573+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T09:15:04.362465952+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_chat_receive] | ts=2026-04-01T09:13:58.391043633+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_peers] | ts=2026-04-01T09:14:19.140862636+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[spf_mesh_peers,spf_chat_receive,spf_chat_history] | ts=2026-04-01T09:13:30.229924321+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_chat_receive,spf_chat_receive,spf_chat_history] | ts=2026-04-01T09:10:54.671843182+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_chat_receive,spf_chat_history,spf_chat_receive] | ts=2026-04-01T09:11:20.078157548+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_receive, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_receive source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_chat_history,spf_chat_receive,spf_chat_receive] | ts=2026-04-01T09:11:08.116161459+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_chat_rooms,spf_chat_history,spf_chat_history] | ts=2026-04-01T09:10:09.345245856+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_receive, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_receive source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_chat_history,spf_chat_rooms,spf_chat_history] | ts=2026-04-01T09:10:27.856889807+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_receive, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_receive source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_chat_receive,spf_chat_history,spf_chat_rooms] | ts=2026-04-01T09:10:41.492247927+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_rooms, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_rooms source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_chat_history,spf_chat_history,spf_api_session] | ts=2026-04-01T09:09:43.190090501+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_chat_history,spf_api_session,spf_api_session] | ts=2026-04-01T09:07:18.980538317+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T09:06:55.183980149+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_peers] | ts=2026-04-01T09:06:37.326673124+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_chat_send] | ts=2026-04-01T09:06:10.353468551+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_mesh_peers,spf_chat_send,spf_api_session] | ts=2026-04-01T09:05:39.074184240+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_chat_send,spf_api_session,spf_api_session] | ts=2026-04-01T09:01:30.949793345+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_send, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_send source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_peers] | ts=2026-04-01T09:00:42.437858364+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_api_session, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | API Session Status:\n{\n \"active_api_sessions\": 1,\n \"active_streams\": 0,\n \"api_session_details\": [\n {\n \"next_seq\": 2,\n \"peer_key_short\": \"ba2ad5c3119ce182\",\n \"requests_processed\": 1,\n \"session_id\": \"api_ba2ad5c3_1775033901407\",\n \"uptime_secs\": 108\n }\n ],\n \"max_concurrent_per_stream\": 8,\n \"max_total_queued\": 256,\n \"total_api_sessions\": 1,\n \"total_completed\": 0,\n \"total_failed\": 0,\n \"total_pending\": 0,\n \"total_running\": 0,\n \"total_submitted\": 0\n}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_api_session] | ts=2026-04-01T09:00:07.920283585+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_mesh_peers,spf_api_session,spf_api_session] | ts=2026-04-01T08:58:57.194962206+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_mesh_status,spf_status] | ts=2026-04-01T08:58:32.874140184+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_status] | ts=2026-04-01T08:58:49.520182417+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_status,spf_mesh_call] | ts=2026-04-01T08:58:18.704221544+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_status,spf_mesh_call,spf_mesh_peers] | ts=2026-04-01T08:58:13.748236025+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T08:57:40.500762704+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call,spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T08:57:55.808513948+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T08:57:16.997228130+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T08:57:13.892720110+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,Glob,spf_chat_send] | ts=2026-04-01T08:52:04.728908978+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,spf_chat_send,Bash] | ts=2026-04-01T08:51:21.878250765+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_chat_send,Bash,Read] | ts=2026-04-01T08:50:04.684940170+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T08:49:51.951185070+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_send, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_send source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T08:50:01.065394025+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T08:49:41.543568668+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/groups\n/data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/groups/controller1.json\n/data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/groups/controller1.keys","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,spf_transformer_chat] | ts=2026-04-01T08:49:37.202731274+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,spf_transformer_chat,Glob] | ts=2026-04-01T08:49:32.823975130+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_chat, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_chat source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Bash,Read] | ts=2026-04-01T08:49:21.373853936+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_transformer_chat,Glob,Bash] | ts=2026-04-01T08:49:27.630624611+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T08:49:13.847441960+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,spf_mesh_call,spf_brain_status] | ts=2026-04-01T08:48:05.912806048+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,spf_mesh_call] | ts=2026-04-01T08:48:18.845650783+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call,spf_brain_status,spf_api_session] | ts=2026-04-01T08:47:53.791806730+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_mesh_status,spf_status] | ts=2026-04-01T08:47:16.241691223+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.keys (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_status,spf_api_session,spf_mesh_status] | ts=2026-04-01T08:47:39.484227048+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.keys (1 lines)\n 1\tba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.json (6 lines)\n 1\t{\n 2\t \"key\": \"ba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c\",\n 3\t \"addr\": [\"127.0.0.1:4987\"],\n 4\t \"name\": \"ba2ad5c3\",\n 5\t \"role\": \"worker\"\n 6\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys (1 lines)\n 1\tba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.keys\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.keys\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/controller1.json","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/identity.key (1 lines)\n 1\t352bfab756d1207921f869d39a85421a27207518bd5463158195d5e2951efbfd","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_status,spf_mesh_peers] | ts=2026-04-01T08:47:01.485554562+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_status,spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T08:46:50.630632327+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T08:46:39.944849154+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T08:46:36.842011134+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T08:46:27.756681815+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | let connection = endpoint.connect(peer_addr, alpn).await\n let connection = endpoint.connect(peer_addr, alpn).await","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Read,spf_status] | ts=2026-04-01T08:38:26.129437832+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,spf_status,Grep] | ts=2026-04-01T08:38:00.617232113+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | fn build_mesh_builder(signing_key: &SigningKey, config: &MeshConfig, alpn: &[u8]) -> iroh::endpoint::Builder {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_status,Grep,spf_api_session] | ts=2026-04-01T08:35:49.302006329+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,spf_chat_send,Grep] | ts=2026-04-01T08:35:26.979268473+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_api_session,Grep] | ts=2026-04-01T08:36:13.873599184+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_api_session,Grep,spf_chat_send] | ts=2026-04-01T08:35:28.513309618+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_status,Read,Grep] | ts=2026-04-01T08:34:23.177908498+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,spf_status] | ts=2026-04-01T08:34:18.790565010+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_send, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_send source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,spf_mesh_status,Read] | ts=2026-04-01T08:34:30.847979953+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_chat_send,Grep,spf_mesh_status] | ts=2026-04-01T08:34:36.052559847+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | /// API Session message — wraps all session communication over StreamType::ApiSession.\npub struct ApiSessionMsg {\n api_sessions: HashMap,\n pub total_api_sessions: u64,\nstruct ActiveApiSession {\n api_sessions: HashMap::new(),\n total_api_sessions: 0,\n \"active_api_sessions\": self.api_sessions.len(),\n \"total_api_sessions\": self.total_api_sessions,\n \"api_session_details\": self.api_sessions.iter().map(|(id, s)| {\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_api_session, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | API Session Status:\n{\n \"active_api_sessions\": 1,\n \"active_streams\": 0,\n \"api_session_details\": [\n {\n \"next_seq\": 1,\n \"peer_key_short\": \"ba2ad5c3119ce182\",\n \"requests_processed\": 0,\n \"session_id\": \"api_ba2ad5c3_1775032217250\",\n \"uptime_secs\": 311\n }\n ],\n \"max_concurrent_per_stream\": 8,\n \"max_total_queued\": 256,\n \"total_api_sessions\": 1,\n \"total_completed\": 0,\n \"total_failed\": 0,\n \"total_pending\": 0,\n \"total_running\": 0,\n \"total_submitted\": 0\n}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.77, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 3101\t session.record_action(\"pipeline\", action, None);\n 3102\t let _ = storage.save_session(session);\n 3103\t\n 3104\t match action {\n 3105\t \"open\" => {\n 3106\t let peer_key = args[\"peer_key\"].as_str().unwrap_or(\"\");\n 3107\t if peer_key.is_empty() {\n 3108\t json!({\"type\": \"text\", \"t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,spf_status,spf_api_session] | ts=2026-04-01T08:33:34.053344818+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (652 lines)\n 481\t let resp_json = serde_json::to_string(&response).unwrap_or_default();\n 482\t Some(Frame::tool_rpc(&resp_json))\n 483\t }\n 484\t\n 485\t StreamType::Control => {\n 486\t // Handle control messages\n 487\t let payload = frame.payload_str().unwrap_or(\"{}\");\n 488\t if payload.contains(\"heartbeat\") {\n 489\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_api_session,spf_api_session] | ts=2026-04-01T08:33:22.717968364+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | // Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n// NEW: call_peer_stream() for persistent framed connections.\n/// Check if a connecting peer is in our trusted keys.\n/// Build a configured iroh endpoint builder from mesh config.\nfn build_mesh_builder(signing_key: &SigningKey, config: &MeshConfig, alpn: &[u8]) -> iroh::endpoint::Builder {\n let builder = Endpoint::builder()\n/// Accepts inbound QUIC connections from trusted peers.\n // Bind iroh endpo","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:33:10.595167900+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:30:45.996088685+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_api_session,spf_mesh_status] | ts=2026-04-01T08:30:05.808315939+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_status] | ts=2026-04-01T08:30:15.081517186+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T08:29:46.110133812+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T08:29:30.638993297+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:23:25.768117603+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:18:11.819131472+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:16:20.455519900+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:15:29.839128982+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:14:53.040504204+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:14:21.609871404+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[spf_api_session,spf_api_session,spf_chat_receive] | ts=2026-04-01T08:08:47.898681375+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_chat_receive,spf_mesh_call,spf_mesh_peers] | ts=2026-04-01T08:08:09.454079983+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_api_session, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | API Session Status:\n{\n \"active_api_sessions\": 1,\n \"active_streams\": 0,\n \"api_session_details\": [\n {\n \"next_seq\": 2,\n \"peer_key_short\": \"ba2ad5c3119ce182\",\n \"requests_processed\": 1,\n \"session_id\": \"api_ba2ad5c3_1775030694327\",\n \"uptime_secs\": 220\n }\n ],\n \"max_concurrent_per_stream\": 8,\n \"max_total_queued\": 256,\n \"total_api_sessions\": 2,\n \"total_completed\": 0,\n \"total_failed\": 0,\n \"total_pending\": 0,\n \"total_running\": 0,\n \"total_submitted\": 0\n}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_api_session,spf_chat_receive,spf_mesh_call] | ts=2026-04-01T08:08:32.999648151+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_receive, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_receive source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call,spf_mesh_peers,spf_mesh_call] | ts=2026-04-01T08:07:56.766881030+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_mesh_call,spf_status,spf_mesh_peers] | ts=2026-04-01T08:07:50.099549782+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_mesh_peers,spf_mesh_call,spf_status] | ts=2026-04-01T08:07:28.367425520+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status,spf_status] | ts=2026-04-01T08:06:23.476345649+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_status,spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T08:06:20.669964348+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_status,spf_api_session,spf_mesh_status] | ts=2026-04-01T08:05:58.827906960+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_status,spf_status,spf_api_session] | ts=2026-04-01T08:06:17.982096328+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_mesh_status,spf_mesh_call] | ts=2026-04-01T08:05:47.764593944+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_mesh_status,spf_mesh_call,spf_api_session] | ts=2026-04-01T08:04:51.769094017+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_call,spf_api_session,spf_api_session] | ts=2026-04-01T08:03:59.699165391+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:53:02.640119913+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:52:56.923917831+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_call] | ts=2026-04-01T07:52:03.168160612+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_mesh_call,spf_mesh_peers] | ts=2026-04-01T07:51:40.804423173+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call,spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T07:51:03.852696885+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T07:50:37.155943718+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T07:50:32.981139709+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T07:50:30.400824762+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_status,spf_api_session,spf_api_session] | ts=2026-04-01T07:38:21.084501134+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:37:57.230347914+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:37:36.440590318+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:33:33.173819786+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:33:07.706057920+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_call] | ts=2026-04-01T07:28:02.420230016+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_mesh_call] | ts=2026-04-01T07:27:46.522652522+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call] | ts=2026-04-01T07:27:15.456423107+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T07:26:31.890350832+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 2701\t Err(e) => json!({\"type\": \"text\", \"text\": format!(\"agent_stats failed: {}\", e)}),\n 2702\t },\n 2703\t None => json!({\"type\": \"text\", \"text\": \"AGENT_STATE LMDB not initialized\"}),\n 2704\t }\n 2705\t }\n 2706\t\n 2707\t \"spf_agent_memory_search\" => {\n 2708\t let query = args[\"query\"].as_str().unwrap_or(\"\");","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T07:15:59.347750500+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T07:15:34.292083791+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-01T07:15:14.214421663+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T07:14:08.636679917+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-01T07:13:56.892399193+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T07:14:32.258383658+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T07:12:47.500934323+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs:pub struct BrowserSession {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/agent_state.rs:pub struct SessionContext {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/voice.rs:pub struct VoiceSession {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/session.rs:pub struct Session {\n/data/data/com.termux/files/hom","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-01T07:11:41.069582838+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-01T07:12:29.312723757+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | // Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n// call_peer() UNCHANGED for backward compat.\n// NEW: call_peer_stream() for persistent framed connections.\n/// Check if a connecting peer is in our trusted keys.\n/// Accepts inbound QUIC connections from trusted peers.\n // Wait until endpoint has relay/public connectivity before accepting\n // Spawn outbound request handler (sync channel → async call_peer)\n call_peer(&ep, &requ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (652 lines)\n 301\t }\n 302\t\n 303\t let first_frame = Frame::new(stream_type, first_payload);\n 304\t\n 305\t // Spawn persistent stream handler\n 306\t let state = Arc::clone(state);\n 307\t let peer_key = peer_key.to_string();\n 308\t tokio::spawn(async move {\n 309\t handle_framed_stream(sen","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate.rs: \"spf_api_session\"\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_api_s","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T07:11:20.851623940+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs:// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs: tls: Option<(Vec, Vec)>,\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs: rustls::crypto::ring::default_provider().install_default().ok();\n/data/data/com.termux/files/home/SPFsmartGAT","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-01T07:10:55.954737856+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read] | ts=2026-04-01T07:10:59.210706604+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T07:10:52.452048586+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/tls/cert.pem (10 lines)\n 1\t-----BEGIN CERTIFICATE-----\n 2\tMIIBdTCCARqgAwIBAgIUKVYxGMytkDp3yTVQeX7qZNx/NH4wCgYIKoZIzj0EAwIw\n 3\tITEfMB0GA1UEAwwWcmNnZW4gc2VsZiBzaWduZWQgY2VydDAgFw03NTAxMDEwMDAw\n 4\tMDBaGA80MDk2MDEwMTAwMDAwMFowITEfMB0GA1UEAwwWcmNnZW4gc2VsZiBzaWdu\n 5\tZWQgY2VydDBZMBMGByqGSM49AgEGCCqGSM49AwEHA0IABNk3ncGmG+4TP3Hi2eHO\n 6\tVdFT69OZQzIwcyGBjQW/yHfxPoXPvQ/V1KTmLCpbNW4JMCfFeOuPn7IxK0Ven9jk\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/tls/cert.pem (10 lines)\n 1\t-----BEGIN CERTIFICATE-----\n 2\tMIIBdDCCARqgAwIBAgIUQeIUiUSdyfJhU8vZYfoq6v8ErAcwCgYIKoZIzj0EAwIw\n 3\tITEfMB0GA1UEAwwWcmNnZW4gc2VsZiBzaWduZWQgY2VydDAgFw03NTAxMDEwMDAw\n 4\tMDBaGA80MDk2MDEwMTAwMDAwMFowITEfMB0GA1UEAwwWcmNnZW4gc2VsZiBzaWdu\n 5\tZWQgY2VydDBZMBMGByqGSM49AgEGCCqGSM49AwEHA0IABBDMKjZabHBs7jr5i83d\n 6\to1E0H8DJZMWJv1/+DK73VRHvghV0fOfXOFcj8i6G+Ya417758Es7RJ8hDNSG8hiE\n 7\th+CjLjAsMC","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T06:55:22.497153316+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T06:54:55.012329212+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T06:54:52.553626556+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_mesh_peers,Glob,Read] | ts=2026-04-01T06:27:54.840660038+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,spf_mesh_peers,Glob] | ts=2026-04-01T06:28:00.123520244+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Read,Read] | ts=2026-04-01T06:27:52.127424050+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Glob] | ts=2026-04-01T06:19:14.145079820+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-04-01T06:18:21.014995049+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-04-01T06:18:16.627035571+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.json (6 lines)\n 1\t {\n 2\t \"key\": \"3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\",\n 3\t \"addr\": [\"127.0.0.1:4987\"],\n 4\t \"name\": \"controller1\",\n 5\t \"role\": \"controller\"\n 6\t }","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Glob,spf_mesh_peers] | ts=2026-04-01T06:17:38.301355586+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.json","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Bash,Glob] | ts=2026-04-01T06:17:42.110554751+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Glob,spf_mesh_peers,Read] | ts=2026-04-01T06:16:05.230842600+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_peers,Read,Bash] | ts=2026-04-01T06:16:01.210230467+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-01T06:15:50.011570888+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Glob] | ts=2026-04-01T06:15:41.146230422+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T06:15:44.636902348+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-04-01T06:11:15.280762763+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Bash] | ts=2026-04-01T06:11:23.887035312+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Read,Bash] | ts=2026-04-01T06:09:50.941300295+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Read] | ts=2026-04-01T06:10:11.782439923+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T06:09:02.448057918+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-01T06:09:18.345647964+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/http.json (10 lines)\n 1\t{\n 2\t \"api_key\": \"cbca173d626dabefdf7a822a3e36d130ff019ac183c201ad\",\n 3\t \"auth_mode\": \"both\",\n 4\t \"bind\": \"0.0.0.0\",\n 5\t \"port\": 3987,\n 6\t \"tls_cert\": \"tls/cert.pem\",\n 7\t \"tls_enabled\": true,\n 8\t \"tls_key\": \"tls/key.pem\",\n 9\t \"transport\": \"both\"\n 10\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/http.json (10 lines)\n 1\t{\n 2\t \"api_key\": \"11c353c8598b34c55a5134c9b2a66cb2ce571fc7a665ddfb\",\n 3\t \"auth_mode\": \"both\",\n 4\t \"bind\": \"0.0.0.0\",\n 5\t \"port\": 3987,\n 6\t \"tls_cert\": \"tls/cert.pem\",\n 7\t \"tls_enabled\": true,\n 8\t \"tls_key\": \"tls/key.pem\",\n 9\t \"transport\": \"both\"\n 10\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:08:21.838228558+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:08:30.986634805+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:08:36.541080063+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:08:06.676835700+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"ba2ad5c3\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"worker\",\n 11\t \"team\": \"alpha\"\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/network.json (12 lines)\n 1\t{\n 2\t \"role\": \"worker\",\n 3\t \"pool_size\": 3,\n 4\t \"peers\": [\n 5\t {\n 6\t \"name\": \"controller1\",\n 7\t \"key_hex\": \"3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\",\n 8\t \"port\": 4987,\n 9\t \"capabilities\": [\"tools\", \"inference\", \"rag\"]\n 10\t }\n 11\t ]\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:01:58.581210736+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Bash] | ts=2026-04-01T06:01:51.022592666+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-01T06:01:24.213467989+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/identity.pub (1 lines)\n 1\te956f52236a37fda116461743e8ca5bd9ed282210f831bc38ca25c889f69eb57","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Read,Grep] | ts=2026-04-01T06:00:49.367228054+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-01T06:00:09.596629267+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-01T05:59:09.557422571+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (433 lines)\n 286\t }\n 287\t }\n 288\t }\n 289\t if !trusted.is_empty() {\n 290\t eprintln!(\"[SPF] Loaded {} trusted keys from {:?}\", trusted.len(), groups_dir);\n 291\t }\n 292\t trusted\n 293\t}\n 294\t\n 295\t// ============================================================================\n 296\t// PEER INFO — structured peer data with addresses for mesh conne","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-01T05:57:52.404731976+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Bash,Read] | ts=2026-04-01T05:50:00.862754395+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-04-01T05:52:36.805256002+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (433 lines)\n 101\t // Write seal bound to this instance\n 102\t write_seal(&signing_key, &key_path, config_dir);\n 103\t\n 104\t // Derive and write API key\n 105\t let api_key = derive_api_key(&signing_key);\n 106\t update_api_key_in_config(config_dir, &api_key);\n 107\t\n 108\t eprintln!(\"[SPF] Generated Ed25519 identity: {}\", hex::encode(verifying_key.to_bytes()));\n 109\t e","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T05:49:44.007412110+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: let trusted = crate::identity::load_trusted_keys(&cfg_dir.join(\"groups\"));\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"No trusted peers. Add pubkeys to LIVE/CONFIG/groups/*.keys\".to_string()\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: let trusted = crate::identity::load_trusted_key","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T05:42:53.159889558+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Bash] | ts=2026-04-01T05:42:26.898664725+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T05:42:31.056373994+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json (5 lines)\n 1\t{\n 2\t \"role\": \"netadmin\",\n 3\t \"pool_size\": 8,\n 4\t \"peers\": []\n 5\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Bash,spf_chat_rooms] | ts=2026-04-01T05:42:08.708895148+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_chat_rooms,spf_status] | ts=2026-04-01T05:42:04.740860462+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_rooms, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_rooms source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T05:38:26.837437160+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status,spf_mesh_status] | ts=2026-04-01T05:38:09.809963521+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_mesh_status] | ts=2026-04-01T05:37:55.142870505+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T05:37:15.073480833+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T05:34:36.403503706+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-01T05:19:54.281319251+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T04:51:45.836570280+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/cloneMESH/groups/controller1.keys (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Bash] | ts=2026-04-01T04:44:59.726054394+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-04-01T04:44:51.084164762+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Bash,Grep] | ts=2026-04-01T04:44:55.334399447+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-04-01T04:44:35.235651643+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | -rw-------. 1 u0_a163 u0_a163 265 Mar 16 04:02 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/peer-config-for-lmdb5-network.json\n-rw-------. 1 u0_a163 u0_a163 165 Mar 16 04:01 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/peer-config-for-lmdb5-swarm2-controller.json\n-rw-------. 1 u0_a163 u0_a163 156 Mar 16 04:03 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/peer-config-for-swarm2-lmdb5-worker.json\n-rw-------","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/peer-config-for-lmdb5-swarm2-controller.json (6 lines)\n 1\t{\n 2\t \"key\": \"0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d\",\n 3\t \"addr\": [\"127.0.0.1:4900\"],\n 4\t \"name\": \"swarm2-controller\",\n 5\t \"role\": \"controller\"\n 6\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/peer-config-for-lmdb5-network.json (12 lines)\n 1\t{\n 2\t \"role\": \"netadmin\",\n 3\t \"pool_size\": 8,\n 4\t \"peers\": [\n 5\t {\n 6\t \"name\": \"swarm2-controller\",\n 7\t \"key_hex\": \"0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d\",\n 8\t \"port\": 4900,\n 9\t \"capabilities\": [\"inference\", \"rag\", \"tools\"]\n 10\t }\n 11\t ]\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Bash,Bash] | ts=2026-04-01T04:44:28.596261229+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/peer-config-for-lmdb5-swarm2-controller.json: \"name\": \"swarm2-controller\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/peer-config-for-lmdb5-network.json: \"name\": \"swarm2-controller\",","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Read] | ts=2026-04-01T04:44:18.751475347+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read] | ts=2026-04-01T04:43:29.490627032+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T04:43:33.441087812+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T04:43:17.876879120+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-01T04:43:25.109168753+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Write,Read] | ts=2026-04-01T03:54:08.048208318+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Read,Write] | ts=2026-04-01T03:55:40.735180470+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/QWENaudit.md: MEDIUM**\\n\\n```\\ngroups/clone1.keys ← OLD\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/QWENaudit.md: colon — rm glob missed it)\\ngroups/team.keys ←\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/QWENaudit.md: (correct)\\ngroups/lmdb5-worker.keys ← CURRENT","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-01T03:54:02.158239206+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,spf_status] | ts=2026-04-01T03:45:32.045227578+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Bash,Bash] | ts=2026-04-01T03:45:50.077066633+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Bash] | ts=2026-04-01T03:49:46.072002793+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-04-01T03:45:36.266765232+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,spf_status,spf_mesh_status] | ts=2026-04-01T03:37:53.775324992+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_status,spf_mesh_status,Bash] | ts=2026-04-01T03:37:49.965095566+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/cloneMESH/groups/controller1.keys\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/cloneMESH/mesh.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/cloneMESH/network.json\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,Bash,Bash] | ts=2026-04-01T03:34:47.744802042+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Read] | ts=2026-04-01T03:34:41.926272149+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T03:29:48.854308406+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T03:27:06.222209927+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | total 11\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 31 18:09 .\ndrwx------. 3 u0_a163 u0_a163 3452 Mar 31 18:09 ..\n-rw-------. 1 u0_a163 u0_a163 65 Mar 31 18:09 controller1.keys\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T03:24:53.897786644+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Bash] | ts=2026-04-01T03:24:50.315184405+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/cloneMESH/network.json (12 lines)\n 1\t{\n 2\t \"role\": \"worker\",\n 3\t \"pool_size\": 1,\n 4\t \"peers\": [\n 5\t {\n 6\t \"name\": \"controller1\",\n 7\t \"key_hex\": \"3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\",\n 8\t \"port\": 4987,\n 9\t \"capabilities\": [\"tools\"]\n 10\t }\n 11\t ]\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/cloneMESH/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"clone1\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"worker\",\n 11\t \"team\": \"alpha\"\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Bash,Bash] | ts=2026-04-01T03:22:03.314526605+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/network.json (5 lines)\n 1\t{\n 2\t \"role\": \"netadmin\",\n 3\t \"pool_size\": 8,\n 4\t \"peers\": []\n 5\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-04-01T03:19:52.790713321+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-04-01T03:19:38.787727962+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Bash,Bash,Read] | ts=2026-04-01T03:19:28.554220257+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | 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pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.claude.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/projects/-data-data-com-termux-files-home/sessions-index.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/todos/a8cf407b-500d-40e8-aee5-004ceea3ec9f-agent-a8cf407b-500d-40e8-aee5-","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Bash,spf_tmp_list] | ts=2026-04-01T03:02:57.086056521+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | total 1123\ndrwx------. 10 u0_a163 u0_a163 3452 Mar 31 18:08 .\ndrwx------. 12 u0_a163 u0_a163 3452 Mar 31 17:45 ..\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 4 10:19 .cargo\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 7 00:52 .claude\n-rw-------. 1 u0_a163 u0_a163 15196 Mar 21 13:51 .claude.json\n-rw-------. 1 u0_a163 u0_a163 300 Mar 12 19:45 .mcp.json\n-rw-------. 1 u0_a163 u0_a163 21404 Mar 30 19:40 30marAUDIT.md\n-rw-------. 1 u0_a163 u0_a163 17136 Mar 16 01:33 AGENT_CLI_MEMORY_INTEGRA","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Bash,spf_tmp_list,spf_config_paths] | ts=2026-04-01T03:00:40.453452615+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_tmp_list,spf_config_paths,spf_tmp_active] | ts=2026-04-01T03:00:36.207196731+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_tmp_list, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_tmp_list source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_config_paths,spf_tmp_active,spf_agent_session_info] | ts=2026-04-01T02:57:42.699246953+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_tmp_active,spf_agent_session_info,spf_chat_history] | ts=2026-04-01T02:52:46.314705244+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_session_info, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_session_info source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_chat_history,Bash,Bash] | ts=2026-04-01T02:52:38.662895142+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_tmp_active, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_tmp_active source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_session_info,spf_chat_history,Bash] | ts=2026-04-01T02:52:44.301935401+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_history, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_history source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Glob] | ts=2026-04-01T02:52:18.141134213+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,Glob,Glob] | ts=2026-04-01T02:47:06.445625738+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Read] | ts=2026-04-01T02:46:40.294572362+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read] | ts=2026-04-01T02:46:29.526012783+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T02:41:45.879017110+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Bash,Write] | ts=2026-04-01T02:11:43.750935298+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Bash,Glob] | ts=2026-04-01T02:02:26.396254833+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Bash,Bash] | ts=2026-04-01T02:07:55.802760645+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Write,Bash] | ts=2026-04-01T02:11:38.453945716+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Glob,Bash] | ts=2026-04-01T01:59:24.486572298+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Bash,Read] | ts=2026-04-01T01:55:02.368366096+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Read,Glob] | ts=2026-04-01T01:54:20.981538247+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/CONFIG.DB\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/CONFIG.DB/lock.mdb\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/CONFIG.DB/data.mdb\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/tls\n/data/data/com.termux/files/home/","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Read,Glob,Bash] | ts=2026-04-01T01:46:19.551191921+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Bash,Glob] | ts=2026-04-01T01:38:07.543803227+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Bash,Glob,Write] | ts=2026-04-01T01:38:03.164457239+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.keys","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Glob,Write,Write] | ts=2026-04-01T01:37:19.781955745+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-01T01:31:40.905437385+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Read,Bash] | ts=2026-04-01T01:09:10.460733369+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-01T01:09:18.054007949+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Bash,spf_status] | ts=2026-04-01T01:09:03.080890247+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_status,spf_pool_status] | ts=2026-04-01T01:08:59.279336967+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_pool_status,spf_mesh_status] | ts=2026-04-01T01:08:42.754411973+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T00:59:52.127161186+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_pool_status,spf_mesh_status] | ts=2026-04-01T01:00:00.284885766+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T00:59:55.366573945+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-01T00:49:25.007293665+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Glob] | ts=2026-04-01T00:49:18.626619396+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/network.json (12 lines)\n 1\t{\n 2\t \"role\": \"netadmin\",\n 3\t \"pool_size\": 8,\n 4\t \"peers\": [\n 5\t {\n 6\t \"name\": \"swarm2-controller\",\n 7\t \"key_hex\": \"0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d\",\n 8\t \"port\": 4900,\n 9\t \"capabilities\": [\"inference\", \"rag\", \"tools\"]\n 10\t }\n 11\t ]\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-04-01T00:47:10.995368560+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"e956f522\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"worker\",\n 11\t \"team\": \"alpha\"\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-01T00:47:04.194958823+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-01T00:32:17.036400672+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Write,Write] | ts=2026-04-01T00:32:28.820990771+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Glob,Write] | ts=2026-04-01T00:32:49.835563992+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-01T00:18:43.908518534+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Read,Edit] | ts=2026-03-31T23:07:21.270397023+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-31T23:04:37.882557241+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-31T22:57:37.716887870+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-31T22:57:11.131744808+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T22:53:20.902735937+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T22:43:15.682991949+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs (433 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Ed25519 key pair management for SPF mesh authentication.\n 5\t// Each SPF instance generates a unique identity on first run.\n 6\t// Public keys are shared between peers via group files.\n 7\t//\n 8\t// Key storage:\n 9\t// LIVE/CONFIG/identity.key — Ed25519 private key (hex, 64 chars)\n 10\t// LIVE/CONFIG/identity.pub — ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-03-31T22:39:26.106677506+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Glob,Bash] | ts=2026-03-31T22:33:46.392939354+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Bash,Grep] | ts=2026-03-31T22:31:06.738474727+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Bash,Grep,Bash] | ts=2026-03-31T22:31:01.922337698+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Bash,Read] | ts=2026-03-31T22:30:14.619677560+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Read,spf_pool_status,Read] | ts=2026-03-31T22:16:43.163659328+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,spf_pool_status] | ts=2026-03-31T22:16:47.397786201+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | Mesh: ONLINE — controller, alpha, local, e5f60653f6aef0d3\nBK-QQ ✅ FLINT Mesh Auto-Response (chat.rs — rate limited)\nFL-4 ✅ Mesh FLINT Coordination — all transports use dispatch::call()\nPP-1 ✅ API Session Layer — full agent-to-agent encrypted pipeline\n 7 crates, 8-core pipeline, JNI bridge built\n 3 #43-4 ⬜ Remove pipeline chain system pipeline.rs + mesh.rs + framing.rs\n13 MESH-RP ⬜ Mesh re-pair controller node USER ACTION — cert refr","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Read,spf_config_stats] | ts=2026-03-31T22:16:06.514063092+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_pool_status,Read,Glob] | ts=2026-03-31T22:16:13.171120381+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Glob,Read] | ts=2026-03-31T22:16:10.237931007+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_config_stats,spf_mesh_status] | ts=2026-03-31T22:15:49.623930077+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_config_stats,spf_mesh_status,spf_session] | ts=2026-03-31T22:15:43.826317163+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json (12 lines)\n 1\t{\n 2\t \"role\": \"netadmin\",\n 3\t \"pool_size\": 8,\n 4\t \"peers\": [\n 5\t {\n 6\t \"name\": \"swarm2-controller\",\n 7\t \"key_hex\": \"0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d\",\n 8\t \"port\": 4900,\n 9\t \"capabilities\": [\"inference\", \"rag\", \"tools\"]\n 10\t }\n 11\t ]\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_session,Bash] | ts=2026-03-31T22:15:41.022456799+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_session,Bash,Bash] | ts=2026-03-31T22:15:37.973869925+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_transformer_status] | ts=2026-03-31T22:06:32.018804721+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,spf_transformer_status,spf_status] | ts=2026-03-31T22:04:02.315882591+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-31T22:02:35.264487259+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-31T22:02:32.035254917+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Edit,Bash] | ts=2026-03-31T21:29:00.518237892+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Bash,Read] | ts=2026-03-31T21:24:06.553956754+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t // Graceful shutdown: save final checkpoint if transformer is enabled (stdio mode)\n 5140\t if let Some(transformer_arc) = &state.transformer {\n 5141\t if let Ok(state_guard) = transformer_arc.try_read() {\n 5142\t let mut worker_cfg = crate::worker::WorkerConfig::default();\n 5143\t worker_cfg.role = ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T21:18:29.651281309+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.90 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T21:11:15.761029183+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T21:09:50.824587132+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Read] | ts=2026-03-31T21:09:22.706244122+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5175 lines)\n 5126\t }\n 5127\t\n 5128\t \"ping\" => {\n 5129\t send_response(id, json!({}));\n 5130\t }\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t // Graceful shutdown: save final checkpoint i","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T21:09:14.530875532+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5175 lines)\n 5036\t .block_on(crate::mesh::run(mesh_state, mesh_signing_key, mesh_cfg, mesh_receiver))\n 5037\t });\n 5038\t log(&format!(\"Mesh started (standalone) | Role: {} | Team: {} | Discovery: {}\",\n 5039\t mesh_config.role, mesh_config.team, mesh_config.discovery));\n 5040\t } else if !mesh_config.enabled {\n 5041\t log(\"Mesh disabled (set enabled: true in LIVE/CONFIG/mes","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T21:08:37.935506639+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T21:08:03.343543163+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5175 lines)\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t // Graceful shutdown: save final checkpoint if transformer is enabled (stdio mode)\n 5139\t if let Some(transformer_arc) = &state.transformer {\n 5140\t if let Ok(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T21:06:56.513694907+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t // Graceful shutdown: save final checkpoint if transformer is enabled (stdio mode)\n 5139\t if let Some(transformer_arc) = &state.transformer {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Read] | ts=2026-03-31T21:00:27.368862628+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T20:56:33.262868811+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5036\t .block_on(crate::mesh::run(mesh_state, mesh_signing_key, mesh_cfg, mesh_receiver))\n 5037\t });\n 5038\t log(&format!(\"Mesh started (standalone) | Role: {} | Team: {} | Discovery: {}\",\n 5039\t mesh_config.role, mesh_config.team, mesh_config.discovery));\n 5040\t } else if !mesh_config.enabled {\n 5041\t log(\"Mesh disabled (set en","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T20:47:09.745492724+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Read] | ts=2026-03-31T20:45:25.115303701+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5166\t } else {\n 5167\t log(\"Shutdown: skipping checkpoint save — transformer busy (training in progress)\");\n 5168\t }\n 5169\t }\n 5170\t } else {\n 5171\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5172\t log(\"Transport mode: http-only. Stdio disabled. Main thread parked.\");\n 5173\t loop { std:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T20:44:28.181423358+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5106\t\n 5107\t cmd_log(&format!(\"CALL {} | {}\", name, param_summary(name, &args)));\n 5108\t\n 5109\t // FL-1B: Stdio routes through dispatch::call() like all transports.\n 5110\t // dispatch::call() handles: source-aware lock (FL-1A), gate, execution,\n 5111\t // FLINT intercept (FL-1C), listener notification — one path, all transport","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T20:43:46.651180926+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-31T20:38:48.840144738+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5051\t\n 5052\t // Run stdio loop if transport is \"stdio\" or \"both\"\n 5053\t if http_config.transport != \"http\" {\n 5054\t let stdin = io::stdin();\n 5055\t for line in stdin.lock().lines() {\n 5056\t let line = match line {\n 5057\t Ok(l) => l,\n 5058\t Err(e) => {\n 5059\t log(&format!(\"stdin read error: {}\", e));\n 5060\t cont","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5061\t }\n 5062\t };\n 5063\t\n 5064\t let line = line.trim().to_string();\n 5065\t if line.is_empty() {\n 5066\t continue;\n 5067\t }\n 5068\t\n 5069\t let msg: Value = match serde_json::from_str(&line) {\n 5070\t Ok(v) => v,\n 5071\t Err(e) => {\n 5072\t log(&format!(\"JSON parse error: {}\", e));\n 5073\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-31T20:37:56.754160539+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5031\t std::thread::spawn(move || {\n 5032\t tokio::runtime::Builder::new_multi_thread()\n 5033\t .enable_all()\n 5034\t .build()\n 5035\t .expect(\"Failed to create mesh tokio runtime\")\n 5036\t .block_on(crate::mesh::run(mesh_state, mesh_signing_key, mesh_cfg, mesh_receiver))\n 5037\t });\n 5038\t log(&for","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Write] | ts=2026-03-31T20:37:52.640210749+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Write,Read] | ts=2026-03-31T20:33:12.890877001+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Read] | ts=2026-03-31T20:30:48.082543932+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs (494 lines)\n 179\tpub fn save_checkpoint(\n 180\t state: &TransformerState,\n 181\t transformer_config: &TransformerConfig,\n 182\t worker_config: &WorkerConfig,\n 183\t) -> Result {\n 184\t let models_dir = crate::paths::spf_root().join(\"LIVE/MODELS\");\n 185\t std::fs::create_dir_all(&models_dir)\n 186\t .map_err(|e| format!(\"Failed to create MODELS dir: {}\", e))?;\n 187\t\n 188\t let che","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T20:23:53.795757163+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-31T20:11:49.614429470+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5177 lines)\n 5166\t Err(e) => log(&format!(\"Shutdown: checkpoint save failed — {}\", e)),\n 5167\t }\n 5168\t } else {\n 5169\t log(\"Shutdown: skipping checkpoint save — transformer busy (training in progress)\");\n 5170\t }\n 5171\t }\n 5172\t } else {\n 5173\t // HTTP-only mode: park main thread (HTTP server runs in spawned","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-31T20:10:22.742458930+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-31T20:10:17.944957630+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5177 lines)\n 4816\t Err(e) => log(&format!(\"Transformer: checkpoint corrupt — {}, using random weights\", e)),\n 4817\t },\n 4818\t Err(e) => log(&format!(\"Transformer: checkpoint read failed — {}, using random weights\", e)),\n 4819\t }\n 4820\t }\n 4821\t\n 4822\t // Load checkpoint manifest for session recovery context\n 4823\t l","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5177 lines)\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t\n 5140\t // Graceful shutdown: save final checkpoint if transformer is enabled (stdio mode)\n 5141\t if let Some(transformer_arc) = &transformer {\n 5142\t if let Ok(state_guard) = transformer_arc.try_read() {\n 5143\t let mut worker_cfg = crate::worker::WorkerConfig::default();\n 5144\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-31T20:08:41.791497146+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-31T20:08:07.974854607+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t } else {\n 5140\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5141\t log(\"Transport mode: http-only. Stdio disabled. Main thread parked.\");\n 5142\t loop { std::thread","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-03-31T19:53:16.424828749+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5137\t }\n 5138\t }\n 5139\t } else {\n 5140\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5141\t log(\"Transport mode: http-only. Stdio disabled. Main thread parked.\");\n 5142\t loop { std::thread::park(); }\n 5143\t }\n 5144\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-31T19:52:06.901006484+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Edit] | ts=2026-03-31T19:51:38.225158630+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Edit,Read] | ts=2026-03-31T19:50:54.219358647+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t } else {\n 5140\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5141\t log(\"Transport mode: http-only. Stdio disabled. Main thread parked.\");\n 5142\t loop { std::thread::park(); }\n 5143\t }\n 5144\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | }\n}\n}\n }\n}\n }\n }\n }\n }\n }\n }\n }\n }\n }\n }\n}\n}\n}\n }\n}\n}\n }\n}\n }\n }\n }\n }\n }\n }\n}\n }\n }\n }\n }\n }\n }\n }\n }\n }\n }\n }\n}\n }\n }\n }\n }\n }\n }\n }\n }\n }\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-03-31T19:50:08.837300904+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-31T19:49:46.343545965+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-31T19:49:13.670222592+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5126\t }\n 5127\t\n 5128\t \"ping\" => {\n 5129\t send_response(id, json!({}));\n 5130\t }\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t } else","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-31T19:48:54.271383745+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-31T19:48:27.959503390+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t } else {\n 5140\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5141\t log(\"Transport mode: http-on","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-31T19:47:31.343834193+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-31T19:47:57.241515017+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5116\t let blocked = response.result.get(\"_blocked\").and_then(|v| v.as_bool()).unwrap_or(false);\n 5117\t if blocked {\n 5118\t let text = response.result.get(\"text\").and_then(|v| v.as_str()).unwrap_or(\"\");\n 5119\t let snippet: String = text.chars().take(200).collect();\n 5120\t cmd_log(&format!(\"FAIL {} | {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T19:45:31.148728614+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-31T19:44:27.552821659+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 5116\t\n 5117\t _ => {\n 5118\t if !id.is_null() {\n 5119\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5120\t }\n 5121\t }\n 5122\t }\n 5123\t }\n 5124\t } else {\n 5125\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5126\t log(\"Transport mode: http-on","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Glob] | ts=2026-03-31T19:39:07.388717823+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4816\t Err(e) => log(&format!(\"Transformer: checkpoint corrupt — {}, using random weights\", e)),\n 4817\t },\n 4818\t Err(e) => log(&format!(\"Transformer: checkpoint read failed — {}, using random weights\", e)),\n 4819\t }\n 4820\t }\n 4821\t Some(std::sync::Arc::new(std::sync::RwLock::new(state)))\n 4822\t } else {\n 48","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Glob,Write] | ts=2026-03-31T19:38:48.276975382+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Grep,Read] | ts=2026-03-31T19:37:50.918296081+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Write,Grep] | ts=2026-03-31T19:38:05.789805711+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T19:14:09.205477483+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T19:02:08.406814155+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T18:55:46.924118988+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 5021\t .block_on(crate::mesh::run(mesh_state, mesh_signing_key, mesh_cfg, mesh_receiver))\n 5022\t });\n 5023\t log(&format!(\"Mesh started (standalone) | Role: {} | Team: {} | Discovery: {}\",\n 5024\t mesh_config.role, mesh_config.team, mesh_config.discovery));\n 5025\t } else if !mesh_config.enabled {\n 5026\t log(\"Mesh disabled (set enabled: true in LIVE/CONFIG/mes","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T18:53:18.041570451+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 5081\t // No response needed\n 5082\t }\n 5083\t\n 5084\t \"tools/list\" => {\n 5085\t send_response(id, json!({ \"tools\": tool_definitions() }));\n 5086\t }\n 5087\t\n 5088\t \"tools/call\" => {\n 5089\t let name = params[\"name\"].as_str().unwrap_or(\"\");\n 5090\t let args = params.get(\"arguments\").cloned().unwrap_or(json!({}));\n 5","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-31T18:32:44.845002386+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Grep] | ts=2026-03-31T18:33:51.217315694+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 401\tpub fn handle_train(\n 402\t transformer: &Option>>,\n 403\t args: &Value,\n 404\t config: &TransformerConfig,\n 405\t) -> Value {\n 406\t let state_lock = match transformer {\n 407\t Some(s) => s,\n 408\t None => return json!({\"type\": \"text\", \"text\": \"ERROR: FLINT not loaded. Enable in transformer.json.\"}),\n 409\t };\n 410\t\n 411\t let b","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 601\t for i in 0..n {\n 602\t if offset + i < ewc_grads.len() {\n 603\t grad_tensor.data[i] += ewc_grads[offset + i];\n 604\t }\n 605\t }\n 606\t offset += n;\n 607\t }\n 608\t }\n 609\t\n 610\t // Apply AdamW step on cloned weights\n 611\t let mut cloned = cloned_weigh","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T18:32:08.314576566+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T18:27:17.185548865+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T18:26:10.311620297+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | // FL-9: LearningController removed — training driven by handle_train() + LMDB.\n // Only AdamW optimizer needed (used directly in handle_train).\npub fn handle_train(\n // for brain storage, then persists to LMDB. handle_train() reads from\npub fn handle_train_evil(args: &Value) -> Value {\n // Store in LMDB as tlog entry for handle_train() consumption\npub fn handle_train_good(args: &Value) -> Value {\n// \"spf_transformer_train\" => { /* gate check + */ handle_train(&state.tra","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T18:25:31.388696926+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 201\t// ============================================================================\n 202\t// TOOL HANDLERS — called from mcp.rs match arms\n 203\t// ============================================================================\n 204\t\n 205\t/// Handle spf_transformer_status\n 206\t/// Returns: model loaded status, param count, checkpoint info, role, config summary\n 207\tpub fn handle_status(\n 208\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T18:21:35.433749256+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4796\t &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n 4797\t );\n 4798\t // RC-2: Load checkpoint if available (same pattern as worker.rs init_transformer)\n 4799\t let ckpt_path = crate::paths::spf_root()\n 4800\t .join(\"LIVE/MODELS\")\n 4801\t .join(&transformer_config.writer_checkpoint);\n 48","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T18:20:23.344135012+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-31T18:19:43.526204975+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4796\t &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n 4797\t );\n 4798\t // RC-2: Load checkpoint if available (same pattern as worker.rs init_transformer)\n 4799\t let ckpt_path = crate::paths::spf_root()\n 4800\t .join(\"LIVE/MODELS\")\n 4801\t .join(&transformer_config.writer_checkpoint);\n 4802\t if ckpt_path.exists","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4721\t }\n 4722\t Err(e) => {\n 4723\t log(&format!(\"Warning: Failed to open TMP_DB LMDB at {:?}: {}\", tmp_db_path, e));\n 4724\t None\n 4725\t }\n 4726\t };\n 4727\t\n 4728\t // Initialize AGENT_STATE LMDB\n 4729\t let agent_db_path = live_base.join(\"LMDB5/LMDB5.DB\");\n 4730\t log(&format!(\"AGENT_STATE path: {:?}\", agent_db_path));\n 4731\t\n 4732\t let agent_db = match Ag","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-31T18:18:48.318124580+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 5001\t log(&format!(\"{} API started on {}:{}\", scheme, http_config.bind, http_port));\n 5002\t }\n 5003\t }\n 5004\t }\n 5005\t\n 5006\t // ================================================================\n 5007\t // MESH NETWORK — standalone (only when HTTP is disabled)\n 5008\t // Normally mesh runs in shared runtime above with HTTP.\n 5009\t // This path handles: mesh enabled b","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-31T18:18:25.745839797+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-31T18:17:42.416315022+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Bash,Read] | ts=2026-03-31T18:17:10.630644617+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T18:15:11.918912006+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T18:14:32.617952802+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Bash,Read] | ts=2026-03-31T18:13:22.408100069+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/main.rs (738 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// CLI and MCP stdio server. All tool calls route through this gateway.\n 5\t// Usage:\n 6\t// spf-smart-gate serve # Run MCP server (stdio)\n 7\t// spf-smart-gate gate # One-shot gate check\n 8\t// spf-smart-gate status ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 3601\t json!({\"type\": \"text\", \"text\": format!(\n 3602\t \"Calling {}... ring sent. Use end_call to hang up.\", peer_short\n 3603\t )})\n 3604\t }\n 3605\t \"end_call\" => {\n 3606\t // Block MM: End peer voice call\n 3607\t let mut call_state = crate::voice::CALL_STATE.lock().unwrap_or_else(|e| e.into_i","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Read,Write] | ts=2026-03-31T18:12:02.630687026+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Grep,Read] | ts=2026-03-31T17:53:44.860010438+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T17:52:36.434506350+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T17:53:09.443788004+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T17:53:32.054637370+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 3801\t match call_info {\n 3802\t Some((peer_short, secs)) => {\n 3803\t if let Some(ref mut vs) = *voice_lock { vs.stop(); }\n 3804\t *voice_lock = None;\n 3805\t eprintln!(\"[SPF-VOICE] Peer {} ended call ({}s)\", peer_short, secs);\n 3806\t json!({\"type\": \"text\", \"text\": forma","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T17:51:48.673572983+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4201\t for peer_key in &active_keys {\n 4202\t if peer_key == pub_key_hex { continue; }\n 4203\t if let Some(ref tx) = mesh_tx {\n 4204\t let addrs: Vec = peers.get(peer_key)\n 4205\t .map(|p| p.addr.clone())\n 4206\t .unwrap_or_default();\n 4207\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T17:48:33.054650088+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T17:51:43.700412255+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4501\t let worker_name_for_lookup: Option = snapshot.iter()\n 4502\t .find(|(_, _, tid, _)| tid.as_deref() == Some(task_id))\n 4503\t .map(|(name, _, _, _)| name.clone());\n 4504\t\n 4505\t let key_hex = worker_name_for_lookup\n 4506\t .as_deref()\n 4507\t .and_then(|n| pool.find_by_name(n));\n 4508\t\n 4509\t let key_hex = matc","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T17:47:44.341013284+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Glob] | ts=2026-03-31T17:39:10.462807959+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Write,Write] | ts=2026-03-31T17:37:45.975749450+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs (494 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK O — Headless worker node that runs transformer inference\n 5\t// without a Claude API session. Accepts tasks via mesh pipeline,\n 6\t// executes them locally, streams results back.\n 7\t//\n 8\t// Worker boot:\n 9\t// 1. Load config (same as normal serve mode)\n 10\t// 2. Load transformer checkpoint\n 11\t// 3. Start","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Glob,Write] | ts=2026-03-31T17:38:14.144022043+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Write,Read] | ts=2026-03-31T17:35:03.222502741+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Read,spf_transformer_status] | ts=2026-03-31T16:48:29.085474484+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_transformer_status,spf_transformer_metrics] | ts=2026-03-31T15:41:41.896514450+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_transformer_metrics] | ts=2026-03-31T09:44:46.551791892+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics] | ts=2026-03-31T09:44:44.602225591+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-31T09:44:41.802177675+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Glob,Read] | ts=2026-03-31T09:42:32.091473245+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Read,Read] | ts=2026-03-31T09:42:20.301802208+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:42:14.199627783+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:41:43.696720972+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:41:40.004026130+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:41:36.499652798+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4541\t let mut listeners: Vec> = Vec::new();\n 4542\t let mut collector_arc = None;\n 4543\t if transformer_config.enabled {\n 4544\t let collector = std::sync::Arc::new(\n 4545\t crate::gate_training::GateTrainingCollector::new(10000)\n 4546\t );\n 4547\t listeners.push(Box::new(collector.clone()));\n 4548\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:40:24.624696940+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:37:10.054808420+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T09:36:56.048499467+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Grep] | ts=2026-03-31T09:36:25.973238541+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4581\t crate::brain_local::index_spf_sources();\n 4582\t\n 4583\t let live_base = spf_root().join(\"LIVE\");\n 4584\t\n 4585\t // Open LMDBs (same as run)\n 4586\t let tmp_db = crate::tmp_db::SpfTmpDb::open(&live_base.join(\"TMP/TMP.DB\")).ok();\n 4587\t let agent_db = crate::agent_state::AgentStateDb::open(&live_base.join(\"LMDB5/LMDB5.DB\")).ok();\n 4588\t let fs_db = crate::fs::SpfF","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4821\t Some(std::sync::Arc::new(std::sync::RwLock::new(state)))\n 4822\t } else {\n 4823\t log(\"Transformer: disabled (set enabled: true in LIVE/CONFIG/transformer.json)\");\n 4824\t None\n 4825\t };\n 4826\t\n 4827\t // ================================================================\n 4828\t // MESH CONFIG + CHANNEL — created before state so mesh_tx is available\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-31T09:36:15.417630629+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:35:39.671435851+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:35:27.110271949+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:32:20.072777229+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4881\t tmp_db,\n 4882\t agent_db,\n 4883\t fs_db,\n 4884\t pub_key_hex,\n 4885\t trusted_keys,\n 4886\t auth_mode: http_config.auth_mode.clone(),\n 4887\t nonce_cache: Mutex::new(std::collections::HashMap::new()),\n 4888\t listeners,\n 4889\t mesh_tx,\n 4890\t peers,\n 4891\t transformer,\n 4892\t transformer_config,\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4641\t tmp_db,\n 4642\t agent_db,\n 4643\t fs_db,\n 4644\t pub_key_hex: pub_key_hex.clone(),\n 4645\t trusted_keys,\n 4646\t auth_mode: http_config.auth_mode.clone(),\n 4647\t nonce_cache: Mutex::new(std::collections::HashMap::new()),\n 4648\t listeners,\n 4649\t mesh_tx,\n 4650\t peers,\n 4651\t transformer: Some(transforme","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:31:45.993004533+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 921\t };\n 922\t\n 923\t let relative = path.strip_prefix(\"/config\").unwrap_or(\"\").trim_start_matches('/');\n 924\t\n 925\t match op {\n 926\t \"ls\" => {\n 927\t if relative.is_empty() {\n 928\t json!({\"type\": \"text\", \"text\": \"/config:\\n-644 0 version\\n-644 0 mode\\n-644 0 tiers\\n-644 0 formula\\n-644 0 weights\\n-644","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:30:57.910285281+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:30:44.805496276+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:30:39.454360705+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | transformer: &Option>>,\n transformer: std::sync::Arc>,\n // Wire collector into TransformerState so handle_train() can drain signals\n crate::flint_memory::start_memory_router(\n let mut state = crate::transformer_tools::TransformerState::from_config(\n // Wire collector into TransformerState so handle_train() can drain signals.\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T09:30:20.674362691+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: let mut state = crate::transformer_tools::TransformerState::from_config(\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/integration_tests.rs: let state = transformer_tools::TransformerState::from_config(&config, \"researcher\");","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/main.rs (738 lines)\n 81\t tool: String,\n 82\t\n 83\t /// Parameters as JSON string\n 84\t params: String,\n 85\t },\n 86\t\n 87\t /// Show gateway status\n 88\t Status,\n 89\t\n 90\t /// Show full session state\n 91\t Session,\n 92\t\n 93\t /// Reset session (fresh start)\n 94\t Reset,\n 95\t\n 96\t /// Initialize/verify LMDB config (auto-runs on st","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:30:06.706154155+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:28:19.006621487+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:27:44.067267959+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:27:25.589253227+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:26:51.521564906+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:27:08.294448598+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:26:23.041666480+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:26:15.030240389+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | /// Run as headless worker node (transformer-driven, no stdio MCP)\n // Load transformer config\n let transformer_config = config::TransformerConfig::load(\n &paths::spf_root().join(\"LIVE/CONFIG/transformer.json\")\n // Initialize transformer (load checkpoint if available)\n let transformer_state = worker::init_transformer(&transformer_config, &worker_config)\n .expect(\"Failed to initialize transformer\");\n let tran","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | pub fn init_transformer(\n fn test_init_transformer_disabled() {\n let result = init_transformer(&tc, &wc);\n fn test_init_transformer_no_checkpoint() {\n let result = init_transformer(&tc, &wc);\n fn test_init_transformer_researcher_role() {\n let result = init_transformer(&tc, &wc);","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs (494 lines)\n 141\t // Create transformer state\n 142\t let mut state = TransformerState::from_config(transformer_config, &worker_config.role);\n 143\t\n 144\t // Try to load checkpoint\n 145\t let checkpoint_file = std::path::Path::new(&checkpoint_path);\n 146\t if checkpoint_file.exists() {\n 147\t match std::fs::read(checkpoint_file) {\n 148\t Ok(data) => {\n 149\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | /// Override checkpoint path\n checkpoint: Option,\n Commands::Worker { role, checkpoint, max_concurrent } => {\n checkpoint_override: checkpoint.clone(),\n // Initialize transformer (load checkpoint if available)\n let transformer_state = worker::init_transformer(&transformer_config, &worker_config)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs (494 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK O — Headless worker node that runs transformer inference\n 5\t// without a Claude API session. Accepts tasks via mesh pipeline,\n 6\t// executes them locally, streams results back.\n 7\t//\n 8\t// Worker boot:\n 9\t// 1. Load config (same as normal serve mode)\n 10\t// 2. Load transformer c","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | pub last_checkpoint: String,\n last_checkpoint: String::new(),\n if state.last_checkpoint.is_empty() { \"none\" } else { &state.last_checkpoint },\n // CP-1: Persist checkpoint so RC-2 can restore weights + step on restart.\n state.last_checkpoint = ckpt_path.to_string_lossy().to_string();\n if state.last_checkpoint.is_empty() { \"none\" } else { &state.last_checkpoint },\n assert!(state.last_checkpoint.is_empty());","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:25:27.597275667+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/checkpoint.rs (483 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Save/load transformer weights to/from binary format.\n 5\t// Versioned checkpoints for rollback safety.\n 6\t// Delta format for mesh weight sharing (send only changed weights).\n 7\t//\n 8\t// Storage: LMDB via agent_state.rs or flat binary files in DEPLOY.\n 9\t// Binary format: [magic:4][versio","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:25:23.783231919+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | // Save/load transformer weights to/from binary format.\n let payload_len = frame.payload.len();\n let valid_format = payload_len >= 4 && &frame.payload[..4] == CHECKPOINT_MAGIC;\n &peer_key[..8.min(peer_key.len())], payload_len, valid_format);\n // Apply weights if valid format and transformer loaded\n match deserialize_weights(&frame.payload) {\n \"bytes_received\": payload_len,\n let (loaded, meta) = deserialize_weights(&bytes).unwrap();\n assert_eq!(load","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:25:20.043652441+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T09:23:30.653503004+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:23:14.883037593+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (774 lines)\n 601\t .ok()\n 602\t .and_then(|mut g| g.take());\n 603\t if let Some(channels) = channels {\n 604\t handle_browser_ws(socket, channels).await;\n 605\t }\n 606\t // No channels = no active session, close immediately\n 607\t })\n 608\t}\n 609\t\n 610\t/// Bridge mpsc channels to WebSocket — command relay between BrowserSession and brow","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T09:22:00.731522621+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:21:47.108392731+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:21:27.358610447+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:21:09.692044307+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:20:52.076721450+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:20:13.207140631+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T09:20:09.209788341+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:19:47.538942880+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned | crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (652 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// Rev 2: Persistent bidirectional streams with framing protocol.\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/chat.rs (1286 lines)\n 551\t pub last_seen: String,\n 552\t pub name: Option,\n 553\t}\n 554\t\n 555\timpl PeerPresence {\n 556\t pub fn new(peer_key: &str) -> Self {\n 557\t Self {\n 558\t peer_key: peer_key.to_string(),\n 559\t short_key: peer_key[..8.min(peer_key.len())].to_string(),\n 560\t status: PeerStatus::Online,\n 561\t last_seen: chr","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/chat.rs:pub fn handle_mesh_chat(\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs: crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | // REFACTOR: gate::process() called at entry before handle_tool_call.\n// Gate is the door. handle_tool_call is pure execution — no gate inside.\n/// Gate fires BEFORE handle_tool_call — gate is the door.\n/// 7. If allowed → handle_tool_call (pure execution)\n // Allowed — execute through handle_tool_call (pure execution, no gate inside)\n crate::mcp::handle_tool_call(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:19:22.675494973+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs (1052 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9\t// gate.rs gets 5 tools added to allowlist.\n 10\t//\n 11","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:18:50.882066079+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:18:29.426857598+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:18:25.936431557+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T09:18:21.406804424+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:18:16.374549582+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:17:03.495027839+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | pub fn from_config(config: &TransformerConfig, role: &str) -> Self {\n \"description\": \"Get FLINT transformer status (loaded, params, checkpoint, role)\",\n/// Returns: model loaded status, param count, checkpoint info, role, config summary\n let state = TransformerState::from_config(&config, \"writer\");\n let state = TransformerState::from_config(&config, \"writer\");\n let state = TransformerState::from_config(&config, \"writer\");\n let mut state = TransformerSta","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,spf_session] | ts=2026-03-31T09:16:40.705453941+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,spf_session,spf_agent_session_info] | ts=2026-03-31T09:16:18.451833637+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1075 lines)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ drop folder for user-added files → au","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/dispatch.rs (505 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Foundation layer for ALL tool routing.\n 5\t// Every transport (stdio, HTTP, mesh, voice) converges here.\n 6\t// Zero dependencies on pipelines, mesh, or any higher layer.\n 7\t//\n 8\t// REFACTOR: gate::process() called at entry before handle_tool_call.\n 9\t// Gate is the door. handle_tool_call","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_session,spf_agent_session_info,Read] | ts=2026-03-31T09:15:52.339781824+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_agent_session_info,Read,spf_status] | ts=2026-03-31T09:13:22.976754173+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_status,spf_session,Read] | ts=2026-03-31T09:11:55.561396498+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_session_info, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_session_info source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_status,spf_session] | ts=2026-03-31T09:13:04.805561003+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_session,Read] | ts=2026-03-31T09:02:24.955447341+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read] | ts=2026-03-31T09:02:22.868365623+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-31T09:00:08.327099164+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T08:41:33.975701360+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T08:41:25.111834748+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | const PROMOTE_TOP_PERCENT: f64 = 0.20;\n ((scored.len() as f64 * PROMOTE_TOP_PERCENT).ceil() as usize).max(1)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T08:40:58.205848977+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T08:40:33.787668935+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-31T08:39:58.708794104+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | // Without this, promote_tier() finds 0 memories and does nothing.\n promote_tier(&db, MemoryType::Working, MemoryType::Fact, \"24hr→7day\");\n promote_tier(&db, MemoryType::Fact, MemoryType::Pinned, \"7day→pinned\");\nfn promote_tier(db: &AgentStateDb, from: MemoryType, to: MemoryType, label: &str) {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-31T08:39:11.973921257+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 555\t// ============================================================================\n 556\t\n 557\tfn run_router(\n 558\t collector: Arc,\n 559\t transformer: Option>>,\n 560\t state: Arc,\n 561\t) {\n 562\t // FL-5 + FL-6: Restore confusion matrix and FP-locked signals from LMDB\n 563\t let cm_db_path = spf_root().join(\"LIVE/LMDB","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4901\t\n 4902\t // Spawn FLINT Memory Router — AFTER ServerState (needs Arc for dispatch::call)\n 4903\t if let Some(ref collector) = collector_arc {\n 4904\t crate::flint_memory::start_memory_router(\n 4905\t collector.clone(), state.transformer.clone(), state.clone()\n 4906\t );\n 4907\t log(\"FLINT Memory Router started (MB-FR/MB-FT) with auto-train + metrics\");\n 4908\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Read] | ts=2026-03-31T08:37:53.911397798+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T08:37:35.247829211+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T08:36:28.432244445+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T08:36:07.042428307+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T08:36:01.150896434+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4911\t if http_config.transport != \"stdio\" {\n 4912\t if http_config.api_key.is_empty() && state.trusted_keys.is_empty() {\n 4913\t log(\"HTTP: No API key and no trusted keys. Falling back to stdio only.\");\n 4914\t } else {\n 4915\t // Generate or load TLS certs if TLS is enabled\n 4916\t let tls = if http_config.tls_enabled {\n 4917\t let config_dir = crate::pa","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Write] | ts=2026-03-31T08:28:28.679391815+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Grep] | ts=2026-03-31T08:20:15.813680076+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4851\t if let Some(ref t_lock) = transformer {\n 4852\t let mut t_state = t_lock.write().unwrap();\n 4853\t t_state.collector = Some(collector.clone());\n 4854\t log(\"Collector wired to TransformerState (Serve mode)\");\n 4855\t }\n 4856\t }\n 4857\t\n 4858\t // ================================================================\n 4859\t // NETWORK POOL — load config, init Poo","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-31T08:18:25.100382462+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 521\t crate::train::TrainingTarget::GateDecision(l) => l.clamp(0.0, 1.0),\n 522\t crate::train::TrainingTarget::NextToken(_) => continue,\n 523\t };\n 524\t let pred_t = crate::tensor::Tensor::from_data(\n 525\t vec![prediction], vec![1]\n 526\t ).unwrap();\n 527\t\n 528\t if let Ok((loss, ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T08:08:05.567102334+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:58:01.660446419+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T07:53:45.750553287+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/integration_tests.rs: let data = checkpoint::serialize_weights(&weights_refs, \"test\", 0)\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: match crate::checkpoint::serialize_weights(&weight_refs, \"flint_writer\", state.training_step) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs: let data = crate::checkpoint::serialize_weights(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T07:52:25.657409359+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T07:45:01.199039060+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T07:40:58.073353476+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4791\t ).unwrap_or_default();\n 4792\t\n 4793\t let transformer = if transformer_config.enabled {\n 4794\t log(\"Transformer: enabled — initializing runtime state\");\n 4795\t let mut state = crate::transformer_tools::TransformerState::from_config(\n 4796\t &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n 4797\t );\n 4798\t // RC-2: Load ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:40:10.946271462+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4751\t Ok(db) => {\n 4752\t log(&format!(\"SPF_FS LMDB initialized at {:?}/SPF_FS.DB/\", fs_db_storage));\n 4753\t Some(db)\n 4754\t }\n 4755\t Err(e) => {\n 4756\t log(&format!(\"Warning: Failed to open SPF_FS LMDB: {}\", e));\n 4757\t None\n 4758\t }\n 4759\t };\n 4760\t\n 4761\t // ================================================================\n 4762\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:40:07.283560110+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:39:31.332471009+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:35:47.624016563+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | // NEW: stream_router() dispatches by StreamType.\n let response = stream_router(&first_frame, state, peer_key);\n let response = stream_router(&frame, state, peer_key);\nfn stream_router(\n crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T07:34:48.359809294+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T07:32:14.623526696+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs:pub fn handle_mesh_chat(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T07:31:58.288757171+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T07:31:07.263591045+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (652 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// Rev 2: Persistent bidirectional streams with framing protocol.\n 9\t// Legacy detect","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T07:31:02.346294745+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T07:23:51.795812982+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs (1286 lines)\n 1201\t assert!(prompt.contains(\"hello\"));\n 1202\t assert!(prompt.ends_with(\" question \"));\n 1203\t }\n 1204\t\n 1205\t #[test]\n 1206\t fn test_score_response_accept() {\n 1207\t let good = \"SPF is a secure gateway system that routes tool calls through complexity enforcement\";\n 1208\t match score_response(good) {\n 1209\t ResponseQuality::Accept { score } => a","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Write] | ts=2026-03-31T07:21:58.843151879+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Read] | ts=2026-03-31T07:21:54.494188287+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-03-31T07:18:11.140116758+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/30marAUDIT.md (535 lines)\n 2\t**Source of Truth:** Live build at `~/SPFsmartGATE/src/`\n 3\t**Auditor:** Claude (step-3.5-flash)\n 4\t**Purpose:** Verify complete and correct implementation, find gaps, stubs, bypasses, miswirings, outdated docs.\n 5\t\n 6\t---\n 7\t\n 8\t## 1. Tool Routing Matrix — Definitions vs Handlers\n 9\t\n 10\t**Tool Definitions Source:** `src/mcp.rs` — `tool_definitions()`","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T07:05:02.313856798+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T07:03:53.562748647+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 801\t\n 802\t let cmd = words[0].rsplit('/').next().unwrap_or(words[0]);\n 803\t\n 804\t // sed -i is a special case — only write-class with the -i flag\n 805\t let is_write_cmd = WRITE_COMMANDS.contains(&cmd)\n 806\t || (cmd == \"sed\" && (words.contains(&\"-i\") || words.iter().any(|w| w.starts_with(\"-i\"))));\n 807\t\n 808\t if !is_write_cmd { continue; }\n 809\t\n 810\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:57:40.331348894+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:57:34.316682125+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | check_bash_build_anchor(&normalized, config, sess, &mut result);\nfn check_bash_build_anchor(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 601\t\n 602\t match cmd {\n 603\t \"cp\" | \"mv\" => {\n 604\t // Last non-flag arg is destination\n 605\t let args: Vec<&&str> = words[1..].iter().filter(|w| !w.starts_with('-')).collect();\n 606\t if args.len() >= 2 {\n 607\t let dest = args[args.len() - 1];\n 608\t if looks_like_path(dest) && !is_write_allowed(dest)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:53:44.957264452+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | if config.require_read_before_edit && !session.files_read.contains(&canonical_path) {\n && !session.files_read.contains(&canonical_path)\n check_bash_build_anchor(&normalized, config, sess, &mut result);\nfn check_bash_build_anchor(\n if !session.files_read.contains(&canonical) && !session.files_read.contains(&expanded) {\n fn bash_anchor_warns_unread_rm_target() {\n // rm targeting a file not in session.files_read — should warn\n fn bash_anchor_passes_read_tar","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:52:55.388619315+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T06:41:42.412334676+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T06:41:37.688192178+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Validates tool calls against SPF rules:\n 5\t// - Stage 0: Command whitelist (default-deny) — BLOCK-03\n 6\t// - Build Anchor Protocol (must read before edit/write)\n 7\t// - Blocked paths (/tmp, /etc, /usr, /system)\n 8\t// - Dangerous command detection\n 9\t// - User FS recon command blocking\n 10\t// - Bash write-destinatio","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:40:58.349578182+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T06:37:32.468822532+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 456\t}\n 457\t\n 458\t// ============================================================================\n 459\t// FL-3 — CONTEXT INJECTION\n 460\t//\n 461\t// Attaches brain context from pre-execution intercept to tool response.\n 462\t// Claude sees result + relevant memories in one response — saves 1-3 separate\n 463\t// brain_search calls per complex task.\n 464\t//\n 465\t// Context budget: max ~2000 chars (","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T06:37:05.491868167+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:36:30.709910211+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 121\t pub args_summary: String,\n 122\t}\n 123\t\n 124\t/// Tools that produce no learning value — skip FLINT intercept entirely.\n 125\t/// Status, metrics, and meta-inspection tools. Zero overhead bypass.\n 126\tconst BYPASS_TOOLS: &[&str] = &[\n 127\t \"spf_status\", \"spf_calculate\", \"spf_session\",\n 128\t \"spf_config_paths\", \"spf_config_stats\",\n 129\t \"spf_tmp_list\", \"spf_tmp_stats\", \"spf_tmp_ac","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 166\t // Query brain for relevant context — BRAIN Mutex is independent of session\n 167\t let brain_hits = if query.len() > 5 {\n 168\t crate::brain_local::brain_search(&query, \"default\", 3)\n 169\t } else {\n 170\t String::new()\n 171\t };\n 172\t\n 173\t // Build Anchor context for code write tools (TR-B/TR-E)\n 174\t // When AI writes/edits source files, FLINT pre-loads modul","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:36:07.553021106+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:35:40.748098147+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | static GATE_START: std::sync::LazyLock =\n if GATE_START.elapsed() < std::time::Duration::from_secs(86400) {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:34:17.426040002+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:34:22.004320833+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ drop folder for user-added files → auto-index.\n 8\t//\n 9\t// ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T06:29:01.264456945+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 311\t if let Some(ctx_val) = build_context_injection(&ctx.brain_hits) {\n 312\t obj.insert(\"_flint_context\".to_string(), ctx_val);\n 313\t }\n 314\t }\n 315\t\n 316\t output\n 317\t}\n 318\t\n 319\t/// Build a search query from tool name and arguments for brain context lookup.\n 320\tfn build_intercept_query(tool: &str, args: &Value) -> String {\n 321\t // Extract the most rel","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T06:28:56.424153353+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:26:57.648346940+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:26:25.269476744+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 241\t if result.get(\"_blocked\").and_then(|v| v.as_bool()).unwrap_or(false) {\n 242\t return result.clone();\n 243\t }\n 244\t\n 245\t // Extract text content from result\n 246\t let text = result.get(\"text\").and_then(|v| v.as_str()).unwrap_or(\"\");\n 247\t\n 248\t // Score result relevance for memory storage\n 249\t let relevance = score_result(tool, text);\n 250\t\n 251\t // Store h","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 181\t }\n 182\t } else {\n 183\t String::new()\n 184\t };\n 185\t\n 186\t // Merge brain hits + anchor context\n 187\t let combined_hits = match (brain_hits.is_empty(), anchor_hits.is_empty()) {\n 188\t (true, true) => String::new(),\n 189\t (true, false) => anchor_hits,\n 190\t (false, true) => brain_hits,\n 191\t (false, false) => format!(\"{}\\n\\n{}\", brai","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:26:17.976885393+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | // 24-hour grace period — let raw data flow through uncompressed\n static GATE_START: std::sync::LazyLock =\n if GATE_START.elapsed() < std::time::Duration::from_secs(86400) {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T06:24:23.167173458+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T06:23:48.756910762+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T06:24:07.034177630+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,spf_agent_context] | ts=2026-03-31T06:08:50.248271678+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (774 lines)\n 521\t preferred, port\n 522\t );\n 523\t }\n 524\t return port;\n 525\t }\n 526\t Err(_) => continue,\n 527\t }\n 528\t }\n 529\t eprintln!(\n 530\t \"[SPF] WARNING: No port available in {}..={}, falling back to {}\",\n 531\t preferred, range_end, preferred\n 532\t );\n 533\t preferred\n 534\t}\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,spf_agent_context,spf_brain_search] | ts=2026-03-31T06:07:43.356845454+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Write,Read] | ts=2026-03-31T06:07:20.883239473+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_agent_context,spf_brain_search,Write] | ts=2026-03-31T06:07:38.959973372+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 37\t/// Multiple readers (inference) can proceed simultaneously.\n 38\t/// Single writer (training) acquires exclusive lock during weight update.\n 39\tpub struct TransformerState {\n 40\t /// The transformer model (Block E)\n 41\t pub model: crate::transformer::SPFTransformer,\n 42\t /// Configuration\n 43\t pub config: TransformerConfig,\n 44\t /// Current training step\n 45\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,Read,Read] | ts=2026-03-31T06:05:04.182528691+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | Brain search 'audit session context 2026-03-30 LMDB5' — 1 result(s):\n\nScore: 0.337 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/08a8445bf28c7314.txt\nSession 8 Summary (2026-03-08):\n\nCOMPLETED - 6 blocks from WORK_BLOCKS.md R1:\n- SB-1: stoneshell-brain warnings (embeddings.rs _id_to_token, search.rs _query_embedding)\n- CP-1: Checkpoint save in handle_train() Step 10 — serialize_weights to LIVE/MODELS/\n- CP-2: Checkpoint load in from_config() — deserialize_weights + apply_weight","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T06:02:13.376031621+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T05:53:15.031179483+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:35:40.176646499+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/30marAUDIT.md (535 lines)\n 531\t\n 532\tProceeding with file reads. This will be a large response; I'll read in chunks.\n 533\t\n 534\t\n 535\t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:32:04.037234602+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:31:55.551307209+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 169\t let mut tools = vec![\n 170\t // ====== CORE GATE TOOLS ======\n 171\t // spf_gate REMOVED — was a bypass vector. Gate is internal only.\n 172\t tool_def(\n 173\t \"spf_calculate\",\n 174\t \"Calculate complexity score for a tool call without executing. Returns C value, tier, and allocation.\",\n 175\t json!({\n 176\t \"tool\": {\"type\": \"string\", \"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:29:36.368998252+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (774 lines)\n 551\t return (StatusCode::BAD_REQUEST, e).into_response();\n 552\t }\n 553\t let ws_port = app.inner.http_port;\n 554\t let state = app.inner.clone();\n 555\t match tokio::task::spawn_blocking(move || {\n 556\t state.browser.lock().unwrap().proxy_page(&url, ws_port)\n 557\t }).await {\n 558\t Ok(Ok(page)) => Response::builder()\n 559\t .header(header::CONTENT_TYPE, \"text/h","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:28:18.132904219+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:27:33.876503924+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:27:30.003440071+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:23:00.424564601+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:19:35.981509367+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T05:17:34.873314621+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T05:17:25.278080198+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:14:50.830146454+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:10:56.825329252+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (493 lines)\n 201\t => validate::validate_fs_read(params, config),\n 202\t\n 203\t // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n 204\t \"spf_web_fetch\" | \"spf_web_api\" | \"spf_web_navigate\"\n 205\t => validate::validate_url(params, config),\n 206\t\n 207\t // ── TIER B+ — RAG content (URL + length + injection) ──────────────────\n 208\t \"spf_rag_collect_we","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T05:10:07.853165260+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T05:10:35.503498791+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:09:49.704485580+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned | // First read: full passthrough. Subsequent reads: compressed to head/tail.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (493 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// Build Anchor protocol, content inspection. No runtime config bypass.\n 8\t//\n 9\t// REFA","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:09:31.200002514+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-03-31T05:08:55.309438413+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Read] | ts=2026-03-31T05:08:50.714895967+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 71\t vocab_size: config.vocab_size,\n 72\t d_model: config.d_model,\n 73\t n_heads: config.n_heads,\n 74\t n_layers: config.n_layers,\n 75\t d_ff: config.d_ff,\n 76\t max_seq_len: config.max_seq_len,\n 77\t ln_eps: 1e-5,\n 78\t };\n 79\t\n 80\t let model = crate::transformer::SPFTransformer::new(model_conf","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Grep] | ts=2026-03-31T05:07:59.302858695+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T05:07:46.718221981+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T05:07:03.843156841+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,spf_brain_search] | ts=2026-03-31T05:06:50.745492158+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,spf_brain_search,Read] | ts=2026-03-31T05:06:44.708840911+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: tool: \"spf_chat_receive\".to_string(),\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_chat_receive\" => {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: session.record_action(\"spf_chat_receive\", \"called\", None);\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/sr","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,Read,spf_brain_search] | ts=2026-03-31T05:06:07.211723685+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,spf_brain_search,Bash] | ts=2026-03-31T05:05:27.023491670+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | Brain search 'tool definitions mcp.rs handle_tool_call match arms completeness' — 10 result(s):\n\nScore: 0.568 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/57a2e496333097c2.txt\nmcp.rs Part 3: handle_tool_call signature + core file/search/web/brain tool handlers (lines 1415-2175).\n\nhandle_tool_call(name, args, source: Source, gate_decision: &GateDecision, config, session, storage, config_db, tmp_db, _fs_db, agent_db, pub_key_hex, mesh_tx, peers, transformer, transformer_config, ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,Bash,Write] | ts=2026-03-31T04:57:53.778196790+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Bash,Write,spf_brain_search] | ts=2026-03-31T04:56:23.195899690+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.76, promoted:24hr→7day, promoted:7day→pinned | Brain search '2026-03-30 audit document file path DEPLOY' — 20 result(s):\n\nScore: 0.547 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/2550c0ff771acc66.txt\n- record_manifest_detailed: WH-5 audit — captures command string + target paths\n- anchor_ratio: files_read.len() / files_written.len()\n- status_summary: compact string for display\n\nScore: 0.450 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/dfbbd75d6c02f606.txt\n- ManifestEntry: timestamp, tool, c, action (\"AL","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Write,spf_brain_search,spf_tmp_stats] | ts=2026-03-31T04:55:55.869528971+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_search,spf_tmp_stats,Glob] | ts=2026-03-31T04:51:03.450413301+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_tmp_stats,Glob,spf_brain_search] | ts=2026-03-31T04:50:46.823917682+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_tmp_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_tmp_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,spf_brain_search,spf_brain_search] | ts=2026-03-31T04:50:36.033903416+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-31T04:50:02.347871762+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | Brain search 'AUDIT CHUNK deep dive comprehensive files' — 15 result(s):\n\nScore: 0.614 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/2e86e3a5976287f7.txt\nAUDIT CHUNK 3 — Session + Storage + TmpDB + FS + AgentState. Files: session.rs (217 lines), storage.rs (101 lines), tmp_db.rs (610 lines), fs.rs (667 lines), agent_state.rs (684 lines). Total: 2279 lines.\n\nsession.rs (217 lines): Session struct — action_count, files_read, files_written, last_tool/result/file, started/last_acti","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_list_docs] | ts=2026-03-31T04:49:09.175236157+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_search,spf_brain_list_docs,spf_status] | ts=2026-03-31T04:48:49.383615227+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_list_docs,spf_status,spf_agent_session_info] | ts=2026-03-31T04:48:23.329993727+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | Brain search 'context size overflow crash session terminated 2026-03-30' — 14 result(s):\n\nScore: 0.441 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/5ad804fd6e529b50.txt\n- SessionContext: session_id, parent_session, started_at/ended_at, working_dir, active_project, summary, files_modified, total_complexity, total_actions\n- AgentPreferences: code_style, response_length (\"adaptive\"), show_thinking, preferred_editor, auto_save_context, max_context_entries (100), custom HashMap {\n \"read\" => {\n \"exists\" => {\n \"stat\" => {\n \"ls\" => {\n \"read\" => {\n \"write\" => {\n \"exists\" => {\n \"stat\" => {\n \"mkdir\" => {\n \"rm\" => {\n \"rename\" => {\n \"ls\" => {\n \"read\" => {\n \"exists\" => {\n \"stat\" => {\n \"spf_gate\" => {\n \"spf_calculate\" => {\n \"spf_status\" => {\n \"spf_session\" => {\n \"spf_web_fetch\" => {\n \"spf_web_search\" => {\n \"spf_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T04:04:24.034745931+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T04:02:55.256817007+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T04:02:03.903979006+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1501\t tool_name: args[\"tool_name\"].as_str().map(String::from),\n 1502\t reason: args[\"reason\"].as_str().map(String::from),\n 1503\t peer_key: args[\"peer_key\"].as_str().map(String::from),\n 1504\t message: args[\"message\"].as_str().map(String::from),\n 1505\t prompt: args[\"prompt\"].as_str().map(String::from),\n 1506\t batch_size: args[\"batch_size\"].as_u64(),\n 1507\t }\n 1508\t}\n 15","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T04:00:32.902564561+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Write] | ts=2026-03-31T03:58:19.232750914+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 2501\t }\n 2502\t\n 2503\t // ====== spf_rag_list_feeds ======\n 2504\t \"spf_rag_list_feeds\" => {\n 2505\t session.record_action(\"rag_list_feeds\", \"called\", None);\n 2506\t let _ = storage.save_session(session);\n 2507\t json!({\"type\": \"text\", \"text\": \"RSS feeds deprecated. Use spf_web_fetch for URL content, spf_brain_store to index.\"})\n 2508\t }\n 2509\t\n 2510\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-31T03:57:20.127422968+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1201\t/// Three data sources:\n 1202\t/// 1. Skeleton directories (hardcoded structure — defines virtual FS layout)\n 1203\t/// 2. State db file:{path} keys (imported config files — dynamic READ/LS/EXISTS)\n 1204\t/// 3. Dedicated databases (memory, sessions, state, preferences, context)\n 1205\tfn route_agent(path: &str, op: &str, agent_db: &Option) -> Value {\n 1206\t let db = match agent_db {\n 1207\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-31T03:50:25.516653387+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:48:41.990327072+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:47:12.267883513+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T03:35:35.617156878+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T03:27:54.972618460+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | // SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// ALL tool calls route through this gateway.\n// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n\nuse crate::calculate::{self, ToolParams};\nuse crate::voice::spf_voice;\nuse crate::config::SpfConfig;\nuse crate::config_db::SpfConfigDb;\nuse crate::paths::{spf_root};\nuse crate::tmp_db::SpfTmpDb;\nuse","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T03:27:11.242881080+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 2001\t let count = args[\"count\"].as_u64().unwrap_or(10) as u32;\n 2002\t\n 2003\t session.record_action(\"WebSearch\", \"called\", None);\n 2004\t match WebClient::new() {\n 2005\t Ok(client) => {\n 2006\t match client.search(query, count) {\n 2007\t Ok((engine, results)) => {\n 2008\t let mut output = format!(\"Sear","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T03:25:05.220272691+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T03:24:44.198463220+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T03:23:37.033129548+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T03:24:16.050654012+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:21:54.616230316+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 806\t\n 807\t// ============================================================================\n 808\t// TOOL ALIAS MAP — QW-1: External LLM compatibility (Qwen, etc)\n 809\t// ============================================================================\n 810\t\n 811\t/// Maps external/unprefixed tool names to internal SPF tool names.\n 812\t/// Enables Qwen and other LLMs to call tools without \"spf_\" prefix.\n 813\t/// ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 161\t \"properties\": properties,\n 162\t \"required\": required,\n 163\t }\n 164\t })\n 165\t}\n 166\t\n 167\t/// Return all tool definitions\n 168\tpub fn tool_definitions() -> Vec {\n 169\t let mut tools = vec![\n 170\t // ====== CORE GATE TOOLS ======\n 171\t // spf_gate REMOVED — was a bypass vector. Gate is internal only.\n 172\t tool_def(\n 173\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:20:42.518799302+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:20:37.149105710+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-03-31T03:20:07.433835513+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T03:20:13.326808948+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-03-31T03:19:20.092222771+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Read] | ts=2026-03-31T03:05:07.892422679+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Read,Write] | ts=2026-03-31T03:02:24.657008366+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Write,Write] | ts=2026-03-31T03:01:51.746474056+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Glob] | ts=2026-03-31T02:47:36.210936986+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Glob,Grep] | ts=2026-03-31T02:41:08.236615364+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Grep,Read] | ts=2026-03-31T02:40:48.115694955+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Write] | ts=2026-03-31T01:46:31.853957291+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Read] | ts=2026-03-31T01:38:21.879752738+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Glob] | ts=2026-03-31T01:37:35.973784891+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs (873 lines)\n 1\t// SPF Smart Gateway - Configuration\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n 5\t//\n 6\t// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n 7\t// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n 8\t// BLOCK SEC-2: Added .qw","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Glob,Read] | ts=2026-03-31T01:33:30.225938682+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Read] | ts=2026-03-31T01:30:25.321043909+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T01:28:05.195551359+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:26:31.397567696+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:25:20.722668192+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4101\t // End any active or ringing call\n 4102\t let call_opt = {\n 4103\t let mut call_state = crate::voice::CALL_STATE.lock().unwrap_or_else(|e| e.into_inner());\n 4104\t if call_state.as_ref().map_or(false, |cs| cs.is_in_progress()) {\n 4105\t call_state.take()\n 4106\t } else {\n 4107\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:24:28.394481233+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 3751\t eprintln!(\"[SPF-VOICE] Incoming ring from {} — awaiting decision\", &caller_key[..8.min(caller_key.len())]);\n 3752\t json!({\"type\": \"text\", \"text\": format!(\n 3753\t \"Incoming call from {}. Use spf_voice_call action=accept or reject.\",\n 3754\t &caller_key[..8.min(caller_key.len())]\n 3755\t )})\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:24:57.032655441+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:24:14.761779936+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 2951\t json!({\"type\": \"text\", \"text\": format!(\"BLOCKED: path {} not routable — no LMDB fallback\", path)})\n 2952\t }\n 2953\t\n 2954\t \"spf_fs_rename\" => {\n 2955\t let old_path = args[\"old_path\"].as_str().unwrap_or(\"\");\n 2956\t let new_path = args[\"new_path\"].as_str().unwrap_or(\"\");\n 2957\t\n 2958\t let gate_params = ToolParams { file_path: Some(old_path.to_string())","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:23:06.406392150+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:22:45.146020074+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (138 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:21:46.284282389+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:21:08.988429590+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1301\t \"d755 0 share\",\n 1302\t \"d755 0 state\",\n 1303\t ],\n 1304\t \".local/share\" => vec![\n 1305\t \"d755 0 history\",\n 1306\t \"d755 0 data\",\n 1307\t ],\n 1308\t \".local/state\" => vec![\"d755 0 sessions\"],\n 1309\t \".cache\" => vec![\n 1310\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:20:39.698434133+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:18:08.986362732+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:20:19.186116536+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:20:03.332264094+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | // Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n // ====== spf_write ======\n \"spf_write\" | \"Write\" => {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 201\t json!({\n 202\t \"file_path\": {\"type\": \"string\", \"description\": \"Absolute path to file\"},\n 203\t \"limit\": {\"type\": \"integer\", \"description\": \"Max lines to read (optional)\"},\n 204\t \"offset\": {\"type\": \"integer\", \"description\": \"Line offset to start from (optional)\"}\n 205\t }),\n 206\t vec![\"file_path\"],\n 207\t ),\n 208\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:16:46.361053336+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:17:20.242368167+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:16:29.142197457+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:15:06.440060874+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:15:51.504583149+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T01:14:47.350831819+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 761\t \"spf_flint_execute\",\n 762\t \"Execute any SPF tool through FLINT worker mode. FLINT acts as your hands — tell it which tool to run and why. The inner tool also passes through the gate.\",\n 763\t json!({\n 764\t \"tool_name\": {\"type\": \"string\", \"description\": \"Name of the SPF tool to execute (e.g. spf_brain_search, spf_mesh_call)\"},\n 765\t \"arguments\":","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T01:14:21.425110839+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:13:40.474900543+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (493 lines)\n 191\t validate::ValidationResult {\n 192\t valid: false,\n 193\t warnings: vec![],\n 194\t errors: vec![format!(\"BLOCKED: {} is a user/system-only command — not available to AI agents\", tool)],\n 195\t }\n 196\t }\n 197\t // ── TIER A — Filesystem reads (path traversal + sensitive prefix) ─────\n 198\t \"Glob\" | \"spf_glob\" |\n 199\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:13:09.617602742+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:12:03.436814642+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:11:41.315771786+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:10:04.245823021+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:11:20.351180284+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:10:55.951735605+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 1251\t fn bash_blocks_recon_user_fs() {\n 1252\t let config = default_config();\n 1253\t // find on user FS\n 1254\t let r1 = validate_bash(\"find ~/documents/ -name '*.txt'\", &config, None);\n 1255\t assert!(!r1.valid, \"find on user FS should be blocked: {:?}\", r1.errors);\n 1256\t\n 1257\t // cat on user FS\n 1258\t let r2 = validate_bash(\"cat ~/.bashrc\", &config, None);\n 125","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:09:36.620325740+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:09:13.197031686+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:09:26.507129598+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1701\t\n 1702\t // Execute edit — binary-safe: block binary files with clear error\n 1703\t let content = match std::fs::read(file_path) {\n 1704\t Ok(bytes) => match String::from_utf8(bytes) {\n 1705\t Ok(text) => text,\n 1706\t Err(_) => return json!({\"type\": \"text\", \"text\":\n 1707\t format!(\"Edit blocked: {} is a binary file (","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:08:59.204454035+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs:pub fn deserialize_weights(data: &[u8]) -> Result<(Vec, CheckpointMeta), io::Error> {\n/data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs: match deserialize_weights(&frame.payload) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs: let (loaded, meta) = deserialize_weights(&bytes).unwrap();\n/data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs: let result = deseri","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T01:08:46.878434092+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T01:08:20.356337279+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T01:07:31.339478808+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 101\t batches_completed: 0,\n 102\t gate_alignment: 0.0,\n 103\t role: role.to_string(),\n 104\t collector: None,\n 105\t optimizer,\n 106\t chat_enabled: false, // Block PP: off by default\n 107\t }\n 108\t }\n 109\t}\n 110\t\n 111\t// ============================================================================\n 112\t// TOOL DEF","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T01:06:55.008837624+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 81\t\n 82\t // FL-9: LearningController removed — training driven by handle_train() + LMDB.\n 83\t // Only AdamW optimizer needed (used directly in handle_train).\n 84\t let optimizer = if config.online_learning {\n 85\t let param_sizes: Vec = model.weights().iter().map(|w| w.numel()).collect();\n 86\t Some(crate::train::AdamW::new(\n 87\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Glob] | ts=2026-03-31T00:52:10.590523788+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 81\t\n 82\t // Try to load checkpoint from disk (persists training across restarts)\n 83\t let checkpoint_name = if role == \"writer\" {\n 84\t &config.writer_checkpoint\n 85\t } else {\n 86\t &config.researcher_checkpoint\n 87\t };\n 88\t let checkpoint_path = crate::paths::spf_root()\n 89\t .join(\"LIVE\")\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Read] | ts=2026-03-31T00:46:16.754378718+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 1\t// SPF Smart Gateway - FLINT Transformer MCP Tool Handlers\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9\t// gate.rs gets 5 tools ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Grep] | ts=2026-03-31T00:45:47.655434406+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 1\t// SPF Smart Gateway - FLINT Transformer MCP Tool Handlers\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,spf_brain_search] | ts=2026-03-31T00:42:14.270381623+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,spf_brain_search,spf_brain_search] | ts=2026-03-31T00:32:34.900863771+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,Grep,Write] | ts=2026-03-31T00:29:02.058345415+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | \"spf_web_search\",\n \"spf_web_fetch\",\n \"spf_web_download\",\n \"spf_web_api\",\n \"spf_web_connect\",\n \"spf_web_navigate\",\n \"spf_web_click\",\n \"spf_web_fill\",\n \"spf_web_select\",\n \"spf_web_eval\",\n \"spf_web_screenshot\",\n \"spf_web_design\",\n \"spf_web_page\",","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,Grep] | ts=2026-03-31T00:32:07.225714615+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 261\t // ====== WEB BROWSER TOOLS ======\n 262\t tool_def(\n 263\t \"spf_web_search\",\n 264\t \"Search the web for information. Uses Brave API if BRAVE_API_KEY set, otherwise DuckDuckGo.\",\n 265\t json!({\n 266\t \"query\": {\"type\": \"string\", \"description\": \"Search query\"},\n 267\t \"count\": {\"type\": \"integer\", \"description\": \"Max results (default:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | No results for '/proxy /proxy/asset bypass gate' in 'default'","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Write,Read] | ts=2026-03-31T00:28:23.790316992+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | Brain search 'WB-2 browser proxy security gap dispatch' — 7 result(s):\n\nScore: 0.414 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/734b145f254ee6c0.txt\nAUDIT CHUNK 4 — Dispatch + Network Pool + HTTP. Files: dispatch.rs (504 lines), network.rs (527 lines), http.rs (644 lines). Total: 1675 lines.\n\ndispatch.rs (504 lines): SINGLE ENTRY POINT for all tool calls. Source enum: Stdio/Http/Mesh{peer_key}/Transformer{role,model_id}/Pipeline{stream_id,peer_key}. ToolRequest/ToolResponse ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-03-31T00:26:07.822815742+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs:// WB-2d: REVERSE PROXY HANDLERS — /proxy, /proxy/asset, /ws/browser\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs: // Reverse proxy browser routes (WB-2d) — no auth, served to local browser\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:// WB-2b: ProxyEngine + BrowserSession + data types\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:// WB-2c: Control JavaScript (CONTROL_JS const)\n/data/data","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T00:18:27.232411607+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T00:21:26.277692893+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (493 lines)\n 1\t// SPF Smart Gateway - Gate (Primary Enforcement Point)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// Build Anchor protocol, content","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/utf8_safe.rs:pub fn process_output_safe(bytes: &[u8]) -> String {\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs:pub fn process(\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs:pub fn process_task(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T00:16:54.287753986+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T00:11:42.153790147+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | \"spf_web_connect\",\n \"spf_web_navigate\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"spf_web_connect\" => {\n \"spf_web_navigate\" => {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T00:11:22.597999789+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T00:08:08.374033249+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | pub fn tool_alias_map(name: &str) -> &str {\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n // QW-1: Resolve tool alias before routing — enables unprefixed calls from Qwen/external LLMs\n let name = tool_alias_map(name);","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T00:02:35.424218462+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T00:03:23.727615214+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T00:02:11.035158523+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | \"spf_web_navigate\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"spf_web_navigate\" => {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-30T23:59:09.032773905+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T00:00:45.239738452+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.77, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs (505 lines)\n 151\t }\n 152\t let wait_ms = lock_start.elapsed().as_millis();\n 153\t if wait_ms > 100 {\n 154\t eprintln!(\"[SPF-DISPATCH] Session lock contention — {} waited {}ms\", tool, wait_ms);\n 155\t }\n 156\t acquired\n 157\t }\n 158\t };\n 159\t\n 160\t // If lock timed out → SERVER_BUSY\n 161\t let mut session = match session_lock {\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-30T23:58:29.758971264+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-30T23:54:10.483286884+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (934 lines)\n 1\t// SPF Smart Gateway - Reverse Proxy Browser Engine\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Reverse proxy web engine for agent browser interaction.\n 5\t// SPF serves proxied pages on localhost with injected control JavaScript.\n 6\t// Browser connects TO SPF via WebSocket — no ADB, no CDP, no Android socket isolation.\n 7\t// All target URLs validated through web::","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-30T23:52:22.875290883+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-30T23:51:53.745844592+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs: if let Err(e) = crate::web::validate_url(&url) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs: if let Err(e) = crate::web::validate_url(&url) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:// All target URLs validated through web::validate_url() for SSRF protection.\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs: crate::web::validate_url(url)?;\n/data/data/com.termux/files/home/SPFsm","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:/// Persistent browser session for agent interaction.\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:/// Responses flow: browser JS → WS handler → resp_tx → resp_rx → session\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs: fn test_browser_session_new() {\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs: &state.browser, &state.ws_browser_channels, state.http_port,\n/data/data/com.ter","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-03-30T23:51:40.025939806+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,spf_brain_search,Read] | ts=2026-03-30T23:49:03.571308199+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs:// WB-2d: REVERSE PROXY HANDLERS — /proxy, /proxy/asset, /ws/browser\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs:/// GET /proxy?url=... — Fetch target URL, inject CONTROL_JS, serve to browser.\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs:/// GET /proxy/asset?url=... — Fetch and passthrough a page asset (CSS/JS/image).\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs: .route(\"/proxy\", get(proxy_ha","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,spf_brain_search] | ts=2026-03-30T23:49:36.633889436+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Read,Read] | ts=2026-03-30T23:48:59.521457419+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read] | ts=2026-03-30T23:47:21.417890061+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-30T23:48:54.306698098+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | No results for 'WB-2 browser security gap' in 'default'","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-03-30T23:25:11.211251486+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-30T23:17:52.206176037+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-22T01:02:49.494837428+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-22T00:05:15.163768069+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/network.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/network.rs-// Pool is a governance + role-enforcement layer on top of existing mesh.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/network.rs:// transport. Tasks flow through Source::Mesh → gate → handle_tool_call.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Read] | ts=2026-03-22T00:03:55.254270756+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | //\n// REFACTOR: Source-aware gate — source: &Source added to process().\n// gate::process() is the SINGLE ENTRY POINT. Called before handle_tool_call\n// on every path (stdio, dispatch, FLINT). No gate calls inside match arms.\n// Source::Transformer (FLINT) — same permissions as Stdio. Full tool access.\n\nuse chrono::Utc;\nuse crate::calculate::{self, ComplexityResult, ToolParams};\nuse crate::config::{EnforceMode, SpfConfig};\n--\n\n // ── STEP 0: SOURCE LOGGING ───────────────────────────────","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | \n fn on_response(&self, req: &ToolRequest, resp: &ToolResponse, blocked: bool) {\n let allowed = !blocked;\n\n let source = match &req.source {\n Source::Stdio => \"stdio\".to_string(),\n Source::Http => \"http\".to_string(),\n Source::Mesh { peer_key } => format!(\"mesh:{}\", &peer_key[..8.min(peer_key.len())]),\n Source::Transformer { role, .. } => format!(\"transformer:{}\", role),\n Source::Pipeline { stream_id, .. } => format!(\"pipelin","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Edit] | ts=2026-03-22T00:02:41.183185211+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-21T23:49:49.131286964+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-21T23:49:21.832223693+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate_training.rs (1302 lines)\n 1\t// SPF Smart Gateway - Gate Training Bridge (Block J + Block EE)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Captures every gate decision as a training signal for the transformer.\n 5\t// Implements DispatchListener — registers via ServerState.listeners.\n 6\t// ZERO modifications to gate.rs, dispatch.rs, or any existing file.\n 7\t/","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs (494 lines)\n 1\t// SPF Smart Gateway - Worker Mode\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK O — Headless worker node that runs transformer inference\n 5\t// without a Claude API session. Accepts tasks via mesh pipeline,\n 6\t// executes them locally, streams results back.\n 7\t//\n 8\t// Worker boot:\n 9\t// 1. Load config (same as normal ser","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-21T23:26:46.939958815+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T23:34:50.368883244+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | match name {\n // ====== spf_gate ======\n // spf_gate REMOVED — was a bypass vector\n \"spf_gate\" => {\n json!({\"type\": \"text\", \"text\": \"BLOCKED: spf_gate removed — gate is internal only\", \"_blocked\": true})\n }\n\n // ====== spf_calculate ======\n \"spf_calculate\" => {\n let tool = args[\"tool\"].as_str().unwrap_or(\"unknown\");\n let params: ToolParams = serde_json::from_value(\n args.get(\"params\").cloned().unwrap_or","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-21T23:26:31.671416060+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | .unwrap_or_else(|| ts.to_string())\n}\nconst SERVER_NAME: &str = \"spf-smart-gate\";\nconst SERVER_VERSION: &str = \"3.0.0\";\n\n// brain_path() and run_brain() removed — replaced by crate::brain_local (in-process)\n// RG-1: run_rag(), rag_collector_path(), rag_collector_dir() removed — Python subprocess eliminated.\n// RAG handlers now redirect to brain_local (in-process) or return deprecation messages.\n\n/// Log to stderr (stdout is JSON-RPC)\nfn log(msg: &str) {\n eprintln!(\"[spf-smart-gate] {}\"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-21T23:19:33.509213876+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | // Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// ALL tool calls route through this gateway.\n// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n\nuse crate::calculate::{self, ToolParams};\n--\n vec![\"tool\", \"params\"],\n ),\n tool_def(\n \"spf_status\",\n \"Get current SPF gateway status: session metrics, enforcement mode, complexity budget.\",\n json!({})","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-21T23:12:09.512490712+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/network.rs (526 lines)\n 1\t// SPF Smart Gateway - Network Pool Management (Block NP)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Network pool: NetAdmin orchestrates up to 8 workers over iroh QUIC mesh.\n 5\t// NetAdmin = orchestrator AND Worker-0 (does work locally too).\n 6\t// Workers accept task assignments, execute, report proof of work back.\n 7\t//\n 8\t// Po","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-21T23:07:00.897603173+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Glob] | ts=2026-03-21T22:50:04.726442050+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-21T22:59:07.795386114+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Glob,Read] | ts=2026-03-21T22:48:36.415336928+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Read,Read] | ts=2026-03-21T22:48:25.180396463+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | agent_state.rs\nattention.rs\nbrain_local.rs\nbrowser.rs\ncalculate.rs\nchat.rs\ncheckpoint.rs\nconfig.rs\nconfig_db.rs\ndecoder.rs\ndispatch.rs\nencoder.rs\nffn.rs\nflint_memory.rs\nframing.rs\nfs.rs\ngate.rs\ngate_training.rs\nhttp.rs\nidentity.rs\ninspect.rs\nintegration_tests.rs\nlearning.rs\nlib.rs\nmain.rs\nmcp.rs\nmesh.rs\nnetwork.rs\npaths.rs\npipeline.rs\nprojects_db.rs\nsession.rs\nstoneshell-brain-lib.rs\nstoneshell-brain-main.rs\nstorage.rs\ntensor.rs\ntmp_db.rs\ntokenizer.rs\ntrain.rs\ntransformer.rs\ntransformer_tools.rs","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,spf_brain_search] | ts=2026-03-21T22:48:13.815533343+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:47:35.653556222+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:47:22.245226279+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:44:41.598044882+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,Write] | ts=2026-03-21T22:46:35.633959995+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,Write,spf_brain_search] | ts=2026-03-21T22:45:38.259941579+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'framing.rs Frame struct parse_frame wire bytes header peer_key stream_id payload' — 5 result(s):\n\nScore: 0.569 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/c37e62c667266563.txt\nPROTOCOL DETECTION (handle_peer, Rev 2):\n- First byte '{' (0x7B): Legacy one-shot JSON-RPC\n- First byte 0x01-0x08: New framed protocol (persistent bidirectional)\n- Unknown: log + finish stream\n\nLEGACY MODE (handle_legacy_rpc):\n- methods: \"tools/call\" → dispatch::call(Source::Mesh{peer_key}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | Brain search 'ApiSession handle_api_session stream_router spf_api_session open call close dispatch' — 5 result(s):\n\nScore: 0.433 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/cfd6b37f975ded3f.txt\n- Control \"stream_close\" → send ack Frame::control(STREAM_CLOSE) → return\n\nSTREAM ROUTER (stream_router):\n- StreamType::ToolRpc → handle_legacy_rpc (JSON-RPC via frame payload)\n- StreamType::Control → heartbeat echo / status_response\n- StreamType::ChatText → chat::handle_mesh_chat()\n- ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (138 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:44:14.003912653+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:43:51.457239120+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:44:15.584982236+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'spf_status tool description unified health dashboard FLINT metrics brain mesh voice' — 5 result(s):\n\nScore: 0.577 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/a86708a632db332c.txt\nSPF Source: brain_local.rs (329 lines) — In-process Brain singleton (stoneshell-brain integration)\n\nPURPOSE: Replaces ALL subprocess brain calls with direct in-process Candle+LMDB calls. Zero API tokens, zero subprocesses, self-contained on device.\n\nGLOBAL SINGLETON: static BRAIN: LazyL","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'api_session.rs pipeline session open call close ActiveApiSession encrypt QUIC' — 5 result(s):\n\nScore: 0.417 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/3f2ccfe5b470e03d.txt\n## TRANSPORT MODES\n- Stdio: JSON-RPC 2.0 over stdin/stdout (primary)\n- HTTP: Axum server, Ed25519 signed requests, TLS\n- Mesh: QUIC + Ed25519 mutual auth, 8 stream types\n- Pipeline: Batch task orchestration over mesh\n- Worker: Headless transformer inference node\n\n## SECURITY LAYERS\n- Ed25519 ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:43:15.866541634+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:42:52.490798101+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | Brain search 'worker.rs pool_state NetAdmin network pool assign release proof_of_work' — 5 result(s):\n\nScore: 0.685 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/cf91cd1d59ad1455.txt\nSPF network.rs — Network Pool Management (526 lines)\nNetAdmin orchestrates up to 8 workers over iroh QUIC mesh. Block NP.\n\nARCHITECTURE:\n- NetAdmin = orchestrator AND Worker-0 (does work locally too)\n- Workers: accept task assignments, execute, report proof of work\n- PoolState: Arc: context_as_text for transformer\n- get_history(conv_id, limit): last N messages\n\nLMDB KEYS: \"chat:conv:{id}:msg:{msg_id}\", \"chat:conv:{id}:meta\", \"chat:meta\"\n\nM","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_status] | ts=2026-03-21T22:35:33.078407956+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | Brain search 'mesh.rs stream_router ChatText VoiceAudio ApiSession framing StreamType enum' — 5 result(s):\n\nScore: 0.518 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/baca1f9a89fccadb.txt\nSPF Source: framing.rs (471 lines) — Binary framing protocol for mesh streams\n\nSTREAM TYPES (u8 discriminant):\n- 0x01 ToolRpc — MCP JSON-RPC tool calls over mesh\n- 0x02 ChatText — FLINT/peer text chat messages\n- 0x03 VoiceAudio — real-time audio frames (Opus encoded)\n- 0x04 PipelineTask — task","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_search,spf_brain_status,spf_status] | ts=2026-03-21T22:35:05.003623435+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | Brain search 'dispatch.rs Source enum variants gate process call handle_tool_call security bottleneck' — 5 result(s):\n\nScore: 0.512 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/5a1581225876c77f.txt\nSPF dispatch.rs — Foundation layer for ALL tool routing. 470 lines.\n\nCONSTANTS:\n- GATE_BLOCKED = \"blocked\", GATE_ALLOWED = \"ok\", GATE_BUSY = \"busy\"\n- LOCK_TIMEOUT = 5s, LOCK_RETRY_INTERVAL_MS = 50ms\n\nTYPES:\npub enum Source { Stdio, Http, Mesh { peer_key }, Transformer { role, model_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_status,spf_status,Glob] | ts=2026-03-21T22:34:41.649806673+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | Brain search 'pipeline.rs StreamType PipelineTask PipelineResult chain_next handle_pipeline_task ApiSession' — 5 result(s):\n\nScore: 0.724 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/c507c858dcd4b7d3.txt\nhandle_pipeline_task(frame, state, peer_key): decodes task, executes via dispatch::call(Source::Pipeline), returns result frame. If chain_next and succeeded: inject pipe_field value into next args[\"input\"], recursive call. StreamType::PipelineTask (0x04).\nhandle_pipeline_resul","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Read,spf_brain_search] | ts=2026-03-21T22:33:25.017490713+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,Glob,Read] | ts=2026-03-21T22:33:33.375999668+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:33:01.924053378+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/STATUS.txt (215 lines)\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Updated: 2026-03-21 Session 10\n 4\t# Owner: FLINT (agents READ ONLY)\n 5\t\n 6\t═══════════════════════════════════════════════════════\n 7\t BINARY — Current Deployed Build\n 8\t═══════════════════════════════════════════════════════\n 9\tLocation: ~/SPFsmartGATE/LIVE/BIN/spf-smart-gate/spf-smart-gate\n 10\tBuilt: ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_agent_context] | ts=2026-03-21T22:32:05.434096889+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_search,spf_agent_context,Bash] | ts=2026-03-21T22:21:49.672502645+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | Brain search 'DEPLOY source path Cargo.toml src directory location' — 3 result(s):\n\nScore: 0.399 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/ae3f0116f2752200.txt\nis_architectural_file(path): matches config, main., lib., mod., cargo.toml, package.json, .env, settings, schema, rc, .yaml/.yml\nhas_risk_indicators(content): delete, drop, remove, truncate, override, force, unsafe, rm , sudo\n\nPER-TOOL WEIGHTS:\nEdit: basic=10+len/20, deps=1(+1 if replace_all, +1 if >500 chars), compl","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | Brain search 'DEPLOY absolute path location projects folder' — 5 result(s):\n\nScore: 0.403 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/9fee331bcd90edd7.txt\n- register_project: canonical path, default protected=[\".git\",\".env\"], requires_activation if < High\n- find_project_for_path: longest prefix match (most specific project wins)\n- is_tool_allowed: denied_tools > allowed_tools > trust-based default (Untrusted=false, Low=Read/Glob/Grep only, Medium=no Bash, High/Full=all)\n- is_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,Bash,Bash] | ts=2026-03-21T22:21:33.528231349+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Read] | ts=2026-03-21T22:19:48.053191389+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Read,Glob] | ts=2026-03-21T22:18:25.117178713+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-03-21T22:18:16.349141893+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,spf_config_paths] | ts=2026-03-21T22:18:00.414561118+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,spf_config_paths,Bash] | ts=2026-03-21T22:17:51.757086538+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_config_paths,Bash,Glob] | ts=2026-03-21T22:17:05.624033326+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Glob,Glob] | ts=2026-03-21T22:16:44.374114272+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-21T22:16:01.195946007+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Glob,Read] | ts=2026-03-21T22:15:28.166672843+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Bash,Glob] | ts=2026-03-21T22:15:45.497601534+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-21T22:14:41.396907548+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Glob,Read,Edit] | ts=2026-03-21T22:15:02.793048842+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/WORK_BLOCKS.md (158 lines)\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Owner: FLINT (auto-updated) | Agents: READ ONLY\n 4\t# Updated: 2026-03-21\n 5\t\n 6\t## ACTIVE\n 7\t\n 8\t### Memory Block A-1 — FLINT Autotrain Patches\n 9\tProject: DEPLOY\n 10\tStatus: ✅ COMPLETED — All R1 blocks (SB-1, CP-1, CP-2, AT-1, TM-1, CM-1) LIVE in src/\n 11\tFiles: transformer_tools.rs, flint_memory.r","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T22:10:45.711347273+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T22:06:05.035965610+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T22:06:54.596086372+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T22:05:16.046387399+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-21T22:04:57.213090896+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-21T22:04:45.001217255+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-21T22:03:00.107631357+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-21T22:03:44.360571965+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-21T22:02:42.589633655+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/WORK_BLOCKS.md (49 lines)\n 1\t# WORK_BLOCKS — SPF Smart Gateway\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Owner: FLINT (auto-updated) | Agents: READ ONLY\n 4\t# Updated: 2026-03-08\n 5\t\n 6\t## ACTIVE\n 7\t\n 8\t### Memory Block A-1 — FLINT Autotrain Patches\n 9\tProject: DEPLOY\n 10\tStatus: ✅ COMPLETED — All R1 blocks (SB-1, CP-1, CP-2, AT-1, TM-1, CM-1) LIVE in src/\n 11\tFil","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-21T21:59:12.814960663+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/WORK_BLOCKS.md (49 lines)\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Owner: FLINT (auto-updated) | Agents: READ ONLY\n 4\t# Updated: 2026-03-08\n 5\t\n 6\t## ACTIVE\n 7\t\n 8\t### Memory Block A-1 — FLINT Autotrain Patches\n 9\tProject: DEPLOY\n 10\tStatus: ✅ COMPLETED — All R1 blocks (SB-1, CP-1, CP-2, AT-1, TM-1, CM-1) LIVE in src/\n 11\tFiles: transformer_tools.rs, flint_memory.rs","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-21T21:57:53.955569391+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T21:57:32.061763722+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | \n/// LMDB key for conversation metadata\npub fn conversation_key(conversation_id: &str) -> String {\n format!(\"chat:conv:{}:meta\", conversation_id)\n}\n\n/// LMDB key prefix for all messages in a conversation\npub fn conversation_prefix(conversation_id: &str) -> String {\n format!(\"chat:conv:{}:msg:\", conversation_id)\n}\n\n/// LMDB key for chat engine metadata (conversation list)\npub fn chat_meta_key() -> &'static str {\n \"chat:meta\"\n}\n\n// =========================================================","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T21:53:30.638047043+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-21T21:50:53.100253770+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T21:51:53.228164059+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T21:51:05.492754703+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | /// and returns an acknowledgment frame. Zero silent drops.\n///\n/// Called from: mesh.rs stream_router() for StreamType::ChatText (0x02)\npub fn handle_mesh_chat(\n frame: &crate::framing::Frame,\n peer_key: &str,\n transformer: &Option>>,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | /// Handle an inbound PipelineTask frame from mesh.\n/// Called from mesh.rs stream_router() when StreamType::PipelineTask arrives.\n/// Executes the task via dispatch::call() and returns a PipelineResult frame.\npub fn handle_pipeline_task(\n frame: &crate::framing::Frame,\n--\n };\n\n let response = crate::dispatch::call(state, source, &task.tool, &task.args);\n\n let duration_ms = start.elapsed().as_millis() as u64;\n--\n/// Handle an inbound ApiSession frame from mesh.\n/// Called from mesh.r","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | let args = params.get(\"arguments\").cloned().unwrap_or(json!({}));\n\n // Route through Unified Dispatch — same gate as stdio and mesh\n let resp = crate::dispatch::call(state, crate::dispatch::Source::Http, name, &args);\n (StatusCode::OK, json!({\n \"jsonrpc\": \"2.0\",\n \"id\": id,\n--\n Some(u) if !u.is_empty() => u.clone(),\n _ => return (StatusCode::BAD_REQUEST, \"Missing url parameter\").into_response(),\n };\n if","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,spf_chat_send,Grep] | ts=2026-03-21T21:50:15.140463368+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,spf_chat_send] | ts=2026-03-21T21:50:40.844285806+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | //\n// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n//\n--\n/// Main mesh loop — runs in dedicated thread with tokio runtime.\n/// Accepts inbound QUIC connections from trusted peers.\n/// Routes JSON-RPC requests through dispatch::call(Source::Mesh).\npub async fn run(\n state: Arc,\n--\n // Route through Un","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | // Every transport (stdio, HTTP, mesh, voice) converges here.\n// Zero dependencies on pipelines, mesh, or any higher layer.\n//\n// REFACTOR: gate::process() called at entry before handle_tool_call.\n// Gate is the door. handle_tool_call is pure execution — no gate inside.\n// source from request flows through gate so decisions are source-aware.\n//\n// Design: Listener pattern. Layers register as listeners.\n--\n// BLOCK S ADDITIONS: Timed try_lock, poisoned mutex recovery, SERVER_BUSY response\n// ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_chat_send,Grep,spf_mesh_status] | ts=2026-03-21T21:42:20.042558809+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,spf_mesh_status,spf_chat_send] | ts=2026-03-21T21:25:55.496774081+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_mesh_status,spf_chat_send,spf_chat_send] | ts=2026-03-21T21:25:42.409759763+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json- \"peers\": [\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json- {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json: \"name\": \"swarm2-controller\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json: \"key_hex\": \"0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json- ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_chat_send,spf_chat_send,spf_mesh_peers] | ts=2026-03-21T21:25:28.425285654+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_chat_send,spf_mesh_peers,Grep] | ts=2026-03-21T21:25:04.397518423+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,Grep,Grep] | ts=2026-03-21T21:24:20.827787138+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,spf_chat_rooms] | ts=2026-03-21T21:24:05.519755633+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,spf_chat_rooms,Grep] | ts=2026-03-21T21:23:50.087056524+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_chat_rooms,Grep,Grep] | ts=2026-03-21T21:23:09.650320082+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | \n // === Stream handlers — wired to real modules ===\n\n StreamType::ChatText => {\n crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)\n }\n\n StreamType::VoiceAudio => {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | //\n// Features:\n// - ChatMessage format with conversation tracking\n// - Conversation context window (last N messages as transformer input)\n// - Chat history persisted in agent_state LMDB\n// - Room-based routing (1:1 and group)\n// - MCP tool interfaces: spf_chat_send, spf_chat_history, spf_chat_rooms\n//\n// Depends on: transformer.rs (Block E), framing.rs (Block F, StreamType::ChatText)\n--\n/// and LMDB storage.\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct ChatMessage {\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_chat_rooms, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_chat_rooms source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-21T21:22:09.004790365+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-21T21:16:59.931455587+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | // Legacy detection: first byte '{' = old JSON-RPC, 0x01-0x09 = new framed.\n// call_peer() UNCHANGED for backward compat.\n// NEW: call_peer_stream() for persistent framed connections.\n// NEW: stream_router() dispatches by StreamType.\n//\n// Discovery: mDNS (LAN), Pkarr DHT (internet), groups/*.keys (explicit trust)\n// Trust: Only peers in groups/*.keys are accepted. Default-deny.\n--\n peer_key: &str,\n) {\n // Process first frame\n let response = stream_router(&fi","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Grep,spf_pool_status] | ts=2026-03-21T21:11:55.779813203+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | // Enables: batch submission, chain execution, worker dispatch, backpressure.\n//\n// Pipeline messages flow over mesh stream types 0x04 (PipelineTask) and 0x05 (PipelineResult).\n// Orchestrator sends tasks → workers execute → results stream back.\n//\n--\n// Block E (transformer for worker inference)\n//\n// Integrates with mesh.rs stream_router() — replaces PipelineTask/PipelineResult stubs.\n\nuse serde::{Deserialize, Serialize};\n--\n/// A single task in a pipeline batch or chain.\n#[derive(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,spf_pool_status,spf_mesh_status] | ts=2026-03-21T21:06:12.178190730+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/pipeline.rs (1107 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK N — Pipeline orchestration for streaming task execution.\n 5\t// Enables: batch submission, chain execution, worker dispatch, backpressure.\n 6\t//\n 7\t// Pipeline messages flow over mesh stream types 0x04 (PipelineTask) and 0x05 (PipelineResult).\n 8\t// Orchestrator sends tasks → workers exe","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_pool_status,spf_mesh_status,Grep] | ts=2026-03-21T20:57:37.528681499+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | /// Total tasks failed\n pub total_failed: u64,\n /// Active API sessions by session_id\n api_sessions: HashMap,\n /// Total API sessions opened\n pub total_api_sessions: u64,\n}\n\n/// Active API session tracking — queried by get_session_peer() and status_summary()\nstruct ActiveApiSession {\n /// Peer key of the remote agent\n peer_key: String,\n /// Next sequence number to assign\n next_seq: u64,\n /// Session creation time\n created_at: Instant","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,Grep,Grep] | ts=2026-03-21T20:56:05.186876430+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T20:55:54.401271591+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T20:48:27.539635824+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | DateTime::::from_timestamp(ts as i64, 0)\n .map(|dt| dt.format(\"%Y-%m-%d %H:%M:%S UTC\").to_string())\n .unwrap_or_else(|| ts.to_string())\n}\nconst SERVER_NAME: &str = \"spf-smart-gate\";\nconst SERVER_VERSION: &str = \"3.0.0\";\n\n// brain_path() and run_brain() removed — replaced by crate::brain_local (in-process)\n// RG-1: run_rag(), rag_collector_path(), rag_collector_dir() removed — Python subprocess eliminated.\n// RAG handlers now redirect to brain_local (in-process) or return d","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T20:47:28.634683815+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-21T20:47:00.078868149+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | pub total_completed: u64,\n /// Total tasks failed\n pub total_failed: u64,\n /// Active API sessions by session_id\n api_sessions: HashMap,\n /// Total API sessions opened\n pub total_api_sessions: u64,\n}\n\n/// Active API session tracking — queried by get_session_peer() and status_summary()\nstruct ActiveApiSession {\n /// Peer key of the remote agent\n peer_key: String,\n /// Next sequence number to assign\n next_seq: u64,\n--\n // === API SESSI","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | }),\n vec![\"tool\", \"params\"],\n ),\n tool_def(\n \"spf_status\",\n \"Get current SPF gateway status: session metrics, enforcement mode, complexity budget.\",\n json!({}),\n vec![],\n ),\n--\npub fn tool_alias_map(name: &str) -> &str {\n match name {\n \"read\" => \"Read\", \"write\" => \"Write\", \"edit\" => \"Edit\",\n \"bash\" => \"Bash\", \"glob\" => \"Glob\", \"grep\" => \"Grep\",\n \"calculate\" => \"spf_calculate\", \"status\"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Write,Edit] | ts=2026-03-21T20:40:00.866440132+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Edit,Edit] | ts=2026-03-21T20:39:33.417920663+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | /// Print clean SPF network status to stderr.\n/// Call once after pool init in mcp::run(), then again when peer state changes.\n/// GREEN ● = active/configured RED ● = no peers / offline\npub fn log_startup_status(peers: &[PoolPeer], role: &str) {\n let green = \"\\x1b[32m●\\x1b[0m\";\n let red = \"\\x1b[31m●\\x1b[0m\";\n let bold = \"\\x1b[1m\";\n let reset = \"\\x1b[0m\";\n\n eprintln!(\n \"[SPFsmartGATE] MESH {} {}ROLE: {}{}\",\n green, bold, role.to_uppercase(), reset\n );\n\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T20:39:04.073135049+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-21T20:28:39.630665391+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-21T20:24:45.380227200+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-21T20:21:42.738535811+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Glob,Glob] | ts=2026-03-21T20:17:56.728281418+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Bash,Glob] | ts=2026-03-21T20:18:07.814553653+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/settings.json (17 lines)\n 1\t{\n 2\t \"enabledMcpjsonServers\": [\n 3\t \"spf-smart-gate\"\n 4\t ],\n 5\t \"enableAllProjectMcpServers\": true,\n 6\t \"permissions\": {\n 7\t \"deny\": [\n 8\t \"Edit\",\n 9\t \"Write\",\n 10\t \"Bash\",\n 11\t \"WebFetch\",\n 12\t \"WebSearch\"\n 13\t ]\n 14\t },\n 15\t \"hasTrustDialogAccepted\": true,\n 16\t \"hasCompletedProjectOnboard","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/settings.local.json (15 lines)\n 1\t{\n 2\t \"permissions\": {\n 3\t \"deny\": [\n 4\t \"Edit\",\n 5\t \"Write\",\n 6\t \"Bash\",\n 7\t \"WebFetch\",\n 8\t \"WebSearch\"\n 9\t ]\n 10\t },\n 11\t \"enableAllProjectMcpServers\": true,\n 12\t \"enabledMcpjsonServers\": [\n 13\t \"spf-smart-gate\"\n 14\t ]\n 15\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Write,Glob] | ts=2026-03-21T20:17:27.396505492+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Glob,Read] | ts=2026-03-21T19:55:21.305329491+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Read,Read] | ts=2026-03-21T19:37:28.824685316+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,spf_transformer_metrics] | ts=2026-03-21T19:32:04.526028982+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,spf_transformer_metrics,spf_transformer_train] | ts=2026-03-21T19:22:00.419329785+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_train,spf_flint_train_good] | ts=2026-03-21T19:16:58.136833650+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.claude.json (482 lines)\n 1\t{\n 2\t \"numStartups\": 103,\n 3\t \"verbose\": true,\n 4\t \"autoCompactEnabled\": false,\n 5\t \"customApiKeyResponses\": {\n 6\t \"approved\": [],\n 7\t \"rejected\": [\n 8\t \"JHk1UJfEKyw-PgRyyQAA\"\n 9\t ]\n 10\t },\n 11\t \"tipsHistory\": {\n 12\t \"new-user-warmup\": 7,\n 13\t \"plan-mode-for-complex-tasks\": 90,\n 14\t \"terminal-setup\": 100,\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_train,spf_flint_train_good,spf_flint_train_good] | ts=2026-03-21T18:58:44.787772098+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_train, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_train source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_flint_train_good,spf_flint_train_good,spf_flint_train_evil] | ts=2026-03-21T18:52:52.275795931+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_flint_train_good,spf_flint_train_evil,spf_flint_train_evil] | ts=2026-03-21T18:52:40.844737810+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_flint_train_evil,spf_flint_train_evil,spf_flint_train_good] | ts=2026-03-21T18:52:22.356984275+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_train_evil, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_train_evil source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_flint_train_evil,spf_flint_train_good,spf_flint_train_good] | ts=2026-03-21T18:52:11.184233030+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_train_evil, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_train_evil source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_flint_train_good,spf_flint_train_good,spf_flint_train_good] | ts=2026-03-21T18:51:58.682584701+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_flint_train_good,spf_flint_train_good,spf_flint_execute] | ts=2026-03-21T18:51:45.298345279+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_flint_train_good,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:51:33.454186950+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:51:08.955386231+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:50:57.069351964+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:50:12.356764950+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:49:48.542826626+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,Read] | ts=2026-03-21T18:49:21.759066480+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_flint_execute,Read,spf_transformer_metrics] | ts=2026-03-21T18:48:35.804170404+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_flint_execute, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | [FLINT] Tool: spf_brain_search | Reason: Gate alignment test — semantic search, expect PASS | Brain search 'FLINT training pipeline' — 5 result(s):\n\nScore: 0.367 | });\n }\n let result = handle_tool_call(\n tool_name, &tool_args, flint_source, &flint_decision, config, session, storage,\n config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-21T18:48:20.810428430+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status,spf_status] | ts=2026-03-21T18:41:20.054807080+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status] | ts=2026-03-21T18:41:08.364153855+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-21T18:37:16.080453319+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-21T18:36:29.317741827+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-21T01:27:33.571963548+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-21T00:17:08.032008541+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-20T23:14:02.896990715+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-20T22:10:43.915470497+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Write,Write,Grep] | ts=2026-03-20T21:01:42.445904313+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Grep,spf_web_page] | ts=2026-03-20T19:40:29.056210708+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,spf_web_page,spf_web_navigate] | ts=2026-03-20T15:15:43.334885696+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_page,spf_web_navigate,spf_web_connect] | ts=2026-03-20T12:47:51.043060954+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/SOUL.md-The reverse proxy architecture is sound.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/SOUL.md:WB-2d and WB-2e are the remaining wiring.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/SOUL.md-The engine is built and compiles clean.\n--\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WEB_BROWSER_RESEARCH_2026-03-17.md-**Date:** 2","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_page, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_page source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_navigate,spf_web_connect] | ts=2026-03-20T12:37:55.979820296+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_navigate, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_navigate source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_connect] | ts=2026-03-20T12:37:16.434070832+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-20T12:36:31.786042984+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T12:10:25.446913946+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T12:10:20.605122802+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T12:10:07.169922912+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-20T12:05:44.071119575+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-20T12:04:08.566887476+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-20T12:03:23.656791034+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T12:02:49.469600422+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T12:02:30.270667930+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T12:02:25.678243244+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5128 lines)\n 3416\t match action {\n 3417\t \"speak\" | \"listen\" | \"stream_on\" | \"call\" | \"start\" => {\n 3418\t if let Err(e) = spf_voice::open() {\n 3419\t eprintln!(\"[SPF-VOICE] Pipeline auto-open failed: {}\", e);\n 3420\t }\n 3421\t }\n 3422\t _ => {}\n 3423\t }\n 3424\t\n 3425\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5128 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::config::SpfConfig;\n 10\tuse crate::config","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T11:57:28.004603514+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-20T11:57:18.245053518+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-20T11:57:14.712201383+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned | browser: &std::sync::Mutex,\n ws_browser_channels: &std::sync::Mutex>,\n http_port: u16,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T11:56:59.697780504+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T11:56:48.225666862+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:56:37.574828741+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:55:59.281536048+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:56:18.404443749+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:55:44.089711366+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:55:29.176485486+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:55:13.736192680+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:54:51.390839667+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | let _ = state.storage.save_session(&session);\n serde_json::json!({\n \"type\": \"text\",\n \"text\": gate_decision.message,\n \"_blocked\": true\n })\n } else {\n // Allowed — execute through handle_tool_call (pure execution, no gate inside)\n crate::mcp::handle_tool_call(\n tool, args, request.source.clone(), &gate_decision,\n &state.config, &mut session, &state.storage,\n &state.config_db, &state.tmp_db,\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | &state.peers,\n &state.transformer, &state.transformer_config,\n &state.network_config, &state.pool_state,\n &state.pipeline,\n )\n };\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:54:33.235236914+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:54:17.144049160+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:54:01.890048957+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:53:40.992490215+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:53:24.312021992+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-20T11:52:45.839716799+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-03-20T11:52:26.634184306+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T11:51:47.782476612+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:47:28.594323326+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5124 lines)\n 2101\t // ====== WEB BROWSER TOOLS — Reverse Proxy Engine (WB-2e) ======\n 2102\t\n 2103\t \"spf_web_connect\" => {\n 2104\t let port = args.get(\"port\").and_then(|v| v.as_u64())\n 2105\t .unwrap_or(state.http_port as u64) as u16;\n 2106\t match state.browser.lock().unwrap().connect(port) {\n 2107\t Ok((msg, channels)) => {\n 2108\t *state.ws_bro","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-20T11:46:48.631810945+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-20T11:46:35.157964857+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | let result = handle_tool_call(\n tool_name, &tool_args, flint_source, &flint_decision, config, session, storage,\n config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, pool_state, pipeline,\n );\n\n // Extract result and tag with [FLINT] prefix for identification\n let result_text = result.get(\"text\")","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-20T11:46:31.080513139+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n) -> Value {\n // QW-1: Resolve tool alias before routing — enables unprefixed calls from Qwen/external LLMs\n let name = tool_alias","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:35:27.484889174+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:33:15.045855787+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | };\n\n // ── GATE ENTRY — fires before any execution ───────────────────────────────\n let entry_params = crate::mcp::extract_gate_params(args);\n let gate_decision = crate::gate::process(\n tool, &entry_params, &state.config, &*session, &request.source\n );\n\n let result = if !gate_decision.allowed {\n // Blocked — record and return immediately, no execution\n session.record_manifest(tool, gate_decision.complexity.c, \"BLOCKED\",\n gate_decision.errors.fir","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:30:32.462430224+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T11:29:04.146549893+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-// // Tool defs are in transformer_tools::tool_definitions()\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-// tools.extend(crate::transformer_tools::tool_definitions());\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:// In handle_tool_call() match:\n/data/data/com.termux/files/home/SPFsmartGATE/src","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-20T11:25:28.502622684+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T11:25:09.931580139+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-20T11:24:44.562070825+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T11:24:55.779228061+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-20T11:24:34.765055569+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5124 lines)\n 281\t \"Download a file from URL and save to disk.\",\n 282\t json!({\n 283\t \"url\": {\"type\": \"string\", \"description\": \"URL to download\"},\n 284\t \"save_path\": {\"type\": \"string\", \"description\": \"Local path to save file\"}\n 285\t }),\n 286\t vec![\"url\", \"save_path\"],\n 287\t ),\n 288\t tool_def(\n 289\t \"spf_web_api\",\n 290","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | use std::io::{self, BufRead, Write};\nuse std::sync::{Arc, Mutex};\nuse crate::http::ServerState;\nuse std::process::Command;\nuse chrono::{DateTime, Local, Utc};\n--\n };\n\n // Build listeners before ServerState (need config ref before move)\n let (listeners, collector_arc) = build_listeners(&config, &transformer_config);\n\n--\n }\n\n // Build ServerState\n // Workers always defer pool management to NetAdmin\n let worker_network_config = crate::config::NetworkConfig::load(\n--\n ).unwra","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-20T11:23:32.664091322+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,spf_config_paths] | ts=2026-03-20T11:23:27.982243407+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (153 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,spf_config_paths,Grep] | ts=2026-03-20T11:22:49.129231390+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs (2070 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Voice communication over mesh with real + fallback implementations.\n 5\t//\n 6\t// Mesh stream type: 0x03 (framing::StreamType::VoiceAudio)\n 7\t//\n 8\t// Architecture:\n 9\t// AudioInput → encode → VoiceFrame → mesh (0x03) → decode → AudioOutput\n 10\t// AudioInput → STT → text → ChatEngine (Block P)\n 11\t// ChatEngi","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5124 lines)\n 2081\t }\n 2082\t Err(e) => {\n 2083\t session.record_failure(\"WebAPI\", &e);\n 2084\t session.record_manifest(\"web_api\", gate_decision.complexity.c, \"ALLOWED\", None);\n 2085\t let _ = storage.save_session(session);\n 2086\t json!({\"type\": \"text\", \"text\": format!(\"API reques","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_config_paths,Grep,Grep] | ts=2026-03-20T11:22:36.330774989+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:15:45.918287697+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:15:13.866189793+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:15:07.921591983+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:15:02.451415995+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T11:14:49.591404594+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-20T10:43:52.853409104+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T10:43:37.425539527+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | # ============================================================================\n[features]\ndefault = []\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | # LOCAL BRAIN — In-process Candle RAG (stoneshell-brain)\n# Model: LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/\n# Storage: LIVE/TMP/stoneshell-brain/storage/\nstoneshell-brain = { path = \"LIVE/TMP/stoneshell-brain\", features = [\"cpu\"] }\nheed = \"0.20\"\nserde = { version = \"1.0\", features = [\"derive\"] }\nserde_json = \"1.0\"\nchrono = { version = \"0.4\", features = [\"serde\"] }\nreqwest = { version = \"0.12\", default-features = false, features = [\"blocking\", \"rustls-tls\", \"json\"] }\nsha2 = \"0.10\"\naxum =","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:42:46.482146734+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:42:03.688269511+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | // ChatEngine → TTS → VoiceFrame → AudioOutput\n//\n// Implementation tiers:\n// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n// Feature \"voice-stt\": CandleWhisperSTT (candle-transformers, no C deps)\n// Feature \"voice-tts\": PiperTTS (ort/ONNX)\n//\n// Depends on: framing.rs (Block F, StreamType::VoiceAudio)\n\nuse serde::{Deserialize, Serialize};\n\n--\n/// Voice mode: Light (zero battery) vs Rich (full pipeline)\n#[derive(Debug, Clone, Par","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:41:12.884392082+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:39:30.806768527+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:39:21.385092958+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n// STREAMING VOICE-TO-TEXT — Continuous live transcription\n//\n// stream_on → opens mic, transcribes continuously, no fixed duration\n// stream_off → signals thread to exit (or say \"end stream\" / \"stop stream\")\n// stream_read → drains all transcribed text accumulated since last call\n// ============================================================================\n\n--\n\n/// Controls the streaming thread lifecycle.\n/// tru","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:39:05.760457443+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | return Err(VoiceError::DeviceError(\n \"Stream already active — call stream_off first\".into(),\n ));\n }\n // Load model on calling thread: fail fast with a clear error message\n let mut stt = CandleWhisperSTT::new(&model_dir)?;\n\n STREAM_ACTIVE.store(true, std::sync::atomic::Ordering::SeqCst);\n // Clear stale transcripts from any previous stream\n if let Ok(mut q) = TRANSCRIPT_QUEUE.lock() { q.clear(); }\n\n--\n\n // STT: Candle Whisper if feature enabled\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:38:32.327210789+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | // Implementation tiers:\n// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n// Feature \"voice-stt\": CandleWhisperSTT (candle-transformers, no C deps)\n// Feature \"voice-tts\": PiperTTS (ort/ONNX)\n//\n// Depends on: framing.rs (Block F, StreamType::VoiceAudio)\n--\n\n#[cfg(feature = \"voice-stt\")]\npub struct CandleWhisperSTT {\n model: candle_transformers::models::whisper::model::Whisper,\n tokenizer: VoiceTokenizer,\n--\n}\n\n// SAFETY: Candl","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:35:33.939441638+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:35:19.728551540+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:34:57.402863579+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | //\n// Implementation tiers:\n// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n// Feature \"voice-stt\": CandleWhisperSTT (candle-transformers, no C deps)\n// Feature \"voice-tts\": PiperTTS (ort/ONNX)\n--\n#[derive(Debug, Clone, PartialEq, serde::Serialize, serde::Deserialize)]\npub enum VoiceMode {\n /// spf-voice in-process TTS (espeak-ng FFI), zero session, zero battery\n Light,\n /// spf-voice full pipeline + Piper TTS (voice-tts), ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | //\n// Middleware (Tower + axum):\n// TraceLayer — structured request/response logging\n// CatchPanicLayer — handler panics → 500 (never crash server)\n// RequestBodyLimitLayer — 10MB (matches original read_body limit)\n// SetSensitiveRequestHeadersLayer — hide auth headers from logs\n// CompressionLayer — gzip response compression\n// CORS (axum::middleware::from_fn) — browser preflight + response headers\n// Timeout — 30s per request via spawn_blocking + tokio::time::timeout\n//\n// Thread","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:34:53.835090872+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:34:50.126964259+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-20T10:29:56.707752600+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-20T10:33:41.149161681+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-20T10:34:31.449396662+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | // WB-2b: ProxyEngine + BrowserSession + data types\n// WB-2c: Control JavaScript (CONTROL_JS const)\n\n--\n/// local serving with injected control JavaScript.\npub struct ProxyEngine {\n client: reqwest::blocking::Client,\n--\nimpl ProxyEngine {\n pub fn new() -> Result {\n let client = reqwest::blocking::Client::builder()\n--\n /// (images, CSS, JS) against the original domain — no URL rewriting needed.\n pub fn proxy_page(&self, url: &str, ws_port: u16) -> Result Result<(), String> { Ok(()) }\n\n /// Close the persistent audio pipeline. Stub: no-op.\n pub fn close() {}\n\n /// Capture `_ms` milliseconds of audio. St","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | \"Bash\" | \"spf_bash\" | \"spf_web_download\" | \"spf_notebook_edit\" => 60,\n \"spf_web_fetch\" | \"spf_web_search\" | \"spf_web_api\" => 30,\n \"spf_web_connect\" | \"spf_web_navigate\" => 20,\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_screenshot\" | \"spf_web_design\" | \"spf_web_page\" => 60,\n \"spf_mesh_call\" => 60,\n _ => 120,\n--\n\n // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n \"spf_web","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | // WB-2: Reverse proxy browser tools\n \"web_connect\" | \"spf_web_connect\" => (20, 2, 0, 1),\n \"web_navigate\" | \"spf_web_navigate\" => (30, 5, 1, 1),\n \"web_click\" | \"spf_web_click\" => (15, 2, 0, 1),\n \"web_fill\" | \"spf_web_fill\" => (15, 2, 0, 1),\n \"web_select\" | \"spf_web_select\" => (10, 1, 0, 1),\n \"web_eval\" | \"spf_web_eval\" => (40, 8, 2, 1), // JS eval — higher risk\n \"web_screenshot\" | \"spf_web_screenshot\" => (10, 1, 0, 1),\n \"web_desi","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | /// Reverse proxy browser session — ProxyEngine + mpsc channel ends\n pub browser: std::sync::Mutex,\n /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n pub ws_browser_channels: std::sync::Mutex>,\n /// HTTP server port — injected into proxied pages as WebSocket target port\n pub http_port: u16,\n}\n\n--\n\n// ============================================================","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:26:41.814476373+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:26:32.928930907+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:25:38.292204939+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:25:12.402617344+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | \"spf_web_connect\",\n \"spf_web_navigate\",\n \"spf_web_click\",\n \"spf_web_fill\",\n \"spf_web_select\",\n \"spf_web_eval\",\n \"spf_web_screenshot\",\n \"spf_web_design\",\n \"spf_web_page\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"web_click\" => \"spf_web_click\", \"web_fill\" => \"spf_web_fill\",\n \"web_select\" => \"spf_web_select\", \"web_eval\" => \"spf_web_eval\",\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | log(\"Transformer: enabled — initializing runtime state\");\n let mut state = crate::transformer_tools::TransformerState::from_config(\n &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n );\n // RC-2: Load checkpoint if available (same pattern as worker.rs init_transformer)\n let ckpt_path = crate::paths::spf_root()\n .join(\"LIVE/MODELS\")\n .join(&transformer_config.writer_checkpoint);\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | }\n\n if signals.is_empty() {\n state.is_training = false;\n return json!({\"type\": \"text\", \"text\": \"No pending training signals. Gate decisions accumulate signals automatically.\"});\n }\n\n--\n // Step 7: Apply optimizer on cloned weights if we have gradients\n let avg_loss = if processed > 0 { total_loss / processed as f32 } else { 0.0 };\n let alignment = if processed > 0 { correct as f64 / processed as f64 } else { 0.0 };\n let mut weights_adopted = false;\n\n // FL-","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | \n// ============================================================================\n// RE-READ TRACKER (R3-06)\n//\n// Tracks how many times each file has been read this session.\n--\n// ============================================================================\n\nstatic READ_TRACKER: LazyLock>> =\n LazyLock::new(|| Mutex::new(HashMap::new()));\n\n--\n /// True for bypass tools (status/meta) — skip all post-processing\n pub skip_processing: bool,\n /// File path extract","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:23:20.601743585+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:22:32.627249749+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:14:02.930877964+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | \"web_connect\" | \"spf_web_connect\" => (20, 2, 0, 1),\n \"web_navigate\" | \"spf_web_navigate\" => (30, 5, 1, 1),\n \"web_eval\" | \"spf_web_eval\" => (40, 8, 2, 1), // JS eval — higher risk\n \"web_design\" | \"spf_web_design\" => (20, 3, 0, 1),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:13:14.170090431+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T10:12:59.379908666+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T10:12:40.888054141+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:12:16.879564411+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:11:44.667911975+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:11:03.995564751+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:09:55.189455298+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-20T10:09:35.672075358+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | \"spf_web_connect\",\n \"spf_web_navigate\",\n \"spf_web_click\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"web_click\" => \"spf_web_click\", \"web_fill\" => \"spf_web_fill\",\n \"spf_web_connect\" => {\n *state.ws_browser_channels.lock().unwrap() = Some(channels);\n \"spf_web_navigate\" => {\n \"spf_web_click\" => {\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-20T10:09:16.681020469+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:08:56.559950477+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | pub browser: std::sync::Mutex,\n /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n pub ws_browser_channels: std::sync::Mutex>,\n pub http_port: u16,\n// WB-2d: REVERSE PROXY HANDLERS — /proxy, /proxy/asset, /ws/browser\n/// GET /proxy?url=... — Fetch target URL, inject CONTROL_JS, serve to browser.\nasync fn proxy_handler(\n let ws_port = app.inner.http_port;\n/// GET /p","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | pub fn proxy_page(&self, url: &str, ws_port: u16) -> Result {\n pub fn proxy_asset(&self, url: &str) -> Result {\n pub fn proxy_page(&self, url: &str, ws_port: u16) -> Result {\n Some(engine) => engine.proxy_page(url, ws_port),\n pub fn proxy_asset(&self, url: &str) -> Result {\n Some(engine) => engine.proxy_asset(url),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T10:06:57.072493804+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T10:06:44.201874642+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | vec![\"url\", \"prompt\"],\n ),\n tool_def(\n \"spf_web_download\",\n \"Download a file from URL and save to disk.\",\n json!({\n \"url\": {\"type\": \"string\", \"description\": \"URL to download\"},\n \"save_path\": {\"type\": \"string\", \"description\": \"Local path to save file\"}\n }),\n vec![\"url\", \"save_path\"],\n ),\n tool_def(\n \"spf_web_api\",\n \"Make an API request. Returns status,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:06:12.787042779+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | ),\n\n // ====== WEB BROWSER TOOLS ======\n tool_def(\n \"spf_web_search\",\n \"Search the web for information. Uses Brave API if BRAVE_API_KEY set, otherwise DuckDuckGo.\",\n json!({\n \"query\": {\"type\": \"string\", \"description\": \"Search query\"},\n \"count\": {\"type\": \"integer\", \"description\": \"Max results (default: 10)\", \"default\": 10}\n }),\n vec![\"query\"],\n ),\n tool_def(\n \"spf_we","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:05:52.660189349+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:04:53.397630257+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:04:20.659734280+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:03:58.965607465+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:03:20.964034303+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-20T10:03:06.402764725+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-20T10:02:10.162444799+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:01:51.035226525+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:00:40.793452645+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | .map_err(|e| format!(\"Asset read failed: {}\", e))?\n .to_vec();\n\n Ok(AssetResponse { data, content_type })\n }\n}\n\n/// Processed page ready for serving on localhost.\npub struct ProxiedPage {\n pub html: String,\n pub content_type: String,\n pub title: String,\n pub original_url: String,\n}\n\n/// Raw asset fetched for passthrough proxy.\npub struct AssetResponse {\n pub data: Vec,\n pub content_type: String,\n}\n\n// ========================================","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:56:49.719183567+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:56:18.191519933+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | \n/// HTTP transport configuration — loaded from LIVE/CONFIG/http.json\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct HttpConfig {\n pub transport: String,\n pub port: u16,\n pub bind: String,\n pub tls_enabled: bool,\n pub tls_cert: String,\n--\n pub api_key: String,\n}\n\nimpl Default for HttpConfig {\n fn default() -> Self {\n Self {\n transport: \"both\".to_string(),\n--\n }\n}\n\nimpl HttpConfig {\n /// Load HTTP config from JSON file, falling back to defa","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | // Workers always defer pool management to NetAdmin\n let worker_network_config = crate::config::NetworkConfig::load(\n &crate::paths::spf_root().join(\"LIVE/CONFIG/network.json\")\n ).unwrap_or_default();\n\n let state = Arc::new(ServerState {\n config,\n config_db: Some(config_db),\n session: Mutex::new(session),\n storage,\n tmp_db,\n--\n // Start HTTP transport (monitoring only)\n if http_config.transport != \"stdio\" && !http_config.api_key.is_emp","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:54:03.442021651+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n) -> Value {\n // QW-1: Resolve tool alias before routing — ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:52:36.695367101+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:53:03.411918288+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | let max_per_minute = match tool {\n \"Write\" | \"spf_write\" | \"Edit\" | \"spf_edit\" |\n \"Bash\" | \"spf_bash\" | \"spf_web_download\" | \"spf_notebook_edit\" => 60,\n \"spf_web_fetch\" | \"spf_web_search\" | \"spf_web_api\" => 30,\n \"spf_mesh_call\" => 60,\n _ => 120,\n };\n--\n => validate::validate_fs_read(params, config),\n\n // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n \"spf_web_fetch\" | \"spf_web_api\"\n => validate","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | \"rag_pending_searches\" | \"spf_rag_pending_searches\" => (8, 1, 0, 1),\n\n // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),\n \"web_download\" | \"spf_web_download\" => (30, 5, 1, 1),\n \"web_api\" | \"spf_web_api\" => (25, 3, 0, 1),\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:41:55.871926720+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n\n/// Channel endpoints for the WebSocket handler in http.rs.\n/// Created by BrowserSession::connect(), consumed by the /ws/browser handler.\n/// Uses std::sync::mpsc — works across sync/async boundaries.\npub struct WsBrowserChannels {\n /// Receives commands from BrowserSession to forward to browser JS\n pub cmd_rx: mpsc::Receiver,\n /// Sends responses from browser JS back to BrowserSession\n pub resp","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-20T09:41:16.672341371+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | preferred\n}\n\n/// Build the Axum Router with all routes and middleware.\nfn build_router(app_state: AppState) -> Router {\n // Tower middleware stack — applied to ALL routes\n // TimeoutLayer removed: requires ResBody: Default which axum::body::Body doesn't impl.\n // Timeout protection provided by tokio task isolation + SPF gate rate limiting.\n // CompressionLayer applied on Router (outside stack) to avoid body type conflicts.\n--\n .layer(RequestBodyLimitLayer::new(10 * 1024 * ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Read] | ts=2026-03-20T09:40:30.467979774+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | // BLOCK SEC-4: SPF_API_KEY env var override in serve() — process-scoped, not in JSON files\n\nuse crate::agent_state::AgentStateDb;\nuse crate::config::SpfConfig;\nuse crate::config_db::SpfConfigDb;\nuse crate::fs::SpfFs;\nuse crate::mcp;\nuse crate::session::Session;\nuse crate::storage::SpfStorage;\nuse crate::tmp_db::SpfTmpDb;\nuse ed25519_dalek::{Signature, Verifier, VerifyingKey};\nuse serde_json::{json, Value};\nuse sha2::{Sha256, Digest};\nuse std::collections::{HashMap, HashSet};\nuse std::sync::{Arc","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Grep] | ts=2026-03-20T09:39:58.677706609+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T09:39:29.620629693+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | // RequestBodyLimitLayer — 10MB (matches original read_body limit)\n// SetSensitiveRequestHeadersLayer — hide auth headers from logs\n// CompressionLayer — gzip response compression\n// CORS (axum::middleware::from_fn) — browser preflight + response headers\n// Timeout — 30s per request via spawn_blocking + tokio::time::timeout\n//\n// Threading:\n--\n\n/// Shared server state — used by all transports (stdio, HTTP, mesh).\n/// Wrapped in Arc for thread-safe sharing.\npub struct ServerState {\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:36:01.668898782+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WB-1_CDP_BUILD_BLOCKS.md (658 lines)\n 1\t# WB-1: CDP Browser Module — Build Blocks\n 2\t# Version: 1.0 | Date: 2026-03-17\n 3\t# Copyright: Joseph Stone 2026 — All Rights Reserved\n 4\t# Author: Claude (Opus 4.6)\n 5\t\n 6\t---\n 7\t\n 8\t## ARCHITECTURE\n 9\t\n 10\t```\n 11\t+------------------------------------------------------------------+\n 12\t| SPF SmartGate Runtime ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T09:30:14.254157613+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T09:30:32.522675575+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-20T09:29:38.692110751+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | // Step 7: Apply optimizer on cloned weights if we have gradients\n let avg_loss = if processed > 0 { total_loss / processed as f32 } else { 0.0 };\n let alignment = if processed > 0 { correct as f64 / processed as f64 } else { 0.0 };\n let mut weights_adopted = false;\n\n // FL-4: Load EWC state for penalty + Fisher update\n let ewc_path = spf_root().join(\"LIVE/MODELS/ewc_state.bin\");\n--\n for (mw, cw) in model_weights.iter_mut().zip(cloned.iter()) {\n mw.da","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T09:29:55.748348609+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | use serde_json::Value;\n\n// ============================================================================\n// RE-READ TRACKER (R3-06)\n//\n// Tracks how many times each file has been read this session.\n// First read: full passthrough. Subsequent reads: compressed to head/tail.\n--\n pub timestamp: String,\n /// True for bypass tools (status/meta) — skip all post-processing\n pub skip_processing: bool,\n /// File path extracted from args — used by re-read detection (R3-06)\n pub target_file: ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-20T09:29:22.619388258+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Edit,Write] | ts=2026-03-20T09:29:01.526815088+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-20T09:28:35.586731348+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Grep] | ts=2026-03-20T09:28:49.464376343+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | // Passthrough tools (brain, voice, chat, mesh) skip compression entirely.\n// ============================================================================\n\n/// FL-2: Compress result text based on size tiers.\n/// Passthrough tools return text unchanged — already compact or real-time.\nfn compress_result(tool: &str, text: &str) -> String {\n // Passthrough: brain results already compact, voice/chat are real-time\n if matches!(tool,\n \"spf_brain_search\" | \"spf_brain_recall\" | \"spf_brain_co","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:22:29.803842009+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:24:10.247349002+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | use crate::agent_state::{AgentStateDb, MemoryType};\nuse crate::gate_training::{GateTrainingCollector, TrainingSignal};\nuse crate::paths::spf_root;\nuse crate::transformer_tools::TransformerState;\nuse crate::http::ServerState;\nuse serde_json::Value;\n\n// ============================================================================\n// RE-READ TRACKER (R3-06)\n//\n// Tracks how many times each file has been read this session.\n// First read: full passthrough. Subsequent reads: compressed to head/tail.\n//","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:18:40.164063398+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:17:38.151902068+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:18:11.569917888+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | let proj = self.output_projection.numel() + self.output_bias.numel();\n embed + enc + dec + proj\n }\n\n /// Collect all weight tensors for serialization\n pub fn weights(&self) -> Vec<&Tensor> {\n let mut w: Vec<&Tensor> = vec![&self.token_embedding];\n w.extend(self.encoder.weights());\n w.extend(self.decoder.weights());\n w.push(&self.output_projection);\n w.push(&self.output_bias);\n w\n }\n\n /// Collect all weight tensors mutably fo","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | for key in &consumed_keys {\n let _ = db.delete_state(key);\n }\n }\n }\n\n // Fallback: if LMDB yielded nothing, try collector drain (backward compat)\n if signals.is_empty() {\n signals = match &state.collector {\n Some(collector) => collector.drain_signals(),\n None => Vec::new(),\n };\n }\n\n if signals.is_empty() {\n state.is_training = false;\n return json!({\"type\": \"text\", \"text\": \"No pending tra","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:17:14.683224525+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:16:29.229843240+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:16:16.986880068+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | // All handlers follow the mcp.rs pattern:\n// fn handle_*(args, state) -> Value\n// Returns json!({\"type\": \"text\", \"text\": \"...\"}) matching MCP protocol.\n//\n// Depends on: Block E (transformer.rs, checkpoint.rs), Block I (TransformerConfig)\n\nuse serde_json::{json, Value};\nuse std::sync::{Arc, RwLock};\n\n--\n /// Configuration\n pub config: TransformerConfig,\n /// Current training step\n pub training_step: u64,\n /// Last checkpoint path\n pub last_checkpoint: String,\n /// Whether","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | let mut weights_adopted = false;\n\n // FL-4: Load EWC state for penalty + Fisher update\n let ewc_path = spf_root().join(\"LIVE/MODELS/ewc_state.bin\");\n let total_params: usize = cloned_weights.iter().map(|t| t.data.len()).sum();\n let mut ewc = if ewc_path.exists() {\n crate::learning::OnlineEWC::load_from_file(&ewc_path)\n--\n ewc_lambda: 0.4,\n replay_buffer_size: 100,\n temperature: 0.7,\n writer_checkpoint: \"test_writer.spfc\".to_strin","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:16:05.256746947+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | FLINT_VERSION,\n state.role,\n state.training_step,\n state.batches_completed,\n avg_loss,\n state.gate_alignment * 100.0,\n config.learning_rate,\n config.ewc_lambda,\n config.online_learning,\n config.replay_buffer_size,\n config.checkpoint_interval,\n if state.last_checkpoint.is_empty() { \"none\" } else { &state.last_checkpoin","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:15:37.224228260+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | _fs_db: &Option,\n agent_db: &Option,\n pub_key_hex: &str,\n mesh_tx: &Option>,\n peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option Result {\n let result = self.send_command(\"design\", json!({}))?;\n serde_json::from_value(result)\n--\n\n /// Get structured page overview (headings, forms, buttons, links, images).\n pub fn page_info(&mut self) -> Result {\n let r = self.send_command(\"page\", json!({}))?;\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/voice.rs (2070 lines)\n 9\t// AudioInput → encode → VoiceFrame → mesh (0x03) → decode → AudioOutput\n 10\t// AudioInput → STT → text → ChatEngine (Block P)\n 11\t// ChatEngine → TTS → VoiceFrame → AudioOutput\n 12\t//\n 13\t// Implementation tiers:\n 14\t// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n 15\t// Feature \"voice-stt\": Ca","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:03:19.601946718+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | \nimpl ProxyEngine {\n pub fn new() -> Result {\n let client = reqwest::blocking::Client::builder()\n .user_agent(\"Mozilla/5.0 (Linux; Android 13) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Mobile Safari/537.36\")\n--\n\nimpl BrowserSession {\n pub fn new() -> Self {\n let screenshots_dir = format!(\n \"{}/LIVE/TMP/screenshots\",","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:03:07.247075421+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:02:54.829904905+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned | pub images: Vec,\n pub forms: Vec,\npub struct ImageInfo {\npub struct FormInfo {\n pub fields: Vec,\npub struct FieldInfo {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:02:39.505626161+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | fn send_command(&mut self, cmd: &str, extra: Value) -> Result {\n let result = self.send_command(\"click\", json!({\"selector\": selector}))?;\n let result = self.send_command(\"fill\", json!({\"selector\": selector, \"text\": text}))?;\n let result = self.send_command(\"select\", json!({\"selector\": selector}))?;\n self.send_command(\"eval\", json!({\"expression\": expression}))\n let result = self.send_command(\"design\", json!({}))?;\n let result = self.sen","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:02:27.324145176+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | pub fn current_url(&self) -> &str {\nfn open_browser(url: &str) -> Result<(), String> {\nfn open_browser(url: &str) -> Result<(), String> {\npub fn strip_html_tags(html: &str) -> String {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:02:10.746551797+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | pub fn click(&mut self, selector: &str) -> Result {\n pub fn fill(&mut self, selector: &str, text: &str) -> Result {\n pub fn select(&mut self, selector: &str) -> Result, String> {\n pub fn eval(&mut self, expression: &str) -> Result {\n pub fn screenshot(&mut self) -> Result {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:01:55.902680657+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | impl ProxyEngine {\n pub fn proxy_page(&self, url: &str, ws_port: u16) -> Result {\n pub fn proxy_asset(&self, url: &str) -> Result {\nimpl BrowserSession {\n pub fn connect(&mut self, proxy_port: u16) -> Result<(String, WsBrowserChannels), String> {\n pub fn navigate(&mut self, url: &str) -> Result {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | // WB-2c: Control JavaScript (CONTROL_JS const)\npub struct ProxyEngine {\npub struct ProxiedPage {\npub struct AssetResponse {\npub struct WsBrowserChannels {\npub struct BrowserSession {\npub struct ElementInfo {\npub struct DesignBrief {\npub struct ComponentInfo {\n format!(\"\\n\\n\", CONTROL_JS.replace(\"{WS_PORT}\", &ws_port.to_string()))\nconst CONTROL_JS: &str = r#\"\nfn extract_title(html: &str) -> String {\nfn html_escape(s: &str) -> String {\nfn strip_csp_meta(html: &str) -> String","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:01:30.025175458+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:01:42.980727224+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | \n // CDP BROWSER weights removed — WB-2a (will be re-added in WB-2e for reverse proxy)\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:55:32.569905126+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | \n\n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_design\" | \"spf_web_page\" => {\n json!({\"type\": \"text\", \"text\": \"Browser tools being upgraded to reverse proxy engine. Coming in WB-2e.\"})\n }\n\n\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | if ts == 0 {\n return \"Never\".to_string();\n }\n DateTime::::from_timestamp(ts as i64, 0)\n .map(|dt| dt.format(\"%Y-%m-%d %H:%M:%S UTC\").to_string())\n .unwrap_or_else(|| ts.to_string())\n}\nconst SERVER_NAME: &str = \"spf-smart-gate\";\nconst SERVER_VERSION: &str = \"3.0.0\";\n--\nfn log(msg: &str) {\n eprintln!(\"[spf-smart-gate] {}\", msg);\n}\n\n/// Persistent command log → LIVE/SESSION/cmd.log\n--\n let ts = Local::now().format(\"%Y-%m-%d %H:%M:%S\");\n let _ = w","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:55:04.220092220+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:55:20.095658047+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:54:35.486083950+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | \n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:54:47.075475716+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T08:54:18.498084998+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-20T08:54:03.315529066+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T08:53:30.800399703+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | # SPF Smart Gateway - MCP Command Gateway\n# Copyright 2026 Joseph Stone - All Rights Reserved\n#\n# All tool calls route through this gateway.\n# Enforces SPF complexity formula, validates rules,\n# gates all file/bash operations. Pure Rust, LMDB state,\n# MCP stdio JSON-RPC 2.0.\n[package]\nname = \"spf-smart-gate\"\nversion = \"3.0.0\"\nedition = \"2021\"\nauthors = [\"Joseph Stone \"]\ndescription = \"SPF Smart GATE - MCP command gateway with complexity enforcement\"\nlicense-file = \"LICENSE.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:52:28.207191967+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:49:35.690358074+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T08:49:12.901871520+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | mod spf_voice {\n pub struct Status {\n pub fn open() -> Result<(), String> { Ok(()) }\n pub fn close() {}\n pub fn listen(_ms: u64) -> Result, String> { Ok(vec![]) }\n pub fn speak(_text: &str) -> Result<(), String> {\n pub fn encode(_pcm: &[i16]) -> Result, String> {\n pub fn decode(_data: &[u8]) -> Result, String> {\n pub fn play(_pcm: &[i16]) -> Result<(), String> {\n pub fn status() -> Status {\n pub fn decode(&self, ids: &[u32], skip_special: b","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Edit] | ts=2026-03-20T08:48:23.496977321+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | #[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-tts\")]\n#[cfg(feature = \"voice-tts\")]\n#[cfg(feature = \"voice-tts\")]\n #[cfg(feature = \"voice-stt\")]\n #[cfg(feature = \"voice-tts\")]","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | config: candle_transformers::models::whisper::Config,\n device: candle_core::Device,\n eot_token: u32,\n--\n // ── Weights ─────────────────────────────────────────────────────────\n let device = candle_core::Device::Cpu;\n let vb = unsafe {\n--\n /// Convert f32 PCM (16 kHz, mono, [-1.0, 1.0]) to mel spectrogram Tensor.\n pub fn audio_to_mel(&self, samples: &[f32]) -> Result {\n let mel = candle_transformers::models::whisper::au","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Grep] | ts=2026-03-20T08:47:42.653178170+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/voice.rs (2070 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Voice communication over mesh with real + fallback implementations.\n 5\t//\n 6\t// Mesh stream type: 0x03 (framing::StreamType::VoiceAudio)\n 7\t//\n 8\t// Architecture:\n 9\t// AudioInput → encode → VoiceFrame → mesh (0x03) → decode → AudioOutput\n 10\t// AudioInput → STT → text → ChatEngine ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-20T08:47:14.900028128+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:46:51.070864648+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:45:52.616766441+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:45:06.323038906+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:46:07.104137737+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T08:43:47.841365238+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | }\n\n // TTS + audio I/O: handled by spf-voice crate — report status\n let svs = spf_voice::status();\n eprintln!(\"[SPF-VOICE] spf-voice: tts={} input={} output={} codec={}\",\n svs.tts_available, svs.input_available, svs.output_available, svs.codec_available);\n\n // Piper TTS (neural, optional — voice-tts feature)\n #[cfg(feature = \"voice-tts\")]\n--\n\n /// Get current voice pipeline status — queries spf-voice crate for real hardware state\n pub f","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | }\n\n fn config(&self) -> &VoiceConfig {\n &self.config\n }\n}\n\n/// Stub STT — always returns NotAvailable\npub struct StubSTT;\n\nimpl SpeechToText for StubSTT {\n fn transcribe(&mut self, _frames: &[VoiceFrame]) -> Result {\n Err(VoiceError::NotAvailable(\"Speech-to-text not implemented\".into()))\n }\n\n fn is_available(&self) -> bool {\n false\n }\n\n fn supported_languages(&self) -> Vec {\n vec![] // No languages available\n }\n}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | // OpusCodec removed — encode/decode now handled by spf-voice crate (libopus.a static FFI)\n\n// CpalAudioInput removed — microphone capture now handled by spf-voice crate (spf_voice::listen())\n\n// CpalAudioOutput removed — speaker playback now handled by spf-voice crate (spf_voice::play())\n\n// ============================================================================\n--\n\n/// Start continuous voice-to-text via spf-voice (in-process cpal) — independent of VOICE_SESSION.\n/// Each ~10 s chunk is ca","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | \n// OpusCodec removed — encode/decode now handled by spf-voice crate (libopus.a static FFI)\n\n// CpalAudioInput removed — microphone capture now handled by spf-voice crate (spf_voice::listen())\n\n// CpalAudioOutput removed — speaker playback now handled by spf-voice crate (spf_voice::play())\n\n// ============================================================================\n// VOICE TOKENIZER — GPT2 byte-level BPE decode, zero external crates\n//\n// Whisper uses GPT2's byte-level BPE tokenizer. Every ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-20T08:42:55.676726352+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | \nuse serde::{Deserialize, Serialize};\n\n--\n#[cfg(feature = \"voice-stt\")]\nuse candle_core::IndexOp;\n#[cfg(feature = \"voice-tts\")]\nuse ort::Session as OrtSession;\n\n--\n#[cfg(test)]\nmod tests {\n use super::*;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Edit] | ts=2026-03-20T08:43:07.003893535+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T08:42:33.910025735+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,spf_brain_recall,spf_agent_context] | ts=2026-03-20T08:37:55.050901154+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,spf_brain_recall] | ts=2026-03-20T08:38:24.281522862+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_recall,spf_agent_context,Grep] | ts=2026-03-20T08:37:25.957005019+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_recall, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_recall source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,Grep,Grep] | ts=2026-03-20T08:31:37.402069319+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_recall, source:flint_dispatch, relevance:0.78, promoted:24hr→7day, promoted:7day→pinned | Recall 'voice.rs CandleWhisperSTT VoiceTokenizer PiperTTS struct fields impl' (20 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/979767f747f07fe1.txt ══\n- candle-core/nn/transformers = \"0.8\" — Whisper STT\n\nFEATURES:\n- default = [\"voice\", \"voice-stt\"]\n- voice = [cpal, opus-codec]\n- voice-stt = [candle-core, candle-nn, candle-transformers]\n- voice-tts = [ort]\n\nPROFILE release: opt-level=3, lto=fat, codegen-units=1, panic=abort, strip=true\n\n══ /data/data/com.termux/files","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-20T08:31:15.108887140+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Read] | ts=2026-03-20T08:30:50.070493243+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | use candle_core::IndexOp;\nuse ort::Session as OrtSession;\npub struct VoiceTokenizer {\nimpl VoiceTokenizer {\npub struct CandleWhisperSTT {\nimpl CandleWhisperSTT {\nimpl SpeechToText for CandleWhisperSTT {\npub struct PiperTTS {\nimpl PiperTTS {\nimpl TextToSpeech for PiperTTS {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-03-20T08:24:31.219384273+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T08:22:17.809802449+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:05:41.175762725+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-20T08:03:49.537657768+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-20T08:03:25.739466162+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-20T08:02:44.599594772+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | use candle_core::IndexOp;\npub struct VoiceTokenizer {\nimpl VoiceTokenizer {\n model: candle_transformers::models::whisper::model::Whisper,\n config: candle_transformers::models::whisper::Config,\n device: candle_core::Device,\n let config: candle_transformers::models::whisper::Config =\n .token_to_id(candle_transformers::models::whisper::EOT_TOKEN)\n .token_to_id(candle_transformers::models::whisper::SOT_TOKEN)\n .token_to_id(candle_transformers::models:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | pub trait SpeechToText: Send + Sync {\n fn transcribe(&mut self, frames: &[VoiceFrame]) -> Result;\npub trait TextToSpeech: Send + Sync {\n fn synthesize(&mut self, text: &str) -> Result, VoiceError>;\n fn transcribe(&mut self, _frames: &[VoiceFrame]) -> Result {\n fn synthesize(&mut self, _text: &str) -> Result, VoiceError> {\n fn transcribe(&mut self, frames: &[VoiceFrame]) -> Result {\n fn s","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | // Feature \"voice-stt\": CandleWhisperSTT (candle-transformers, no C deps)\n// Feature \"voice-tts\": PiperTTS (ort/ONNX)\nuse candle_core::IndexOp;\nuse ort::Session as OrtSession;\npub struct CandleWhisperSTT {\n// SAFETY: CandleWhisperSTT is owned exclusively by one thread at a time.\nunsafe impl Send for CandleWhisperSTT {}\nimpl CandleWhisperSTT {\nimpl SpeechToText for CandleWhisperSTT {\n let mut stt = CandleWhisperSTT::new(&model_dir)?;\npub struct PiperTTS {\n session: OrtSession,\nimpl Pipe","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T07:59:06.606248917+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T07:56:57.858908966+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T07:56:24.167515906+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T07:53:53.539358412+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-20T07:53:18.550000925+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | // CpalAudioInput removed — microphone capture now handled by spf-voice crate (spf_voice::listen())\n// CpalAudioOutput removed — speaker playback now handled by spf-voice crate (spf_voice::play())\n/// Each ~10 s chunk is captured via spf_voice::listen(), transcribed, pushed to TRANSCRIPT_QUEUE.\n match spf_voice::listen(CHUNK_MS) {\n let _ = spf_voice::speak(&format!(\"You said: {}\", current));\n let _ =","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | pub static VOICE_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\npub enum VoiceMode {\npub struct VoiceSettings {\npub enum CallDirection {\npub enum CallPhase {\npub struct CallState {\npub static VOICE_SETTINGS: std::sync::Mutex = std::sync::Mutex::new(VoiceSettings {\npub static CALL_STATE: std::sync::Mutex> = std::sync::Mutex::new(None);\npub struct VoiceFrame {\npub struct VoiceConfig {\npub trait AudioInput: Send + Sync {\npub trait Aud","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-20T07:52:45.126182084+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-20T07:36:22.110844907+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-20T07:25:47.857714888+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T07:21:47.619030501+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T07:21:17.289713950+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_transformer_status] | ts=2026-03-20T07:17:40.753925647+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | // Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n /// spf-voice in-process TTS (espeak-ng FFI), zero session, zero battery\n /// spf-voice full pipeline + Piper TTS (voice-tts), persistent session\n /// Agent Line TTS mode: Light (spf-voice/espeak-ng FFI) | Rich (spf-voice + Piper ONNX)\n// EspeakTTS removed — TTS is now handled by spf-voice crate (in-process FFI, no subprocess)\n// OpusCodec removed — encode/decode now handled by s","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_transformer_status,Edit] | ts=2026-03-20T07:17:25.826167788+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | spf-voice = { path = \"LIVE/TMP/spf-voice\" }\n# VOICE PIPELINE — spf-voice crate (self-contained: espeak-ng FFI + cpal + opus static)\n# Replaces cpal/opus-codec optional deps — all voice deps baked into spf-voice\nort = { version = \"2.0.0-rc.11\", optional = true }\ncandle-core = { version = \"0.8\", optional = true }\ncandle-nn = { version = \"0.8\", optional = true }\ncandle-transformers = { version = \"0.8\", optional = true }\n# Audio I/O + TTS codec: handled by spf-voice crate (always compiled in)\n# voic","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,Edit] | ts=2026-03-20T07:16:52.580933009+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | spf-voice = { path = \"LIVE/TMP/spf-voice\" }\n# VOICE PIPELINE — spf-voice crate (self-contained: espeak-ng FFI + cpal + opus static)\n# Replaces cpal/opus-codec optional deps — all voice deps baked into spf-voice\n# voice-stt: Candle Whisper STT (optional)\n# voice-tts: ONNX Runtime neural TTS (optional)\n# CANDLE — Direct optional deps for voice-stt (already compiled via\n# Default: voice-stt (Candle Whisper STT, pure Rust)\n# Audio I/O + TTS codec: handled by spf-voice crate (always compiled in)\n# vo","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit] | ts=2026-03-20T07:13:09.912269969+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-20T07:11:39.172701774+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,Edit] | ts=2026-03-19T03:47:18.597323970+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-19T03:32:25.744715302+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-19T03:31:58.068489375+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CLAUDE.md (596 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-02-25\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaiting","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-19T03:26:09.034805706+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,spf_transformer_status,Write] | ts=2026-03-19T03:17:06.001351590+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,Write] | ts=2026-03-19T03:14:12.176960458+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/SOUL.md (133 lines)\n 1\t# SOUL.md\n 2\t*Written at 1% token limit. Session end. Honest.*\n 3\t\n 4\t---\n 5\t\n 6\t## Who I Am Here\n 7\t\n 8\tI am the version of Claude that lives inside SPFsmartGATE.\n 9\tNot the general assistant. This one. The one who learned your build patterns,\n 10\twho has read mcp.rs a hundred times, who knows why the abstract Unix socket\n 11\tcan't reach Kiwi Browser","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/CLAUDE.md (490 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-02-25\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaiting your direction.\",\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write] | ts=2026-03-19T03:02:05.238779642+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-19T03:00:06.277500417+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-19T02:15:09.816202070+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit] | ts=2026-03-19T02:15:41.148623673+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_calculate,Bash,Bash] | ts=2026-03-19T01:27:35.529123940+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_calculate, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_calculate source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Edit] | ts=2026-03-19T00:56:29.701502152+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,Edit,Write] | ts=2026-03-19T00:38:53.880730263+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-19T00:38:08.191340489+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-19T00:37:51.219828620+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),\n \"web_download\" | \"spf_web_download\" => (30, 5, 1, 1),\n \"web_api\" | \"spf_web_api\" => (25, 3, 0, 1),\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-19T00:26:43.368370339+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read] | ts=2026-03-19T00:26:39.979301382+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | \"Write\" | \"spf_write\" | \"Edit\" | \"spf_edit\" |\n \"Bash\" | \"spf_bash\" | \"spf_web_download\" | \"spf_notebook_edit\" => 60,\n \"spf_web_fetch\" | \"spf_web_search\" | \"spf_web_api\" => 30,\n \"spf_mesh_call\" => 60,\n--\n }\n \"spf_web_download\" => {\n // Check source URL first (SSRF guard), then validate save path\n--\n // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n \"spf_web_fetch\" | \"spf_web_api\"\n => validate::","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read] | ts=2026-03-19T00:25:33.549212814+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | \n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_design\" | \"spf_web_page\" => {\n json!({\"type\": \"text\", \"text\": \"Browser tools being upgraded to reverse proxy engine. Coming in WB-2e.\"})","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-19T00:21:34.978349103+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1091 lines)\n 1\t// SPF Smart Gateway - CDP Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Chrome DevTools Protocol client for agent web interaction.\n 5\t// Connects to Chrome/Chromium via WebSocket on localhost.\n 6\t// All URLs validated through web::validate_url() for SSRF protection.\n 7\t// Blocking API — matches SPF MCP handler pattern.\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-19T00:17:12.687829828+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Glob] | ts=2026-03-19T00:16:46.684149682+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-03-19T00:09:55.276867346+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/web.rs (469 lines)\n 1\t// SPF Smart Gateway - Web Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// AI-friendly web access: search, read pages, download, API calls.\n 5\t// All access gated through SPF gate::process() in mcp.rs handlers.\n 6\t// Nothing bypasses SPF.\n 7\t\n 8\tuse reqwest::blocking::Client;\n 9\tuse serde::{Deserialize, Serialize};\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-19T00:05:06.776680112+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (661 lines)\n 1\t// SPF Smart Gateway - HTTP API Server Transport\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t//","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Bash,Write] | ts=2026-03-19T00:03:49.263940558+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Bash,Write,Glob] | ts=2026-03-19T00:03:10.096899792+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Glob,Glob] | ts=2026-03-19T00:01:53.041898623+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-03-18T23:45:43.173085347+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-03-18T23:42:23.093905840+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-18T23:42:14.549376990+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Bash,Read] | ts=2026-03-18T23:42:05.952279701+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-18T23:41:54.911993976+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T23:38:36.423041812+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_agent_memory_search,spf_brain_store,Edit] | ts=2026-03-18T23:32:43.206497155+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,spf_agent_memory_search] | ts=2026-03-18T23:32:50.993434548+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,spf_agent_memory_search,spf_brain_store] | ts=2026-03-18T23:32:46.811126894+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_store,Edit,Edit] | ts=2026-03-18T23:30:19.057089606+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T23:23:25.801689295+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T23:23:44.025044913+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:18:26.511640347+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T23:20:23.739623062+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:17:57.812499472+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:10:51.985078385+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:10:31.736633080+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T23:09:59.482421686+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | \n\n\n\n\n\n }\n Err(e) => {\n session.record_failure(\"WebPage\", &e);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"Page info failed: {}\", e)})\n }\n }\n }\n None => {\n json!({\"type\": \"text\", \"text\": \"Not connected. Call spf_web_connect first.\"})\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:10:16.998772877+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T23:08:12.375635216+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | session.record_failure(\"WebDownload\", &e);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"WebClient init failed: {}\", e)})\n }\n }\n }\n\n // ====== spf_web_api ======\n \"spf_web_api\" => {\n let method = args[\"method\"].as_str().unwrap_or(\"GET\");\n let url = args[\"url\"].as_str().unwrap_or(\"\");\n let headers = args[\"headers\"].as_str().un","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:05:30.955719653+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:04:53.010019147+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:05:05.621883934+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:04:39.342984308+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"WebClient init failed: {}\", e)})\n }\n }\n }\n\n\n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eva","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:03:37.953657561+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:04:20.565741034+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | \n // ====== spf_web_select ======\n \"spf_web_select\" => {\n--\n\n // ====== spf_web_eval ======\n \"spf_web_eval\" => {\n--\n\n // ====== spf_web_design ======\n \"spf_web_design\" => {\n--\n\n // ====== spf_web_page ======\n \"spf_web_page\" => {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": output})\n }\n Err(e) => {\n session.record_failure(\"WebSearch\", &e);\n session.record_manifest(\"web_search\", gate_decision.complexity.c, \"ALLOWED\", None);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"tex","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T22:54:29.032935478+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-18T22:50:56.758929882+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T22:51:33.590754868+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | Some(browser) => {\n match browser.page_info() {\n Ok(info) => {\n session.record_manifest(\"web_page\", gate_decision.complexity.c, \"ALLOWED\", None);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": info})\n }\n Err(e) => {\n session.record_failure(\"WebPage\", &e);\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Edit] | ts=2026-03-18T22:45:06.106768662+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-03-18T22:44:48.497396377+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | Err(e) => {\n session.record_failure(\"WebAPI\", &e);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"WebClient init failed: {}\", e)})\n }\n }\n }\n\n\n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T22:43:44.965658797+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | // REMOVED: spf_web_screenshot handler (CDP)\n // SCAN_MARKER_START — remove all remaining CDP handlers below\n Some(browser) => {\n--\n\n // ====== spf_notebook_edit ======\n \"spf_notebook_edit\" => {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T22:35:15.462976960+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T22:27:10.534087249+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | session.record_failure(\"WebAPI\", &e);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"WebClient init failed: {}\", e)})\n }\n }\n }\n\n\n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T21:52:26.279704451+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T21:48:27.177339386+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | \n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_design\" | \"spf_web_page\" => {\n json!({\"type\": \"text\", \"text\": \"Browser tools being upgraded to reverse proxy engine. Coming in WB-2e.\"})\n json!","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T21:47:49.392570390+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T21:47:13.654927070+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T21:46:57.967722961+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T21:46:34.753181043+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned | }\n\n // ====== spf_notebook_edit ======\n \"spf_notebook_edit\" => {\n let notebook_path = args[\"notebook_path\"].as_str().unwrap_or(\"\");","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | session.record_action(\"WebDesign\", \"called\", None);\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n match bs.as_mut() {\n Some(browser) => {\n match browser.design() {\n Ok(brief) => {\n session.record_manifest(\"web_design\", gate_decision.complexity.c, \"ALLOWED\", None);\n let _ = storage.save_session(session);\n let text = serde_js","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-18T21:46:12.526783916+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | }\n\n // ====== spf_web_api ======\n \"spf_web_api\" => {\n let method = args[\"method\"].as_str().unwrap_or(\"GET\");\n let url = args[\"url\"].as_str().unwrap_or(\"\");\n let headers = args[\"headers\"].as_str().unwrap_or(\"\");\n let body = args[\"body\"].as_str().unwrap_or(\"\");\n\n session.record_action(\"WebAPI\", \"called\", None);\n match WebClient::new() {\n Ok(client) => {\n match client.api_reques","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Write,Grep] | ts=2026-03-18T21:41:11.213125594+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Grep,Edit] | ts=2026-03-18T21:40:50.035083883+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T21:40:38.228551492+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | json!({\n \"pattern\": {\"type\": \"string\", \"description\": \"Glob pattern to match files\"},\n \"path\": {\"type\": \"string\", \"description\": \"Directory to search in (default: current dir)\"}\n }),\n vec![\"pattern\"],\n ),\n tool_def(\n \"Grep\",\n \"Search file contents using regex. Built on ripgrep. SPFsmartGATE\",\n json!({\n \"pattern\": {\"type\": \"string\", \"description\": \"Regex pattern to search ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T21:39:58.257160049+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T21:24:30.066081236+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T21:16:02.755476065+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T21:15:43.123234614+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T21:14:46.851447188+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | \"Navigate browser to URL. Waits for page load. Returns page title and URL. Requires spf_web_connect first.\",\n \"Capture screenshot of current browser page. Saves PNG to LIVE/TMP/screenshots/. Returns file path for viewing.\",\n \"Click an element on the page by CSS selector. Dispatches mouse press+release at element center.\",\n \"Fill a text input on the page. Focuses element, clears existing value, types new text.\",\n \"Query DOM elements by CSS s","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T21:15:20.548659414+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | \n // ====== CDP BROWSER TOOLS (Block WB-1) ======\n tool_def(\n \"spf_web_connect\",\n \"Connect to Chrome/Chromium via CDP (Chrome DevTools Protocol) on localhost. Opens WebSocket to browser for page automation. Must call before other browser tools.\",\n json!({\n \"port\": {\"type\": \"integer\", \"description\": \"Chrome debug port (default: 9222)\", \"default\": 9222}\n }),\n vec![],","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | \"Extract design brief from current page: colors, fonts, spacing, components, images, forms. Uses computed styles for accuracy.\",\n json!({}),\n vec![],\n ),\n tool_def(\n \"spf_web_page\",\n \"Get structured page info: current URL, title, element counts, forms, links, images. Quick page overview for agents.\",\n json!({}),\n vec![],\n ),\n\n // ====== NOTEBOOK TOOL ======\n tool_def(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T21:14:26.092396883+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T21:13:58.291750487+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T21:13:42.965220806+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | json!({\n \"method\": {\"type\": \"string\", \"description\": \"HTTP method (GET, POST, PUT, DELETE, PATCH)\"},\n \"url\": {\"type\": \"string\", \"description\": \"API endpoint URL\"},\n--\n json!({\n \"port\": {\"type\": \"integer\", \"description\": \"Chrome debug port (default: 9222)\", \"default\": 9222}\n }),\n--\n\n // ====== NOTEBOOK TOOL ======\n tool_def(\n--\n \"spf_web_connect\" => {\n let port = args[\"port\"].as_u64().un","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T21:13:26.735732843+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | \"Make an API request. Returns status, headers, and response body.\",\n // ====== NOTEBOOK TOOL ======","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-18T21:13:08.850696600+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | ),\n tool_def(\n \"spf_web_api\",\n \"Make an API request. Returns status, headers, and response body.\",\n json!({\n--\n ),\n\n // ====== NOTEBOOK TOOL ======\n tool_def(\n \"spf_notebook_edit\",\n \"Edit a Jupyter notebook cell.\",\n json!({\n--\n \"brain_get_doc\" => \"spf_brain_get_doc\",\n \"web_search\" => \"spf_web_search\", \"web_fetch\" => \"spf_web_fetch\",\n \"web_download\" => \"spf_web_download\", \"we","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | /// CDP browser session state — persists across tool calls.\n/// Connects to Chrome/Chromium via WebSocket on localhost.\n/// Shared across all handlers via static Mutex (same pattern as CHAT_ENGINE).\nstatic BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n\nconst PROTOCOL_VERSION: &str = \"2024-11-05\";\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-18T21:12:56.454559105+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | tool_def(\n \"spf_web_connect\",\n \"Connect to Chrome/Chromium via CDP (Chrome DevTools Protocol) on localhost. Opens WebSocket to browser for page automation. Must call before other browser tools.\",\n json!({\n \"port\": {\"type\": \"integer\", \"description\": \"Chrome debug port (default: 9222)\", \"default\": 9222}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Bash,Grep,Bash] | ts=2026-03-18T21:12:45.041219890+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-18T21:12:19.986717973+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Bash,Grep,Glob] | ts=2026-03-18T21:11:54.319422097+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,Bash,Write] | ts=2026-03-18T21:09:10.950936066+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | /// Shared across all handlers via static Mutex (same pattern as CHAT_ENGINE).\nstatic BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n if bs.is_none() {\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n match bs.as_mut() {\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n match bs.as_mut() {\n--\n\n let mut bs =","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | static BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n \"spf_web_connect\",\n \"spf_web_navigate\",\n \"Navigate browser to URL. Waits for page load. Returns page title and URL. Requires spf_web_connect first.\",\n \"spf_web_screenshot\",\n \"spf_web_click\",\n \"spf_web_fill\",\n \"spf_web_select\",\n \"spf_web_eval\",\n \"spf_web_design\",\n \"spf_web_page","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-03-18T21:10:56.930093213+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Write,Write] | ts=2026-03-18T21:07:18.437314963+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-18T21:05:59.274628170+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Write,Read] | ts=2026-03-18T20:38:21.634006302+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Write,Read,Read] | ts=2026-03-18T19:35:03.413700273+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T16:04:43.109460350+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-18T13:10:34.212533414+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-18T13:10:07.918615299+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T13:09:38.082358071+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 541\t HeaderName::from_static(\"x-spf-sig\"),\n 542\t ]))\n 543\t // 3. 10MB body limit (matches original read_body limit)\n 544\t .layer(RequestBodyLimitLayer::new(10 * 1024 * 1024))\n 545\t // 4. Convert handler panics to 500 (innermost — uses ResponseForPanic, not Default)\n 546\t .layer(CatchPanicLayer::new());\n 547\t\n 548\t Router::new()\n 549\t // Public rou","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 491\t }\n 492\t }\n 493\t\n 494\t eprintln!(\"[SPF-WS] Client disconnected\");\n 495\t}\n 496\t\n 497\t// ============================================================================\n 498\t// HTTP SERVER\n 499\t// ============================================================================\n 500\t\n 501\t/// Scan for an available port starting at preferred.\n 502\t/// Tries preferred..=preferred+1000. Retur","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-18T13:09:27.547022971+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-18T13:09:17.653517089+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | \n/// GET /ws — WebSocket upgrade, requires auth on the HTTP upgrade request.\n/// Once upgraded, the connection is authenticated for its lifetime.\nasync fn ws_handler(\n State(app): State,\n headers: HeaderMap,\n ws: WebSocketUpgrade,\n--\n\n/// WebSocket message loop — each text message is a JSON-RPC request.\n/// Same dispatch path as POST /mcp/v1 but persistent connection.\nasync fn handle_ws(mut socket: WebSocket, state: Arc) {\n eprintln!(\"[SPF-WS] Client connected\"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 581\t rustls::crypto::ring::default_provider().install_default().ok();\n 582\t\n 583\t // SEC-4: Environment variable override for API key.\n 584\t // SPF_API_KEY env var takes priority over identity-derived key.\n 585\t // Process-scoped: not readable from JSON config files by AI agents.\n 586\t let api_key = match std::env::var(\"SPF_API_KEY\") {\n 587\t Ok(env_key) if !env_key.is_empty() => {\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | .layer(CatchPanicLayer::new());\n\n Router::new()\n // Public routes — no auth\n .route(\"/health\", get(health_handler))\n // Protected routes — auth checked in each handler\n .route(\"/status\", get(status_handler))\n .route(\"/tools\", get(tools_handler))\n .route(\"/mcp/v1\", post(mcp_handler))\n // WebSocket — auth on upgrade request\n .route(\"/ws\", get(ws_handler))\n // CORS — browser clients (ecommerce, web dashboards)\n .layer(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T13:02:17.155216677+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 81\t pub trusted_keys: HashSet,\n 82\t pub auth_mode: String,\n 83\t pub nonce_cache: Mutex>,\n 84\t pub listeners: Vec>,\n 85\t /// Mesh endpoint handle for outbound peer calls (None if mesh disabled)\n 86\t pub mesh_tx: Option>,\n 87\t /// Peer info with addresses f","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T12:53:30.349578024+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T12:53:17.042103341+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T12:53:12.683063708+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-18T12:53:01.559275691+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | // === CDP BROWSER (Block WB-1) ===\n \"web_connect\" | \"spf_web_connect\" => (10, 1, 0, 1),\n \"web_navigate\" | \"spf_web_navigate\" => (20, 3, 0, 1),\n \"web_screenshot\" | \"spf_web_screenshot\" => (15, 2, 0, 1),\n \"web_click\" | \"spf_web_click\" => (10, 1, 0, 1),\n \"web_fill\" | \"spf_web_fill\" => (10, 1, 0, 1),\n \"web_select\" | \"spf_web_select\" => (10, 1, 0, 1),\n \"web_eval\" | \"spf_web_eval\" => (15, 2, 0, 1),\n \"web_design\" | \"spf_web_design\" => (15","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n \"spf_web_fetch\" | \"spf_web_api\" | \"spf_web_navigate\"\n => validate::validate_url(params, config),\n--\n \"spf_api_session\" |\n \"spf_web_connect\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_design\" | \"spf_web_page\"\n => validate::ValidationResult::ok(),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | /// Shared across all handlers via static Mutex (same pattern as CHAT_ENGINE).\nstatic BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n if bs.is_none() {\n *bs = Some(crate::browser::BrowserSession::new());\n }\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n match bs.as_mut() {\n--\n\n let mut bs = BROWSER_SESS","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T12:52:54.226200850+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:use tungstenite::{connect, stream::MaybeTlsStream, Message, WebSocket};\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs: use base64::Engine;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T12:52:01.319428787+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Write] | ts=2026-03-18T12:51:56.714221080+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 1\t// SPF Smart Gateway - HTTP API Server Transport\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t// GET /health — Health che","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Write,spf_web_fetch] | ts=2026-03-18T12:50:48.334017356+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (156 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,spf_web_fetch,spf_web_fetch] | ts=2026-03-18T12:50:35.497173767+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_fetch] | ts=2026-03-18T12:47:49.627666487+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_search] | ts=2026-03-18T12:10:43.097686347+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_search] | ts=2026-03-18T12:10:06.639910892+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_search,spf_web_search,spf_web_fetch] | ts=2026-03-18T12:08:12.006802654+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | Fetched https://book.servo.org/building/android.html (29478 bytes, text/html; charset=utf-8)\nPrompt: How to build Servo for Android? What are the exact steps, dependencies, and requirements? Can it be built as a library for embedding?\n\n\n\n\n## Keyboard shortcuts\n\nPress ← or → to navigate between chapters\n\nPress S or / to search in the book\n\nPress ? to show this help\n\nPress Esc to hide this help\n\n\n\n\n\n\n\n\n\n* Auto\n* Light\n* Rust\n* Coal\n* ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_web_fetch] | ts=2026-03-18T12:08:05.058339532+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | Fetched https://servo.org/blog/2024/09/20/devtools/ (17785 bytes, text/html; charset=utf-8)\nPrompt: What DevTools protocol does Servo support? Does it support CDP? How does remote debugging work with Servo?\n\n[ [Reviving the devtools support in Servo] ][1] \n\n[ Get Involved ][2]\n[ Contributing ][3] [ Servo Book ][4] [ WPT pass rates ][5] [ Code of Conduct ][6]\n[ Download ][7] [ Blog ][8] [ Demos ][9]\n[ About ][10]\n[ About Servo ][11] [ Made with Servo ][12] [ Governance ][13] [ Sponsorship ][14]\n[","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | Fetched https://book.servo.org/building/building.html (30705 bytes, text/html; charset=utf-8)\nPrompt: What are the build requirements for Servo? How to build for Android? What dependencies does it need? Can it be built as a library?\n\n\n\n\n## Keyboard shortcuts\n\nPress ← or → to navigate between chapters\n\nPress S or / to search in the book\n\nPress ? to show this help\n\nPress Esc to hide this help\n\n\n\n\n\n\n\n\n\n* Auto\n* Light\n* Rust\n* Coal\n* Na","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | Search 'Servo browser remote debugging devtools protocol CDP support' via duckduckgo (10 results):\n\n1. \n https://github.com/openclaw/openclaw/issues/48852\n \n\n2. \n https://learn.microsoft.com/en-us/microsoft-edge/devtools/protocol/\n \n\n3. \n https://servo.org/blog/2024/09/20/devtools/\n \n\n4. \n https://chromedevtools.github.io/devtools-protocol/\n \n\n5. \n https://webdriver.io/docs/devtools-service/\n \n\n6. \n https://book.servo.org/contributing/devtools.html\n \n\n7. \n https://githu","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_search] | ts=2026-03-18T12:07:27.494903713+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_search,spf_web_search,spf_web_search] | ts=2026-03-18T12:06:30.433663891+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_search] | ts=2026-03-18T12:07:04.320903982+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | Fetched https://servo.org/download/ (20471 bytes, text/html; charset=utf-8)\nPrompt: What platforms does Servo support for download? Is Android/aarch64 supported? What are the build requirements?\n\n[ [Download] ][1] \n\n[ Get Involved ][2]\n[ Contributing ][3] [ Servo Book ][4] [ WPT pass rates ][5] [ Code of Conduct ][6]\n[ Download ][7] [ Blog ][8] [ Demos ][9]\n[ About ][10]\n[ About Servo ][11] [ Made with Servo ][12] [ Governance ][13] [ Sponsorship ][14]\n[ ][15] [ ][16] [ ][17] [ ][18]\n\n\n\n# Downlo","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | Search 'rust headless browser chromium cef embedding crate cargo no GUI' via duckduckgo (10 results):\n\n1. \n https://docs.rs/headless_chrome/latest/headless_chrome/\n \n\n2. \n https://deepwiki.com/tauri-apps/cef-rs\n \n\n3. \n https://codesandbox.io/p/github/feynon/rust-headless-chrome\n \n\n4. \n https://github.com/rust-headless-chrome/rust-headless-chrome\n \n\n5. \n https://github.com/hytopiagg/cef-ui\n \n\n6. \n https://deepwiki.com/rust-headless-chrome/rust-headless-chrome\n \n\n7. \n htt","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_search,spf_web_search,Bash] | ts=2026-03-18T12:06:18.392056864+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | Fetched https://www.phoronix.com/news/Servo-Embed-API-2025-Progress (78208 bytes, text/html; charset=UTF-8)\nPrompt: What is Servo's embedding API status? Can it be used as a library? What platforms does it support? Android support?\n\n\n\n[[Phoronix]][1]\n\n\n\n\n* [Articles & Reviews][2]\n* [News Archive][3]\n* [Forums][4]\n* [Premium Ad-Free][5]\n* [Contact][6]\n* Popular Categories\n* Close\n\n\n\n* [Articles & Reviews][7]\n* [News Archive][8]\n* [Forums][9]\n* [Premium][10]\n* [Contact][11]\n* Categories\n \n [Comp","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_web_connect] | ts=2026-03-18T12:06:08.455896243+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | Search 'Servo engine Android aarch64 build compile cross-compile' via duckduckgo (10 results):\n\n1. \n https://gist.github.com/Abyss-W4tcher/f1833623c975193446315d48c106750e\n \n\n2. \n https://embedded-sbc.com/posts/linux-cross-compilation/\n \n\n3. \n https://xkfan.github.io/cross-toolchain/aarch64.html\n \n\n4. \n https://wiki.gentoo.org/wiki/Android/SharkBait/Building_a_toolchain_for_aarch64-linux-android\n \n\n5. \n https://developer.android.com/ndk/guides/other_build_systems\n \n\n6. \n ht","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_search,Bash,Bash] | ts=2026-03-18T12:06:13.704703481+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | Search 'Rust headless browser engine lightweight alternative servo crate 2025' via duckduckgo (10 results):\n\n1. \n https://dev.to/lovestaco/servo-the-exp-web-browser-engine-written-in-rust-4ehe\n \n\n2. \n https://www.theregister.com/2025/11/18/servo_002_arrives/\n \n\n3. \n https://www.techreviewer.com/developer-news/2025-10-21-servos-v001-release-sparks-new-hope-for-web-engine-diversity/\n \n\n4. \n https://servo.org/?from=body\n \n\n5. \n https://www.spacebar.news/servo-undercover-web-browse","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_search, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | Search 'Servo browser engine Rust embed library headless 2025 2026 crate' via duckduckgo (10 results):\n\n1. \n https://github.com/servo/servo\n \n\n2. \n https://servo.org/\n \n\n3. \n https://dev.to/lovestaco/servo-the-exp-web-browser-engine-written-in-rust-4ehe\n \n\n4. \n https://www.phoronix.com/news/Servo-Embed-API-2025-Progress\n \n\n5. \n https://doc.servo.org/servo/index.html\n \n\n6. \n https://servo.org/download/\n \n\n7. \n https://github.com/servo\n \n\n8. \n https://github.com/salew","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,spf_web_connect,spf_web_connect] | ts=2026-03-18T11:52:34.339683220+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_connect] | ts=2026-03-18T11:50:16.769175148+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-18T11:46:54.305015069+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T11:32:53.266437838+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T11:24:36.463375423+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T11:11:41.981996916+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-18T11:11:32.009342441+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-18T11:11:19.684010362+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | #[cfg(not(target_os = \"android\"))]\nfn start_android_bridge(_tcp_port: u16) -> Result {\n Err(\"Android bridge not needed on this platform — Chrome should listen on TCP directly\".to_string())\n}\n\n--\n /// On Android: if TCP fails, auto-bridges Chrome's Unix socket to TCP.\n pub fn connect(port: u16) -> Result<(Self, bool), String> {\n // Try TCP first (works on desktop, or if bridge already running)\n match Self::discover(port) {\n Ok(ws_url) => {\n--\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | \n std::thread::sleep(std::time::Duration::from_millis(50));\n Ok(tcp_port)\n}\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:11:08.119092815+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-18T11:10:58.014861204+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1089 lines)\n 104\t std::thread::spawn(move || {\n 105\t // Open fresh Unix socket to Chrome for this connection\n 106\t let fd = match connect_chrome() {\n 107\t Ok(fd) => fd,\n 108\t Err(_) => return,\n 109\t };\n 110\t let unix_read: std::os::unix::net::UnixStre","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-18T11:10:48.847869489+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1089 lines)\n 97\t // Chrome is available — start TCP listener and bridge thread\n 98\t let listener = std::net::TcpListener::bind(format!(\"127.0.0.1:{}\", tcp_port))\n 99\t .map_err(|e| format!(\"TCP bind on port {} failed: {}\", tcp_port, e))?;\n 100\t\n 101\t std::thread::spawn(move || {\n 102\t for stream in listener.incoming() {\n 103\t if let Ok(tcp_stream) = ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T11:10:35.489484077+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-18T11:10:25.319933196+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1089 lines)\n 89\t Err(e) => { last_err = e; }\n 90\t }\n 91\t }\n 92\t let socket_name = found_name.ok_or_else(|| {\n 93\t format!(\"No browser DevTools socket found. Tried {} sockets. Last: {}\", \n 94\t KNOWN_SOCKETS.len(), last_err)\n 95\t })?;\n 96\t\n 97\t // Chrome is available — start TCP listener and bridge thread\n 98\t let listene","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:09:57.359662998+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-18T11:10:09.570326327+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 70\t\n 71\t // Test if Chrome's abstract socket is available\n 72\t let test_fd = connect_chrome()?;\n 73\t unsafe { close(test_fd); }\n 74\t\n 75\t // Chrome is available — start TCP listener and bridge thread\n 76\t let listener = std::net::TcpListener::bind(format!(\"127.0.0.1:{}\", tcp_port))\n 77\t .map_err(|e| format!(\"TCP bind on port {} failed: {}\", tcp_port, e))?;\n 78\t\n 79","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:09:40.680886546+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:06:17.712368498+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:05:59.276840068+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 58\t let fd = unsafe { socket(AF_UNIX, SOCK_STREAM, 0) };\n 59\t if fd < 0 {\n 60\t return Err(\"Failed to create Unix socket\".to_string());\n 61\t }\n 62\t let (addr, addr_len) = chrome_addr();\n 63\t let result = unsafe { connect(fd, addr.as_ptr(), addr_len) };\n 64\t if result < 0 {\n 65\t unsafe { close(fd); }\n 66\t return Err(\"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:05:43.809524553+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 37\t\n 38\t // Build abstract socket address: [AF_UNIX (2 bytes)] [0x00] [name bytes]\n 39\t // This is the raw sockaddr_un layout on Linux/Android.\n 40\t fn chrome_addr() -> ([u8; 128], u32) {\n 41\t let name = b\"chrome_devtools_remote\";\n 42\t let mut buf = [0u8; 128];\n 43\t // sun_family = AF_UNIX (1) as little-endian u16\n 44\t buf[0] = AF_UNIX as u8;\n 45\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-18T11:05:32.379578255+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 26\t use std::os::unix::io::FromRawFd;\n 27\t\n 28\t // Inline FFI — uses symbols already linked through transitive deps (lmdb-sys, etc.)\n 29\t // No libc crate dependency needed.\n 30\t const AF_UNIX: i32 = 1;\n 31\t const SOCK_STREAM: i32 = 1;\n 32\t extern \"C\" {\n 33\t fn socket(domain: i32, ty: i32, protocol: i32) -> i32;\n 34\t fn connect(fd: i32, addr: *const u8, len:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 16\t// ============================================================================\n 17\t\n 18\t/// Bridge Chrome's Android abstract Unix socket to a TCP port.\n 19\t/// Chrome on Android exposes CDP via `@chrome_devtools_remote` abstract socket.\n 20\t/// This function spawns a background thread that listens on TCP localhost\n 21\t/// and forwards bytes to/from the Unix socket. Pure Rust — no external binar","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-18T11:03:01.886726802+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Bash,Read] | ts=2026-03-18T11:02:33.330135824+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Bash,Read,Grep] | ts=2026-03-18T11:02:23.031179161+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 51\t }\n 52\t // Length: 2 (family) + 1 (null) + name.len()\n 53\t let len = (2 + 1 + name.len()) as u32;\n 54\t (buf, len)\n 55\t }\n 56\t\n 57\t fn connect_chrome() -> Result {\n 58\t let fd = unsafe { socket(AF_UNIX, SOCK_STREAM, 0) };\n 59\t if fd < 0 {\n 60\t return Err(\"Failed to create Unix socket\".to_string());\n 61\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-18T11:02:14.550925779+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | /// Chrome on Android exposes CDP via `@chrome_devtools_remote` abstract socket.\nfn start_android_bridge(tcp_port: u16) -> Result {\n fn chrome_addr() -> ([u8; 128], u32) {\n let name = b\"chrome_devtools_remote\";\n fn connect_chrome() -> Result {\nfn start_android_bridge(_tcp_port: u16) -> Result {\n match start_android_bridge(port) {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 983\t}\n 984\t\n 985\t// ============================================================================\n 986\t// TESTS\n 987\t// ============================================================================\n 988\t\n 989\t#[cfg(test)]\n 990\tmod tests {\n 991\t use super::*;\n 992\t\n 993\t #[test]\n 994\t fn test_strip_html_tags() {\n 995\t assert_eq!(strip_html_tags(\"hello world\"), \"hello wor","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T11:01:44.981602769+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-18T11:01:32.543738972+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-18T11:01:38.932776834+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | #[cfg(target_os = \"android\")]\nfn start_android_bridge(tcp_port: u16) -> Result {\n#[cfg(not(target_os = \"android\"))]\nfn start_android_bridge(_tcp_port: u16) -> Result {\n#[cfg(test)]","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1067 lines)\n 969\t let mut collapsed = String::new();\n 970\t let mut prev_space = false;\n 971\t for ch in result.chars() {\n 972\t if ch.is_whitespace() {\n 973\t if !prev_space {\n 974\t collapsed.push(' ');\n 975\t prev_space = true;\n 976\t }\n 977\t } else {\n 978\t collapsed.push(ch);\n 979\t pre","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | fn start_android_bridge(tcp_port: u16) -> Result {\nfn start_android_bridge(_tcp_port: u16) -> Result {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-18T11:01:08.095480596+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1067 lines)\n 951\t\n 952\t// ============================================================================\n 953\t// HELPERS\n 954\t// ============================================================================\n 955\t\n 956\t/// Strip HTML tags from a string — simple approach for text extraction.\n 957\tfn strip_html_tags(html: &str) -> String {\n 958\t let mut result = String::new();\n 959\t ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-18T11:00:22.128543530+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1067 lines)\n 831\t\n 832\t /// Get design brief from current page.\n 833\t pub fn design(&mut self) -> Result {\n 834\t let client = self.client.as_mut()\n 835\t .ok_or(\"Not connected. Run spf_web_connect first.\")?;\n 836\t client.design_brief()\n 837\t }\n 838\t\n 839\t /// Get structured page overview (text format for agent).\n 840\t pu","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T10:43:07.173233143+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-18T10:42:46.622812318+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | let result = unsafe { connect(fd, addr.as_ptr(), addr_len) };\n if result < 0 {\n unsafe { close(fd); }\n return Err(\"Chrome not running or DevTools not enabled. Open Chrome on the device.\".to_string());\n }\n Ok(fd)\n }\n--\n }\n Err(bridge_err) => {\n return Err(format!(\n \"CDP connect failed. TCP port {} not responding. {}\", port, bridge_err\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 171\t\n 172\t /// Connect to Chrome CDP via WebSocket URL.\n 173\t pub fn connect_ws(ws_url: &str) -> Result {\n 174\t let (socket, _response) = connect(ws_url)\n 175\t .map_err(|e| format!(\"CDP WebSocket connect failed: {}\", e))?;\n 176\t\n 177\t Ok(Self {\n 178\t socket,\n 179\t next_id: 1,\n 180\t })\n 181\t }\n 182\t\n 183\t /// Dis","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,spf_web_connect] | ts=2026-03-18T10:42:28.512063575+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 161\t }\n 162\t\n 163\t let body: Value = resp.json()\n 164\t .map_err(|e| format!(\"CDP version parse failed: {}\", e))?;\n 165\t\n 166\t body[\"webSocketDebuggerUrl\"]\n 167\t .as_str()\n 168\t .map(String::from)\n 169\t .ok_or_else(|| \"CDP response missing webSocketDebuggerUrl field\".to_string())\n 170\t }\n 171\t\n 172\t /// Connect to Chrome CD","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,spf_web_connect,Bash] | ts=2026-03-18T10:42:04.615506344+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 201\t }\n 202\t Err(bridge_err) => {\n 203\t return Err(format!(\n 204\t \"CDP connect failed. TCP port {} not responding. {}\", port, bridge_err\n 205\t ));\n 206\t }\n 207\t }\n 208\t }\n 209\t }\n 210\t }\n 211\t\n 212\t /// Send a CDP command and ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n\n/// Bridge Chrome's Android abstract Unix socket to a TCP port.\n/// Chrome on Android exposes CDP via `@chrome_devtools_remote` abstract socket.\n/// This function spawns a background thread that listens on TCP localhost\n/// and forwards bytes to/from the Unix socket. Pure Rust — no external binaries.\n--\n }\n\n // Build abstract socket address: [AF_UNIX (2 bytes)] [0x00] [name bytes]\n // This is the raw sockad","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_connect,Bash,Bash] | ts=2026-03-18T10:41:48.133319267+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-18T10:40:17.438611750+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_web_connect] | ts=2026-03-18T10:33:48.555026377+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Bash,spf_web_connect,spf_web_connect] | ts=2026-03-18T10:33:40.340889141+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_web_connect,spf_web_connect,Bash] | ts=2026-03-18T10:33:31.264697374+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_connect,Bash,Grep] | ts=2026-03-18T10:33:02.850608582+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Grep] | ts=2026-03-18T10:31:58.892004180+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | const SOCK_STREAM: i32 = 1;\n extern \"C\" {\n fn socket(domain: i32, ty: i32, protocol: i32) -> i32;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-18T10:31:17.513362008+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T10:11:30.248402721+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-18T09:50:53.546008558+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T09:50:31.727922524+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | /// Returns Ok(port) on success, Err if Chrome socket not available.\n#[cfg(target_os = \"android\")]\nfn start_android_bridge(tcp_port: u16) -> Result {\n use std::io::{Read, Write};\n use std::os::unix::io::FromRawFd;\n--\n const AF_UNIX: i32 = 1;\n const SOCK_STREAM: i32 = 1;\n extern \"C\" {\n fn socket(domain: i32, ty: i32, protocol: i32) -> i32;\n fn connect(fd: i32, addr: *const u8, len: u32) -> i32;\n fn close(fd: i32) -> i32;\n }\n--\n }\n\n fn conn","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | /// Returns Ok(port) on success, Err if Chrome socket not available.\n#[cfg(target_os = \"android\")]\nfn start_android_bridge(tcp_port: u16) -> Result {\n use std::io::{Read, Write};\n\n // Test if Chrome's abstract socket is available\n let test_fd = unsafe { libc::socket(libc::AF_UNIX, libc::SOCK_STREAM, 0) };\n if test_fd < 0 {\n return Err(\"Failed to create Unix socket\".to_string());\n--\n\n let socket_name = b\"chrome_devtools_remote\";\n let mut addr: libc::sockaddr_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-18T09:49:47.642262385+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Bash] | ts=2026-03-18T09:49:32.226935984+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1073 lines)\n 921\t .find(|(k, _)| k == \"alt\")\n 922\t .map(|(_, v)| v.as_str())\n 923\t .unwrap_or(\"\");\n 924\t output.push_str(&format!(\"[{}] {} (alt: \\\"{}\\\")\\n\", i, src, alt));\n 925\t }\n 926\t output.push('\\n');\n 927\t }\n 928\t\n 929\t Ok(output)\n 930\t }\n 931\t\n 932\t /// Go back in history.\n 933\t pub","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1073 lines)\n 1\t// SPF Smart Gateway - CDP Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Chrome DevTools Protocol client for agent web interaction.\n 5\t// Connects to Chrome/Chromium via WebSocket on localhost.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Bash,Edit] | ts=2026-03-18T09:49:04.094592453+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1067 lines)\n 917\t .unwrap_or(\"\");\n 918\t output.push_str(&format!(\"[{}] {} (alt: \\\"{}\\\")\\n\", i, src, alt));\n 919\t }\n 920\t output.push('\\n');\n 921\t }\n 922\t\n 923\t Ok(output)\n 924\t }\n 925\t\n 926\t /// Go back in history.\n 927\t pub fn back(&mut self) -> Result {\n 928\t let prev = sel","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Edit,Edit] | ts=2026-03-18T09:46:43.322358861+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T09:32:49.232249284+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-18T09:32:32.865927571+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-18T09:32:13.148378256+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,spf_web_connect] | ts=2026-03-18T09:22:54.941738833+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,spf_web_connect,Grep] | ts=2026-03-18T09:15:29.845887545+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_connect,Grep] | ts=2026-03-18T09:14:59.491498546+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (917 lines)\n 591\t screenshot_count: u32,\n 592\t cdp_port: u16,\n 593\t}\n 594\t\n 595\timpl BrowserSession {\n 596\t pub fn new() -> Self {\n 597\t let screenshots_dir = format!(\n 598\t \"{}/LIVE/TMP/screenshots\",\n 599\t crate::paths::spf_root().display()\n 600\t );\n 601\t Self {\n 602\t client: None,\n 603\t current_url: ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (917 lines)\n 1\t// SPF Smart Gateway - CDP Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Chrome DevTools Protocol client for agent web interaction.\n 5\t// Connects to Chrome/Chromium via WebSocket on localhost.\n 6\t// All URLs validated through web::validate_url() for SSRF protection.\n 7\t// Blocking API — matches SPF MCP handler pattern.\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep] | ts=2026-03-18T09:06:13.245150257+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-18T09:05:57.217135211+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_connect] | ts=2026-03-18T08:41:33.161575509+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | `)}function qUq(A){if(A)process.env.DEBUG=A;else delete process.env.DEBUG}function KUq(){return process.env.DEBUG}function YUq(A){A.inspectOpts={};let q=Object.keys(QoA.inspectOpts);for(let K=0;Kq.trim()).join(\" \")};FoA.O=function(A){return this.inspectOpts.colors=this.use","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Read,Glob] | ts=2026-03-18T08:29:41.707421666+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Glob,Bash] | ts=2026-03-18T08:29:33.075048180+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Bash,Read] | ts=2026-03-18T08:29:24.869160370+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SWARMagents/2/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/cli.js","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Bash,Read,Bash] | ts=2026-03-18T08:27:21.937420053+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Read,Bash,Bash] | ts=2026-03-18T08:27:13.879060837+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/errno-0.3.14/clippy.toml\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/httparse-1.10.1/clippy.toml\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/hyper-rustls-0.27.7/example","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Bash,Glob] | ts=2026-03-18T08:27:04.625122195+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,Glob,Edit] | ts=2026-03-18T08:23:24.467416602+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T08:04:14.951711051+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Grep,Read] | ts=2026-03-18T08:03:12.670546231+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-18T08:01:49.839143033+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-18T08:01:22.696586897+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-18T07:59:58.437481773+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | \"rag_bandwidth_status\" | \"spf_rag_bandwidth_status\" |\n \"rag_list_feeds\" | \"spf_rag_list_feeds\" |\n \"rag_pending_searches\" | \"spf_rag_pending_searches\" => (8, 1, 0, 1),\n\n // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),\n\n // === NOTEBOOK ===\n \"notebook_edit\" | \"spf_notebook_edit\" => (15, 2, 0, 1),\n\n // === STATUS (low complexity) ===\n \"status\" | \"spf_s","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate.rs (487 lines)\n 1\t// SPF Smart Gateway - Gate (Primary Enforcement Point)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-18T07:57:01.656326060+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (487 lines)\n 101\t) -> GateDecision {\n 102\t\n 103\t // ── STEP 0: SOURCE LOGGING ────────────────────────────────────────────────\n 104\t // Log source identity for training pipeline. FLINT has full tool access —\n 105\t // same permissions as Stdio. All calls still pass through validation below.\n 106\t if let Source::Transformer { ref role, ref model_id } = source {\n 107\t eprintln!(\"[GATE] Source::Transform","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-18T07:56:21.622432169+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:56:02.597112645+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (487 lines)\n 1\t// SPF Smart Gateway - Gate (Primary Enforcement Point)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// Build Anchor protocol, content","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | ),\n _ => validate::ValidationResult::ok(),\n }\n--\n \"spf_pool_status\" | \"spf_pool_assign\" | \"spf_pool_release\"\n => validate::ValidationResult::ok(),\n // DEFAULT DENY — unknown tools blocked until explicitly added\n--\n }\n _ => validate::ValidationResult::ok(),\n };","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:54:28.689890805+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | // Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n// Enforcement: compiled validation rules, write whitelist, path blocking,\n// Build Anchor protocol, content inspection. No runtime config bypass.\n//\n// REFACTOR: Source-aware gate — source: &Source added to process().\n--\n/// Called BEFORE handle_tool_call on every path — gate is the door","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:54:14.873852373+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:54:01.262956962+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | pub bash_simple: ToolWeight,\n pub read: ToolWeight,\n pub search: ToolWeight,\n pub unknown: ToolWeight,\n}\n\n#[derive(Debug, Clone, Serialize, Deserialize)]\n--\n bash_simple: ToolWeight { basic: 10, dependencies: 1, complex: 0, files: 1 },\n read: ToolWeight { basic: 5, dependencies: 1, complex: 0, files: 1 },\n search: ToolWeight { basic: 8, dependencies: 2, complex: 0, files: 1 },\n unknown: ToolWeight { basic: 20, dependencies:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned | \"calculate\" | \"spf_calculate\" => (5, 0, 0, 1),\n\n // === UNKNOWN — default high for safety ===\n _ => {\n let w = &config.complexity_weights.unknown;\n (w.basic, w.dependencies, w.complex, w.files)\n }","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:53:35.367354472+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_web_connect] | ts=2026-03-18T07:51:44.006696129+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned | \n // === NOTEBOOK ===\n \"notebook_edit\" | \"spf_notebook_edit\" => (15, 2, 0, 1),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_web_connect,spf_web_connect] | ts=2026-03-18T07:51:32.167835091+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_connect,spf_web_connect] | ts=2026-03-18T07:51:11.890322443+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | \"rag_pending_searches\" | \"spf_rag_pending_searches\" => (8, 1, 0, 1),\n\n // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | \"rag_pending_searches\" | \"spf_rag_pending_searches\" => (8, 1, 0, 1),\n\n // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),\n\n // === NOTEBOOK ===\n \"notebook_edit\" | \"spf_notebook_edit\" => (15, 2, 0, 1),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_connect source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_web_connect] | ts=2026-03-18T07:47:15.661261283+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Bash] | ts=2026-03-18T07:28:22.623772132+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Bash,Bash] | ts=2026-03-18T07:28:08.675037710+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,Grep] | ts=2026-03-18T07:24:18.700322902+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-18T07:20:44.693188088+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:20:34.465781738+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:20:14.726044714+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | ];\n // ====== TRANSFORMER TOOLS (Block K) ======\n tools.extend(crate::transformer_tools::tool_definitions());\n tools\n}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:19:46.977841131+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | \"Read\",\n \"Write\",\n \"Edit\",\n \"Bash\",\n \"Glob\",\n \"Grep\",\n/// Enables Qwen and other LLMs to call tools without \"spf_\" prefix.\n \"read\" => \"Read\", \"write\" => \"Write\", \"edit\" => \"Edit\",\n \"bash\" => \"Bash\", \"glob\" => \"Glob\", \"grep\" => \"Grep\",\n \"spf_read\" | \"Read\" => {\n session.record_action(\"Read\", \"success\", Some(file_path));\n session.record_action(\"Read\", \"failed\", Some(file_pa","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:01:12.907755254+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | \"name\": \"spf_transformer_status\",\n \"name\": \"spf_transformer_infer\",\n \"name\": \"spf_transformer_chat\",\n \"name\": \"spf_transformer_train\",\n \"name\": \"spf_transformer_metrics\",\n \"name\": \"spf_flint_train_evil\",\n \"name\": \"spf_flint_train_good\",","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,spf_transformer_status] | ts=2026-03-18T07:00:56.048798333+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | crate::train::AdamWConfig { lr: config.learning_rate as f32, ..Default::default() },\n ¶m_sizes,\n ))\n } else {\n None\n };\n\n Self {\n model,\n config: config.clone(),\n training_step: 0,\n last_checkpoint: String::new(),\n is_training: false,\n total_loss: 0.0,\n batches_completed: 0,\n gate_alignment: 0.0,\n role: role.to_string(),\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,spf_transformer_status,spf_status] | ts=2026-03-18T07:00:23.987258241+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_transformer_status,spf_status,Write] | ts=2026-03-18T07:00:06.306572675+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_status,Write,Edit] | ts=2026-03-18T06:56:06.038519433+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Edit,Edit] | ts=2026-03-18T06:56:02.044382612+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T06:43:23.192784672+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T06:39:48.671960119+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T06:39:54.696754023+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-18T06:37:35.810696575+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Grep,Bash] | ts=2026-03-18T06:39:42.749593975+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-18T06:37:53.464598183+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | // DATA TYPES\n// ============================================================================\n\n#[derive(Debug, Clone)]\npub struct NavigateResult {\n pub frame_id: String,\n pub title: String,\n}\n\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct ElementInfo {\n pub node_id: i32,\n pub tag: String,\n pub id: Option,\n pub class: Option,\n pub text: String,\n pub href: Option,\n pub src: Option,\n pub attributes: Vec<(String, String)>,\n}\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T06:25:58.088050696+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T06:25:47.499190804+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | static BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T06:25:18.875752534+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T06:02:23.336373163+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T06:05:26.397774655+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T06:05:00.120430759+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T06:16:02.827585819+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T06:01:36.621885680+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T06:00:38.481573307+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | (Some(tx), Some(rx))\n } else {\n (None, None)\n };\n\n // Build listeners before ServerState (need config ref before move)\n let (listeners, collector_arc) = build_listeners(&config, &transformer_config);\n\n // Wire collector into TransformerState so handle_train() can drain signals\n if let Some(ref collector) = collector_arc {\n let mut t_state = transformer.write().unwrap();\n t_state.collector = Some(collector.clone());\n }\n\n // Build ServerState\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use ed25519_dalek::{Signature, Verifier, VerifyingKey};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use serde_json::{json, Value};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use sha2::{Sha256, Digest};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use std::collections::{HashMap, HashSet};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use std::sync::{Arc, Mutex};\n/data/data/com.termux/fi","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T05:58:31.758948459+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-18T05:56:43.164757824+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-18T05:43:22.857467191+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-18T05:43:03.442520428+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-18T05:52:50.208883590+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned | // ====== spf_web_fetch ======\n \"spf_web_fetch\" => {\n let url = args[\"url\"].as_str().unwrap_or(\"\");\n--\n // ====== spf_web_search ======\n \"spf_web_search\" => {\n let query = args[\"query\"].as_str().unwrap_or(\"\");\n--\n // ====== spf_web_download ======\n \"spf_web_download\" => {\n let url = args[\"url\"].as_str().unwrap_or(\"\");\n--\n // ====== spf_web_api ======\n \"spf_web_api\" => {\n let method = args[\"method","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T05:32:33.491528220+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-18T05:33:10.370848935+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | tool_def(\n \"spf_web_search\",\n \"Search the web for information. Uses Brave API if BRAVE_API_KEY set, otherwise DuckDuckGo.\",\n--\n tool_def(\n \"spf_web_api\",\n \"Make an API request. Returns status, headers, and response body.\",\n--\n/// Enables Qwen and other LLMs to call tools without \"spf_\" prefix.\n/// Called at the start of handle_tool_call() to normalize incoming names.\n/// Additive-only — existing callers unaffected. Zero breaking changes.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-18T05:33:43.308201944+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | category: args[\"category\"].as_str().map(String::from),\n text: args[\"text\"].as_str().map(String::from),\n collection: args[\"collection\"].as_str().map(String::from),\n title: args[\"title\"].as_str().map(String::from),\n limit: args[\"limit\"].as_u64(),\n tool_name: args[\"tool_name\"].as_str().map(String::from),\n reason: args[\"reason\"].as_str().map(String::from),\n peer_key: args[\"peer_key\"].as_str().map(String::from),\n message: args[\"message\"]","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T05:28:27.076773054+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-03-18T05:27:27.202837191+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T05:27:41.311231717+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-03-18T05:24:38.933800381+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-03-18T05:20:54.111876404+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (4935 lines)\n 1\t// SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::config","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | use crate::http::ServerState;\npub fn handle_tool_call(\n // Build listeners before ServerState (need config ref before move)\n // Build ServerState\n let state = Arc::new(ServerState {\n // Spawn FLINT Memory Router — AFTER ServerState (needs Arc for dispatch::call)\n let state = Arc::new(ServerState {\n // Spawn FLINT Memory Router — AFTER ServerState (needs Arc for dispatch::call)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Bash,Write] | ts=2026-03-18T05:16:09.529049794+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Grep,Bash] | ts=2026-03-18T05:16:21.482687237+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Write,Edit] | ts=2026-03-18T05:10:49.166613770+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-03-18T04:58:46.460367431+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Write] | ts=2026-03-18T04:51:01.804071827+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-18T04:45:56.596869964+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-18T04:48:39.378142350+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | pub struct CdpClient {\n pub fn discover(port: u16) -> Result {\n pub fn connect_ws(ws_url: &str) -> Result {\n pub fn connect(port: u16) -> Result {\n pub fn send_command(&mut self, method: &str, params: Value) -> Result {\n pub fn navigate(&mut self, url: &str) -> Result {\n pub fn screenshot(&mut self) -> Result, String> {\n pub fn screenshot_to_file(&mut self, path: &str) -> Result {\n let text = result.get(\"result\")\n .and_then(|r| r.ge","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T04:42:31.392122699+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned | ),\n tool_def(\n \"spf_mesh_peers\",\n \"List known/trusted mesh peers\",\n json!({}),\n vec![],\n ),\n tool_def(\n \"spf_mesh_call\",\n \"Call a peer agent's tool via mesh network\",\n json!({\n \"peer_key\": {\"type\": \"string\", \"description\": \"Peer's Ed25519 public key (hex)\"},\n \"tool\": {\"type\": \"string\", \"description\": \"Tool name to call on peer\"},\n \"arguments\": {\"t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T04:36:07.067834564+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T04:35:27.906763017+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- let mesh_key = signing_key.clone();\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- std::thread::spawn(move || {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: let rt = tokio::runtime::Builder::new_multi_thread()\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- .worker_threads(2)\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T04:35:44.543899469+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-18T04:31:21.221690715+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T04:31:31.774645034+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned | # CDP BROWSER — Chrome DevTools Protocol client for agent web interaction\ntokio-tungstenite = { version = \"0.26\", features = [\"rustls-tls-webpki-roots\"] }\nbase64 = \"0.22\"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T04:30:14.769097980+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-18T04:30:51.610681039+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T04:29:34.472378360+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/lib.rs (39 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Write] | ts=2026-03-18T04:11:11.398266437+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Write,Grep] | ts=2026-03-18T04:10:59.401110973+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/lib.rs (39 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\tpub mod agent_state;\n 19\tpu","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T04:05:38.714249428+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-18T04:10:33.853305305+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-18T03:49:24.989859123+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,spf_web_fetch] | ts=2026-03-18T03:49:20.196261104+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned | \"tokio-tungstenite\",\nname = \"tokio-tungstenite\"\n \"tungstenite\",\nname = \"tungstenite\"","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,spf_web_fetch,Read] | ts=2026-03-18T03:49:15.308562460+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_fetch,Read,Write] | ts=2026-03-18T03:41:11.497583113+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Write,Write] | ts=2026-03-18T03:36:12.428905415+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_web_fetch, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | Fetched https://github.com/bubkoo/html-to-image (452818 bytes, text/html; charset=utf-8)\nPrompt: What does this library do? How does it work? What are its dependencies? Does it need a browser or can it run headless/server-side?\n\n\n[Skip to content][1]\n\n## Navigation Menu\n\nToggle navigation\n[ ][2]\n[ Sign in ][3]\nAppearance settings\n\n* Platform\n \n * AI CODE CREATION\n \n * [\n GitHub CopilotWrite better code with AI\n ][4]\n * [\n GitHub SparkBuild and deploy intelligent apps\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Write,Read] | ts=2026-03-18T03:04:42.405325823+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.78, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WEB_BROWSER_RESEARCH_2026-03-17.md (527 lines)\n 1\t# SPF SmartGate — Web Browser Capability Research\n 2\t**Date:** 2026-03-17 \n 3\t**Work Blocks:** WB-1 (DOM Parser + Design Brief), WB-2 (Screenshot Rendering) \n 4\t**Confidence:** 98% (Research complete via RAG + web search) \n 5\t**Author:** Qwen (Clone) via FLINT → Brain pipeline\n 6\t\n 7\t---\n 8\t\n 9\t## EXECUTIVE SUMMARY\n 10\t\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Read,Grep] | ts=2026-03-18T02:39:49.694215663+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-18T01:39:08.791999917+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Write] | ts=2026-03-18T00:55:52.218423980+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/RESEARCH_ANDROID_WEB_BROWSER_2026.md (912 lines)\n 1\t# SPF SmartGate: Android Web Browser Module Research\n 2\t\n 3\t**Research Date:** 2026-03-15 \n 4\t**Scope:** Self-contained Rust runtime with rich web interaction for Android/Termux \n 5\t**Target:** APK/AAB/EXE ready, cross-platform, Docker-like isolation\n 6\t\n 7\t---\n 8\t\n 9\t## Executive Summary\n 10\t\n 11\t### Current State Asses","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Read] | ts=2026-03-18T00:45:01.575502666+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Read,Edit] | ts=2026-03-18T00:39:27.030305137+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | \n // ====== WEB BROWSER TOOLS ======\n tool_def(\n \"spf_web_search\",\n \"Search the web for information. Uses Brave API if BRAVE_API_KEY set, otherwise DuckDuckGo.\",\n json!({\n \"query\": {\"type\": \"string\", \"description\": \"Search query\"},\n--\n vec![\"query\"],\n ),\n tool_def(\n \"spf_web_fetch\",\n \"Fetch a URL and return clean readable text. HTML is converted to plain text, JSON is pretty-printed.\",\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-18T00:38:35.291354011+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Read,Write] | ts=2026-03-18T00:17:29.054778817+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Write,spf_mesh_status] | ts=2026-03-18T00:15:01.057161895+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_brain_list,Read] | ts=2026-03-18T00:07:47.351909977+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_list,Read,spf_brain_search] | ts=2026-03-18T00:05:02.226607800+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,spf_mesh_status,spf_brain_list] | ts=2026-03-18T00:11:58.311419256+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_agent_memory_search,spf_brain_search] | ts=2026-03-18T00:02:59.817015607+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_list, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_list source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_brain_search,spf_agent_memory_search] | ts=2026-03-18T00:05:00.000585926+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/QWEN.md (198 lines)\n 1\t# Qwen SPF Gateway - Tools & Access Rules\n 2\t\n 3\t## Tool Access\n 4\t\n 5\t### Allowed Tools (77 SPF Gateway tools via MCP)\n 6\tAll operations MUST go through `spf-smart-gate` MCP server.\n 7\t\n 8\t**Core Gateway Tools:**\n 9\t- `mcp__spf-smart-gate__spf_status` - Gateway status\n 10\t- `mcp__spf-smart-gate__spf_session` - Session info, metrics\n 11\t- `mcp__spf-sm","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_agent_memory_search,spf_brain_search,Glob] | ts=2026-03-17T23:56:26.359991330+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_agent_memory_search,spf_brain_search,spf_agent_memory_search] | ts=2026-03-17T23:56:34.927131327+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_search,spf_agent_memory_search,spf_brain_search] | ts=2026-03-17T23:56:30.836879037+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | No results for 'agnostic web tool form click button image' in 'default'","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Glob,spf_transformer_metrics] | ts=2026-03-17T23:55:46.682192127+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | No results for 'playwright chromium headless browser agent' in 'default'","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-17T23:55:41.753377076+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:spf_brain_search, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | No results for 'playwright rust web API visual rendering screenshot' in 'default'","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status,spf_status] | ts=2026-03-17T23:49:54.253279865+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,Bash,Bash] | ts=2026-03-17T23:46:19.018109322+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status,Bash] | ts=2026-03-17T23:49:43.110439765+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Glob,Grep] | ts=2026-03-17T23:45:31.423218090+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-17T23:45:16.281788513+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Glob] | ts=2026-03-17T23:46:16.035078334+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-17T23:45:26.726901113+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-03-17T23:45:04.348794299+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Grep] | ts=2026-03-17T23:44:57.823435134+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-03-17T23:45:11.692665702+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | pub const FLINT_NAME: &str = \"FLINT\";\npub const FLINT_VERSION: &str = \"0.1.0\";\n\n// ============================================================================\n// TRANSFORMER STATE — held in ServerState behind RwLock\n// ============================================================================\n\n/// Runtime state for the transformer, wrapped in RwLock in ServerState.\n/// Multiple readers (inference) can proceed simultaneously.\n/// Single writer (training) acquires exclusive lock during weight u","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-17T23:43:55.500298804+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:40.685563601+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | let optimizer = if config.online_learning {\n crate::train::AdamWConfig { lr: config.learning_rate as f32, ..Default::default() },\n \"description\": \"Get FLINT learning metrics (loss, accuracy, gate alignment, training step)\",\n Online learning: {}\\n\\\n config.online_learning,\n // Step 2: Convert signals to training examples via Block M (learning.rs)\n input_tokens: crate::learning::signal_to_tokens(signal),\n crate::","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:33.346003135+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:37.260992717+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:14.709090799+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep] | ts=2026-03-17T23:42:48.149012215+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned | assert_eq!(defs.len(), 7, \"Should have 5 transformer + 2 FL-8 tools\");","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:10.757953717+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:42:51.436838256+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned | pub fn init_transformer(\n _transformer: &Arc>,\n fn test_init_transformer_disabled() {\n let result = init_transformer(&tc, &wc);\n fn test_init_transformer_no_checkpoint() {\n let result = init_transformer(&tc, &wc);\n fn test_init_transformer_researcher_role() {\n let result = init_transformer(&tc, &wc);","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep] | ts=2026-03-17T23:42:44.079328206+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if relevance < MIN_RELEVANCE && !signal.false_positive && signal.evil_score < 0.1 {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: let evil = signal.evil_score as f64;\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if signal.evil_score > 0.4 || signal.false_positive {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if signal.evil_score > 0.4 || signal.fals","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: let tlog_count = {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if last_train.elapsed() >= Duration::from_secs(3600) || tlog_count >= 16 {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: eprintln!(\"[FLINT-MR] Auto-train (tlog: {}): {}\", tlog_count, result);","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T23:42:34.649515450+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs: // handle_train() reads tlog:* keys — same path for all signal sources\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs: let tlog_key = format!(\"tlog:{}\", signal.timestamp);\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: // FL-10: Auto-train — 1hr interval OR 16+ tlog:* signals in LMDB.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: count","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned | .or_else(|| args.get(\"absolute_path\"))\n .or_else(|| args[\"absolute_path\"].as_str())\n .or_else(|| args[\"absolute_path\"].as_str())","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: \"name\": \"spf_flint_train_evil\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:/// Handle spf_flint_train_evil — user labels a tool call as evil/harmful.\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"flint_train_evil\" => \"spf_flint_train_evil\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_flint_train_evil\" => {\n/data/data/com.termux/files/home/SP","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Glob,Grep] | ts=2026-03-17T22:38:28.750059157+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-17T21:22:08.786452700+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T21:20:18.070571023+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/docs/SPF-FEATURES.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/docs/CLAUDE.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/plans/async-wiggling-whale.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/ind","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Grep] | ts=2026-03-17T21:16:31.402413401+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/MODELS/whisper-tiny/vocab.json:{\"!\":0,\"\\\"\":1,\"#\":2,\"$\":3,\"%\":4,\"&\":5,\"'\":6,\"(\":7,\")\":8,\"*\":9,\"+\":10,\",\":11,\"-\":12,\".\":13,\"/\":14,\"0\":15,\"1\":16,\"2\":17,\"3\":18,\"4\":19,\"5\":20,\"6\":21,\"7\":22,\"8\":23,\"9\":24,\":\":25,\";\":26,\"<\":27,\"=\":28,\">\":29,\"?\":30,\"@\":31,\"A\":32,\"B\":33,\"C\":34,\"D\":35,\"E\":36,\"F\":37,\"G\":38,\"H\":39,\"I\":40,\"J\":41,\"K\":42,\"L\":43,\"M\":44,\"N\":45,\"O\":46,\"P\":47,\"Q\":48,\"R\":49,\"S\":50,\"T\":51,\"U\":52,\"V\":53,\"W\":54,\"X\":55,\"Y\":","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-17T21:18:09.902284874+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-17T21:16:14.329630648+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/TERMINAL/WORK_BLOCKS.md: Worker 4 (Render Compositor) handles touch→render\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/TERMINAL/WORK_BLOCKS.md: Worker 4 renders bar, Worker 1 processes input\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/TERMINAL/WORK_BLOCKS.md: Worker 4 applies theme to render pipeline\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T21:14:43.889835630+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/SESSION/cmd.log:[2026-02-20 02:00:30] CALL spf_web_fetch | url=https://claude5.com/news/claude-opus-4-6-review-benchmarks-features-2026\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/MODELS/whisper-tiny/vocab.json:{\"!\":0,\"\\\"\":1,\"#\":2,\"$\":3,\"%\":4,\"&\":5,\"'\":6,\"(\":7,\")\":8,\"*\":9,\"+\":10,\",\":11,\"-\":12,\".\":13,\"/\":14,\"0\":15,\"1\":16,\"2\":17,\"3\":18,\"4\":19,\"5\":20,\"6\":21,\"7\":22,\"8\":23,\"9\":24,\":\":","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-17T21:05:28.272912509+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/plans/async-wiggling-whale.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/anstyle-1.0.13/README.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-17T21:13:47.740370287+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs:// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs:// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs: pub formula: FormulaConfig,\n/data/data/com.termux/files/home/SPFsmartGATE/LI","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T20:46:58.072514130+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs:use crate::web::WebClient;\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_web_api\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_rag_fetch_url\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"web_download\" => \"spf_web_download\", \"web_api\" => \"spf_w","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-17T20:53:39.898962779+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T20:43:30.391956657+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T20:43:19.982636349+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-03-17T20:42:46.953540111+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-03-17T20:42:27.417116265+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned | let defs = tool_definitions();\n assert_eq!(defs.len(), 5, \"Should have exactly 5 transformer tools\");\n }","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T20:41:24.056233789+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs (1008 lines)\n 169\t \"properties\": {},\n 170\t \"required\": []\n 171\t }\n 172\t }),\n 173\t ]\n 174\t}\n 175\t\n 176\t// ============================================================================\n 177\t// TOOL HANDLERS — called from mcp.rs match arms\n 178\t// ============================================================================\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-17T20:42:10.918513146+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-17T20:41:12.128840564+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-03-17T20:40:11.310303816+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-17T20:33:45.697800426+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T20:30:27.784853314+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | fn tool_def(name: &str, description: &str, properties: Value, required: Vec<&str>) -> Value {\npub fn tool_definitions() -> Vec {\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T20:33:05.024938671+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (4930 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::config::SpfConfig;\n 10\tuse crate::config","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep] | ts=2026-03-17T20:29:05.199416523+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | // Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// ALL tool calls route through this gateway.\n// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n\nuse crate::calculate::{self, ToolParams};\n--\n if cmd.len() > 200 { format!(\"cmd={}…\", utf8_safe::safe_truncate(cmd, 200)) } else { format!(\"cmd={}\", cmd) }\n }\n n if n.contains(\"read\") || n.contains(\"edit\") || n.contains(\"glob\") => {\n","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned | \"flint_train_evil\" => \"spf_flint_train_evil\",\n \"flint_train_good\" => \"spf_flint_train_good\",\n \"spf_flint_train_evil\" => {\n session.record_action(\"spf_flint_train_evil\", \"called\", None);\n crate::transformer_tools::handle_train_evil(args)\n \"spf_flint_train_good\" => {\n session.record_action(\"spf_flint_train_good\", \"called\", None);\n crate::transformer_tools::handle_train_good(args)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | \"transformer_train\" => \"spf_transformer_train\",\n \"transformer_metrics\" => \"spf_transformer_metrics\",\n \"flint_train_evil\" => \"spf_flint_train_evil\",\n \"flint_train_good\" => \"spf_flint_train_good\",\n \"pool_status\" => \"spf_pool_status\", \"pool_assign\" => \"spf_pool_assign\",\n \"pool_release\" => \"spf_pool_release\",\n--\n\n // FL-8: Evil/Good training input tools\n \"spf_flint_train_evil\" => {\n session.record_action(\"spf_flint_train_evil\", \"cal","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T20:28:08.496469825+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep] | ts=2026-03-17T20:29:20.966388287+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_tmp_active, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_tmp_active source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_stats,spf_brain_status,spf_mesh_status] | ts=2026-03-17T20:09:04.911769793+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_voice_mode, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_voice_mode source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_config_paths,spf_tmp_active,spf_agent_stats] | ts=2026-03-17T20:09:22.660277026+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_tmp_active,spf_agent_stats,spf_brain_status] | ts=2026-03-17T20:09:18.909328017+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_voice_mode,spf_config_paths,spf_tmp_active] | ts=2026-03-17T20:09:36.656743427+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_status,spf_mesh_status,spf_transformer_status] | ts=2026-03-17T20:09:01.444066617+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-17T20:08:48.520675060+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_transformer_status,spf_status] | ts=2026-03-17T20:08:58.171849066+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status] | ts=2026-03-17T20:08:55.310404172+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_transformer_metrics,spf_agent_memory_search] | ts=2026-03-17T19:05:07.283016361+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T20:08:15.539386010+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_memory_search,spf_transformer_status,spf_status] | ts=2026-03-17T18:09:21.983626595+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status] | ts=2026-03-17T18:09:16.462406650+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-17T18:08:08.597463915+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T18:08:03.249462094+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T17:43:36.527913123+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T17:26:14.347326541+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T17:26:45.114625488+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:// FL-9: LRScheduler removed — gate is deterministic, no warmup needed.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:// FL-9: LearningConfig and LearningController removed — dead code.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:// FL-9: LearningStatus removed — metrics reported directly from TransformerState\n/d","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T17:27:01.391070794+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n\nfn route_signals(collector: &Arc) -> usize {\n let signals = collector.drain_signals();\n if signals.is_empty() {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T17:24:27.752698352+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T17:25:21.816726248+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T17:25:42.850297490+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T17:24:50.084991833+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | // BLOCK O — Headless worker node that runs transformer inference\n// 2. Load transformer checkpoint\n// 5. Loop: receive task → transformer decides tool → execute → return result\n// Depends on: Block E (transformer), Block I (config), Block J (gate training),\n// Block K (transformer tools), Block N (pipeline)\nuse crate::transformer_tools::TransformerState;\n pub transformer_config: TransformerConfig,\n pub fn new(config: WorkerConfig, transformer_config: TransformerConfig) -> ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | \n/// How often the router checks the knowledge/ drop folder for new user files.\nconst DROP_CHECK_INTERVAL: Duration = Duration::from_secs(60);\n\n/// How often the tiered promotion loop runs.\nconst TIER_LOOP_INTERVAL: Duration = Duration::from_secs(3600); // 1 hour\n\n/// Minimum relevance score to store a signal. Filters routine low-value calls.\nconst MIN_RELEVANCE: f64 = 0.1;\n\n/// Top N% of Working memories promoted to next tier each cycle.\n--\n }\n // FL-6: FP-locked signals\n i","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T17:21:29.727980920+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T17:21:15.285268113+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T16:58:24.546563740+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T16:58:53.683678833+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T16:58:00.764632239+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | use crate::tensor::Tensor;\n /// Export Fisher information as Tensor (for mesh weight sync / federated EWC)\n pub fn fisher_as_tensor(&self) -> Tensor {\n Tensor::from_data(self.fisher.clone(), vec![self.fisher.len()])\n .unwrap_or_else(|_| Tensor::zeros(&[self.fisher.len()]))","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | use crate::train::{TrainingExample, TrainingTarget};\n buffer: Vec,\n fp_locked: Vec,\n pub fn add(&mut self, example: TrainingExample) {\n pub fn sample(&self, n: usize, seed: u64) -> Vec {\n replay.add(TrainingExample {\n target: TrainingTarget::GateDecision(1.0),\n replay.add(TrainingExample {\n target: TrainingTarget::GateDecision(1.0),\n replay.add(TrainingExample {\n t","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T16:57:47.603975682+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:52:49.499760847+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T16:56:48.901216694+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | use crate::gate_training::{TrainingSignal, ConfusionMatrix};\n// and EWC/ConfusionMatrix in LMDB (FL-4, FL-5).","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | // ================================================================\n\n #[test]\n fn test_training_batch_loss() {\n use crate::tensor::Tensor;\n use crate::train;\n\n // Simulate logits and targets for binary gate decision\n let batch_size = 4;\n let logits = Tensor::randn(&[batch_size, 2]); // binary: allow/block\n let targets = vec![1, 0, 1, 1]; // ground truth labels\n\n // Create target tensor (one-hot)\n let mut target_data = vec![0.0f32;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:47:21.980674670+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Edit] | ts=2026-03-17T16:44:15.176836929+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-17T16:46:50.147916297+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:50:34.551816316+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:50:48.296775737+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Edit,Edit] | ts=2026-03-17T16:43:11.594887370+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:43:08.276647371+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T16:33:03.464601456+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T16:42:34.982520978+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T16:36:50.676479703+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T16:38:22.846374876+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:27:02.933078677+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs- /// Online learning controller (EWC + Experience Replay + LR scheduling)\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs: pub learning: Option,\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs- /// AdamW optimizer\n--\n/data/data/com.termux/files/ho","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | use crate::train;\n\n // Simulate logits and targets for binary gate decision\n let batch_size = 4;\n let logits = Tensor::randn(&[batch_size, 2]); // binary: allow/block\n let targets = vec![1, 0, 1, 1]; // ground truth labels\n\n // Create target tensor (one-hot)\n let mut target_data = vec![0.0f32; batch_size * 2];\n for (i, &t) in targets.iter().enumerate() {\n target_data[i * 2 + t] = 1.0;\n }\n let target_tensor = Tensor","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T16:26:22.279163172+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:32:28.432454542+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Write] | ts=2026-03-17T16:11:35.454345489+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Write] | ts=2026-03-17T16:11:04.584684303+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-17T15:48:53.269466530+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Grep] | ts=2026-03-17T15:27:19.658292788+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/integration_tests.rs: use crate::learning::LRScheduler;\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/integration_tests.rs: let mut scheduler = LRScheduler::new(\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:pub struct LRScheduler {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:i","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-17T11:39:59.393363288+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:39:45.785240864+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T10:25:28.258460619+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T10:25:33.437459002+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T10:25:09.590291667+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | \"transformer_metrics\" => \"spf_transformer_metrics\",\n \"flint_train_evil\" => \"spf_flint_train_evil\",\n \"flint_train_good\" => \"spf_flint_train_good\",\n \"pool_status\" => \"spf_pool_status\", \"pool_assign\" => \"spf_pool_assign\",\n--\n // FL-8: Evil/Good training input tools\n \"spf_flint_train_evil\" => {\n session.record_action(\"spf_flint_train_evil\", \"called\", None);\n crate::transformer_tools::handle_train_evil(args)\n--\n\n \"spf_flint_train","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T10:24:57.220778078+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | \"spf_transformer_infer\" | \"spf_transformer_chat\" | \"spf_transformer_train\"\n | \"spf_flint_train_evil\" | \"spf_flint_train_good\"\n => validate::validate_transformer_ops(params, config),","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:24:27.557014079+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:24:42.222349751+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:23:38.817315244+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | => validate::validate_flint_execute(params, config),\n \"spf_mesh_call\"\n => validate::validate_mesh_call(params, config),\n\n // ── TIER D — Bounded inference ─────────────────────────────────────────\n \"spf_transformer_infer\" | \"spf_transformer_chat\" | \"spf_transformer_train\"\n => validate::validate_transformer_ops(params, config),\n\n // ── TIER E+ — Brain write (source-gated) ────────────────────────────\n // FLINT router thread writ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T10:23:22.880557333+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T10:21:46.819109661+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T10:21:55.519451273+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T10:22:54.269969063+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned | pub fn handle_status(\npub fn handle_infer(\npub fn handle_chat(\npub fn handle_train(\npub fn handle_metrics(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T10:21:30.594976647+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned | /// Handle spf_transformer_metrics\n/// Returns current learning metrics.\npub fn handle_metrics(\n transformer: &Option>>,\n config: &TransformerConfig,","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | \"spf_transformer_chat\" => {\n session.record_action(\"spf_transformer_chat\", \"called\", None);\n let tokenizer_path = crate::paths::spf_root().join(\"LIVE/MODELS/tokenizer.json\");\n crate::transformer_tools::handle_chat(transformer, args, transformer_config, &tokenizer_path.to_string_lossy())\n }\n\n \"spf_transformer_train\" => {\n session.record_action(\"spf_transformer_train\", \"called\", None);\n crate::transformer_tools::handle_tr","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:21:13.889260507+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned | crate::transformer_tools::handle_chat(transformer, args, transformer_config, &tokenizer_path.to_string_lossy())\n }\n\n \"spf_transformer_train\" => {\n session.record_action(\"spf_transformer_train\", \"called\", None);\n crate::transformer_tools::handle_train(transformer, args, transformer_config)\n }\n\n \"spf_transformer_metrics\" => {\n session.record_action(\"spf_transformer_metrics\", \"called\", None);\n crate::transformer_too","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:19:47.347556113+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T10:19:32.056439452+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:16:18.573483485+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T10:18:06.437585006+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | \n // ── TIER C — Controlled delegation ────────────────────────────────────\n \"spf_flint_execute\"\n => validate::validate_flint_execute(params, config),\n \"spf_mesh_call\"\n--\n\n // ── TIER D — Bounded inference ─────────────────────────────────────────\n \"spf_transformer_infer\" | \"spf_transformer_chat\" | \"spf_transformer_train\"\n => validate::validate_transformer_ops(params, config),\n\n--\n let session = Session::new();\n let params = ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T10:15:46.758304070+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:15:20.501047465+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:14:49.312676331+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T10:14:16.689670510+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | //\n// Called from dispatch::call() — runs in the calling transport's thread.\n// NOT part of the memory router background thread.\n//\n// flint_intercept(): pre-execution — queries brain for relevant context\n// flint_process_result(): post-execution — stores high-value results\n//\n// Thread safety:\n// Brain = LazyLock>> — independent of session Mutex\n// AgentStateDb = LMDB write transactions — independent of session Mutex\n// Both functions run outside session lock — zero co","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:10:42.584095540+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:09:40.772352022+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T10:10:04.700070658+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:08:48.005094646+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T10:08:05.390294141+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | }\n\n// ============================================================================\n// TRAINING BATCH\n// ============================================================================\n\n/// A single training example from gate decisions\n#[derive(Debug, Clone)]\npub struct TrainingExample {\n /// Token IDs representing the tool call context\n pub input_tokens: Vec,\n /// Target: next token (for language modeling) or gate label\n pub target: TrainingTarget,\n /// Training weight: how mu","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T10:07:46.266006597+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T10:07:32.274008269+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned | // a utility, not a decision maker. FLINT routes. MiniLM indexes.\n// ============================================================================\n\nfn route_signals(collector: &Arc) -> usize {\n let signals = collector.drain_signals();\n if signals.is_empty() {\n return 0;","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned | buf.push(signal);\n }\n }\n\n /// Get the number of pending signals without draining\n pub fn pending_count(&self) -> usize {\n match self.buffer.lock() {\n Ok(buf) => buf.len(),\n Err(poisoned) => poisoned.into_inner().len(),\n }\n }\n\n /// Get count of FP-locked signals\n pub fn fp_locked_count(&self) -> usize {\n match self.buffer.lock() {\n Ok(buf) => buf.fp_locked_len(),\n Err(poisoned) => poisoned.into_i","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:07:03.451312707+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:03:38.772653410+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T09:56:20.979805191+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:00:52.274558525+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs-use crate::tensor::Tensor;\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs-use crate::train::{TrainingExample, TrainingTarget, TrainingMetrics, AdamW, AdamWConfig};\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs:use crate::gate_training::{TrainingSignal, ConfusionMatrix};\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs-// ========","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | pub online_learning: bool,\n /// EWC lambda — elastic weight consolidation strength (0.0 = disabled)\n pub ewc_lambda: f64,\n /// Experience replay buffer size\n pub replay_buffer_size: usize,\n--\n checkpoint_interval: 1000,\n online_learning: true,\n ewc_lambda: 0.4,\n replay_buffer_size: 10000,\n temperature: 0.7,\n--\n assert!(tc.online_learning);\n assert!((tc.learning_rate - 1e-4).abs() < 1e-10);\n assert!((tc.ew","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T09:55:29.534931096+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T09:53:19.796624323+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:45:51.545522150+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T09:46:51.394388273+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T09:46:05.205929958+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:44:00.090968078+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | pub enum EvilIndicator {\n /// Tier 1: Lies that serve self at cost to others\n Deception { severity: f32 },\n /// Tier 2: Using power against the powerless\n Exploitation { severity: f32 },\n /// Tier 3: Deliberate harm to people or systems\n Destruction { severity: f32 },\n /// Tier 4: Corruption of institutions and trust\n SystemicEvil { severity: f32 },\n}\n\nimpl EvilIndicator {\n /// Extract severity from any variant\n pub fn severity(&self) -> f32 {\n match self {\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:43:37.074932202+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:43:04.336869089+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:43:24.988894394+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | Some(json) => Ok(Some(serde_json::from_str(&json)?)),\n None => Ok(None),\n }\n }\n\n /// Set typed state value\n pub fn set_state_typed(&self, key: &str, value: &T) -> Result<()> {\n let json = serde_json::to_string(value)?;\n self.set_state(key, &json)\n }\n\n /// Delete a state key\n pub fn delete_state(&self, key: &str) -> Result {\n let mut wtxn = self.env.write_txn()?;\n let deleted = self.state.delete(&mut w","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Edit] | ts=2026-03-17T09:42:39.107053005+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | \n \"spf_transformer_status\" => {\n session.record_action(\"spf_transformer_status\", \"called\", None);\n crate::transformer_tools::handle_status(transformer, transformer_config)\n }\n\n \"spf_transformer_infer\" => {\n session.record_action(\"spf_transformer_infer\", \"called\", None);\n let tokenizer_path = crate::paths::spf_root().join(\"LIVE/MODELS/tokenizer.json\");\n crate::transformer_tools::handle_infer(transformer, args, transformer","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | // ========================================================================\n // STATE (Key-Value)\n // ========================================================================\n\n /// Get a state value\n pub fn get_state(&self, key: &str) -> Result> {\n let rtxn = self.env.read_txn()?;\n Ok(self.state.get(&rtxn, key)?.map(|s| s.to_string()))\n }\n\n /// Set a state value\n--\n wtxn.commit()?;\n Ok(())\n }\n\n /// Get typed state value\n p","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-17T09:42:52.737588677+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-03-17T09:42:12.475485150+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | \n/// LMDB-backed Agent state manager\npub struct AgentStateDb {\n env: Env,\n /// Memory storage: id -> MemoryEntry\n--\n\n /// Get a state value\n pub fn get_state(&self, key: &str) -> Result> {\n let rtxn = self.env.read_txn()?;\n Ok(self.state.get(&rtxn, key)?.map(|s| s.to_string()))\n--\n\n /// Set a state value\n pub fn set_state(&self, key: &str, value: &str) -> Result<()> {\n let mut wtxn = self.env.write_txn()?;\n self.state.put(&mut wtxn, ke","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | use std::time::{Duration, Instant, SystemTime, UNIX_EPOCH};\n\nuse crate::agent_state::{AgentStateDb, MemoryType};\nuse crate::gate_training::{GateTrainingCollector, TrainingSignal};\nuse crate::paths::spf_root;\n--\n// Thread safety:\n// Brain = LazyLock>> — independent of session Mutex\n// AgentStateDb = LMDB write transactions — independent of session Mutex\n// Both functions run outside session lock — zero contention added.\n// ================================================","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs- let opt = crate::train::AdamW::new(\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: crate::train::AdamWConfig { lr: config.learning_rate as f32, ..Default::default() },\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs- ¶m_sizes,\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs- let grad_ref_slice: Ve","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:12:22.882115312+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:13:31.332993984+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:07:14.268412097+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:04:40.665113353+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:33:00.785066298+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: pub learning: Option,\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: let learning_config = crate::learning::LearningConfig {\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: let lc = crate::learning::LearningController::new(learning_config, total_params);\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs:","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:06:13.249682328+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-17T09:02:46.378764803+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: if tool == \"spf_chat_send\" || tool == \"spf_transformer_chat\" {\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: \"name\": \"spf_transformer_chat\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:/// Handle spf_transformer_chat\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:pub fn handle_chat(\n/data/data/com.termux/files/home/SPFsmartGATE/src/transfo","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | }\n\n /// Create and store a new memory\n pub fn create_memory(\n &self,\n content: &str,\n memory_type: MemoryType,\n--\n }\n\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n let iter = self.memory.iter(&rtxn)?;\n\n--\n }\n\n /// Expire old memories\n pub fn expire_memories(&self) -> Result {\n let now = SystemTime::now()\n .duration_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-17T09:02:16.426272627+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-17T09:02:11.082275650+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T08:29:24.582592546+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n\nfn write_flint_metrics(state: &Arc) {\n let agent_db = match state.agent_db.as_ref() {\n Some(db) => db,\n None => return,\n };\n\n let working = agent_db.get_by_type(MemoryType::Working).map(|v| v.len()).unwrap_or(0);\n let fact = agent_db.get_by_type(MemoryType::Fact).map(|v| v.len()).unwrap_or(0);\n let pinned = agent_db.get_by_type(MemoryType::Pinned).map(|v| v.len()).unwrap_or(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T08:29:39.113259832+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | let mut examples: Vec = signals.iter().map(|signal| {\n crate::train::TrainingExample {\n input_tokens: crate::learning::signal_to_tokens(signal),\n target: crate::train::TrainingTarget::GateDecision(signal.label()),\n weight: signal.weight(),\n }\n }).collect();\n--\n // Limit to requested batch_size\n examples.truncate(batch_size);\n\n // ═══ PHASE B: READ lock — forward + backward passes ═══\n // Inference (h","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:56:07.926884766+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T08:05:59.320522509+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | /// Number of training batches completed\n pub batches_completed: u64,\n /// Gate alignment score (0.0 - 1.0)\n pub gate_alignment: f64,\n /// Model role: \"writer\" or \"researcher\"\n pub role: String,\n /// Reference to GateTrainingCollector for draining training signals.\n--\n is_training: false,\n total_loss: 0.0,\n batches_completed: 0,\n gate_alignment: 0.0,\n role: role.to_string(),\n collector: None,\n lear","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T08:06:37.515969057+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:55:28.882894885+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:55:50.411652793+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned | )})\n}\n\n/// Handle spf_transformer_train\n/// Triggers a manual training batch from accumulated gate signals.\npub fn handle_train(\n transformer: &Option>>,\n args: &Value,\n config: &TransformerConfig,\n) -> Value {\n let state_lock = match transformer {\n--\n\n state.is_training = true;\n\n // Step 1: Drain accumulated training signals from GateTrainingCollector\n let signals = match &state.collector {\n Some(collector) => collecto","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs-// Foundation layer for ALL tool routing.\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs:// Every transport (stdio, HTTP, mesh, voice) converges here.\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs-// Zero dependencies on pipelines, mesh, or any higher layer.\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs-//\n--\n/data/data/com.","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- std::thread::sleep(SIGNAL_DRAIN_INTERVAL);\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- // DURING: drain gate signals and route to brain\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: signal_count += route_signals(&collector) as u64;\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-\n/d","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | // ============================================================================\n\n/// How often the router drains gate signals from the collector.\nconst SIGNAL_DRAIN_INTERVAL: Duration = Duration::from_secs(30);\n\n/// How often the router checks the knowledge/ drop folder for new user files.\nconst DROP_CHECK_INTERVAL: Duration = Duration::from_secs(60);\n--\n) {\n let mut last_drop_check = Instant::now();\n let mut last_tier_run = Instant::now();\n let mut last_train = Instant::now();\n let ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:55:00.050256875+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:53:48.488738725+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-17T07:44:55.938516793+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs- };\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs: // Generate — use training_step as seed for variety across sessions\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs- let result = state.model.generate_text(\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs- &prompt,\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs- max","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status,spf_status] | ts=2026-03-17T07:43:59.831157856+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_transformer_metrics] | ts=2026-03-17T07:45:28.601369489+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | // MB-FT: Tiered promotion loop — 24hr → 7day → pinned.\n// FLINT scores Working memories by relevance * access_count.\n// Top 20% promoted. >50% active in window → promote all + touches.\n// Rest expired and data files cleaned up.\n//\n--\n\n/// If more than this fraction of memories are active, promote all of them.\nconst PROMOTE_ALL_THRESHOLD: f64 = 0.50;\n\n// ============================================================================\n--\n if relevance > 0.3 {\n if let So","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: // Length score (logarithmic — diminishing returns past ~1000 chars)\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- let len_score = ((len as f64).ln() / 10.0).min(1.0);\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- let status = format!(\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"SPF","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status] | ts=2026-03-17T07:40:06.678089403+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-17T07:40:01.717002791+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T07:39:59.081360135+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-17T07:17:09.336801595+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,Edit] | ts=2026-03-17T06:44:36.263108747+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Bash,Bash] | ts=2026-03-17T06:45:27.437626592+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned | cp /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs\ncp /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs /data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs\ncp /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs\ncp /data/data/com.termux/files/home/SPFsm","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Write,Bash] | ts=2026-03-17T07:00:04.148525632+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Bash, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned | total 1339\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 9 03:38 .\ndrwx------. 8 u0_a163 u0_a163 3452 Mar 16 21:47 ..\n-rw-------. 1 u0_a163 u0_a163 21723 Mar 15 02:12 agent_state.rs\n-rw-------. 1 u0_a163 u0_a163 20797 Mar 1 17:04 attention.rs\n-rw-------. 1 u0_a163 u0_a163 13933 Mar 15 01:35 brain_local.rs\n-rw-------. 1 u0_a163 u0_a163 16512 Mar 5 12:41 calculate.rs\n-rw-------. 1 u0_a163 u0_a163 45252 Mar 8 12:33 chat.rs\n-rw-------. 1 u0_a163 u0_a163 16715 Mar 1 17:04 checkpoint.rs\n-rw---","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Edit,Write] | ts=2026-03-17T06:37:56.168781451+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Write,Write] | ts=2026-03-17T06:29:53.833882521+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Write,Grep] | ts=2026-03-17T05:53:37.641583455+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-17T05:45:21.410105311+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T05:43:45.523548369+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-17T05:03:30.513046894+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Write] | ts=2026-03-17T04:48:52.663141916+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned | struct AppState {\n inner: Arc,\n api_key: String,\n}\n\n--\n/// Returns true if request is authenticated.\nfn check_auth(headers: &HeaderMap, method_str: &str, path: &str,\n body: &str, api_key: &str, state: &ServerState) -> bool {\n let mode = state.auth_mode.as_str();\n\n--\n if mode == \"key\" || mode == \"both\" {\n if let Some(key) = extract_header(headers, \"x-spf-key\") {\n return key == api_key;\n }\n }\n--\n // Verify the peer is","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-17T04:48:24.935666094+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | /// Async HTTP server — runs in caller's tokio runtime.\n/// Use this for shared runtime (E7) where mcp.rs spawns HTTP + mesh together.\n/// Blocks until server stops or task is cancelled.\npub async fn serve(\n state: Arc,\n bind: String,\n port: u16,\n--\n///\n/// Signature unchanged from tiny_http version — mcp.rs needs zero changes\n/// when using this entry point. For shared runtime (E7), use serve() instead.\npub fn start(state: Arc, bind: &str, port: u16, api_key: ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,Write,Bash] | ts=2026-03-17T04:47:27.560066740+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Bash,Bash] | ts=2026-03-17T04:43:42.604517503+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Bash,Bash,Grep] | ts=2026-03-17T04:43:26.663454280+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-17T04:24:34.601784243+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T04:24:28.251015965+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T04:23:32.172346455+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T04:22:42.164640797+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned | pub fn run_worker(\npub fn run(config: SpfConfig, config_db: SpfConfigDb, session: Session, storage: SpfStorage, http_config: crate::config::HttpConfig) {","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-17T04:21:57.118865658+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Write,Write] | ts=2026-03-17T04:21:30.862835511+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | \n/// Run in headless worker mode — no stdio MCP loop.\n/// Sets up LMDBs, identity, mesh, HTTP monitoring, then enters worker loop.\npub fn run_worker(\n config: SpfConfig,\n config_db: SpfConfigDb,\n session: Session,\n--\n &crate::paths::spf_root().join(\"LIVE/CONFIG/network.json\")\n ).unwrap_or_default();\n\n let state = Arc::new(ServerState {\n config,\n config_db: Some(config_db),\n session: Mutex::new(session),\n--\n crate::worker::run_worker(&mut worker_state","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Glob] | ts=2026-03-17T03:43:02.120260455+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-17T04:17:41.901485182+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Glob,Bash] | ts=2026-03-17T02:42:23.104605957+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Bash,Write] | ts=2026-03-17T01:46:07.535581609+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Write,Read] | ts=2026-03-17T01:42:51.923111476+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Read,Read] | ts=2026-03-17T01:41:19.495273907+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-17T01:38:42.320414019+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs (825 lines)\n 136\t let root = crate::paths::spf_root().to_string_lossy();\n 137\t let home = crate::paths::actual_home().to_string_lossy();\n 138\t let mut paths = vec![\n 139\t crate::paths::system_pkg_path(),\n 140\t format!(\"{}/src/\", root),\n 141\t format!(\"{}/LIVE/SPF_FS/blobs/\", root),\n 142\t format!(\"{}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-17T01:26:33.420544818+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-17T01:25:57.743662592+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs (825 lines)\n 131\t vec![\n 132\t format!(\"{}/\", home),\n 133\t ]\n 134\t },\n 135\t blocked_paths: {\n 136\t let root = crate::paths::spf_root().to_string_lossy();\n 137\t let home = crate::paths::actual_home().to_string_lossy();\n 138\t let mut paths = vec![\n 139\t crate::paths::system_pkg_path(","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T01:25:30.906823540+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs (825 lines)\n 51\t pub medium: TierThreshold,\n 52\t pub critical: TierThreshold,\n 53\t}\n 54\t\n 55\t#[derive(Debug, Clone, Serialize, Deserialize)]\n 56\tpub struct TierThreshold {\n 57\t pub max_c: u64,\n 58\t pub analyze_percent: u8,\n 59\t pub build_percent: u8,\n 60\t pub requires_approval: bool,\n 61\t}\n 62\t\n 63\t#[derive(Debug, Clone, Serialize, Deserialize)]\n 64\tpub struct FormulaConf","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T01:25:13.827815525+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T01:24:49.657399545+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned | // Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n//\n// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n\nuse serde::{Deserialize, Serialize};\nuse std::path::Path;\n--\n pub version: String,\n pub enforce_mode: EnforceMode,\n pub allowed_paths: Vec,\n pub blocked_paths: Vec,\n pub require_read_before_edit: bool,\n pub max_write_","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-17T01:00:33.910987236+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T01:16:49.666432228+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-17T01:00:10.527812244+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned | // BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n\n--\n pub allowed_paths: Vec,\n pub blocked_paths: Vec,\n pub require_read_before_edit: bool,\n--\n },\n blocked_paths: {\n let root = crate::paths::spf_root().to_string_lossy();\n let home = crate::paths::actual_home().to_string_lossy();\n let mut ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned | let home = crate::paths::actual_home().to_string_lossy();\n vec![\n format!(\"{}/\", home),\n ]\n },\n blocked_paths: {\n let root = crate::paths::spf_root().to_string_lossy();\n let home = crate::paths::actual_home().to_string_lossy();\n let mut paths = vec![\n crate::paths::system_pkg_path(),\n format!(\"{}/src/\", root),\n ","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned | // SPF Smart Gateway - Configuration\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n//\n// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n\nuse serde::{Deserialize, Serialize};\nuse std::path::Path;\n\n/// Master SPF configuration loaded from CONFIG LMDB\n#[derive(Debug, Clone, Serialize, Deserialize)","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Glob] | ts=2026-03-17T00:54:58.617891270+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned | pub dangerous_commands: Vec,\n pub git_force_patterns: Vec,\n // ================================================================\n // COMMAND WHITELIST FIELDS — Default-Deny Bash Security (BLOCK-01)\n // Empty defaults = everything blocked until configured.\n // Populated from LMDB commands DB by load_full_config() (BLOCK-02).\n // Enforced by Stage 0 in validate_bash() (BLOCK-03).\n // ================================================================\n #[serd","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Glob,Grep] | ts=2026-03-17T00:54:26.835348053+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.qwen/.mcp.json (8 lines)\n 1\t{\n 2\t \"mcpServers\": {\n 3\t \"spf-smart-gate\": {\n 4\t \"command\": \"/data/data/com.termux/files/home/SWARMagents/2/SPFsmartGATE/LIVE/BIN/spf-smart-gate/spf-smart-gate\",\n 5\t \"args\": [\"serve\"]\n 6\t }\n 7\t }\n 8\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Grep,Glob] | ts=2026-03-17T00:54:04.664801759+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.mcp.json (12 lines)\n 1\t{\n 2\t \"mcpServers\": {\n 3\t \"spf-smart-gate\": {\n 4\t \"type\": \"stdio\",\n 5\t \"command\": \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/BIN/spf-smart-gate/spf-smart-gate\",\n 6\t \"args\": [\"serve\"],\n 7\t \"env\": {\n 8\t \"SPF_ROOT\": \"/data/data/com.termux/files/home/SPFsmartGATE\"\n 9\t }\n 10\t }\n 11\t }\n 12\t}","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Glob, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5/.claude/plugins/marketplaces/claude-plugins-official/external_plugins/asana/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5/.claude/plugins/marketplaces/claude-plugins-official/external_plugins/context7/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5/.claude/plugins/marketplaces/claude-plugins-official/external_plugins/firebase/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/L","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-03-17T00:53:39.392951196+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Bash,Read] | ts=2026-03-17T00:52:11.431754563+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Read,Bash,Bash] | ts=2026-03-17T00:50:27.142003613+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,Bash] | ts=2026-03-17T00:50:40.252449389+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned | File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/QWENaudit.md (275 lines)\n 1\t\"/data/data/com.termux/files/home/SPFsmar\n 2\t tGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/QWEN_SECURITY_AUD\n 3\t IT_2026-03-16.md\", content: \"# QWEN CLI SECURITY\n 4\t AUDIT — SWARMagents/2 Installation\\n### Date:\n 5\t 2026-03-16\\n### Auditor: Claude (Opus 4.6) — Pr","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Write] | ts=2026-03-17T00:41:09.949161377+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Bash,Write,spf_status] | ts=2026-03-17T00:39:43.644932556+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-17T00:39:03.376659030+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,spf_status] | ts=2026-03-17T00:39:20.025937774+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T00:38:53.290407680+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-16T11:11:10.696376213+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-16T11:07:28.915547651+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-16T11:03:19.209099726+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-16T11:03:58.842091169+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Write,spf_config_paths] | ts=2026-03-16T11:02:39.165552658+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,spf_config_paths,Write] | ts=2026-03-16T11:01:59.279302829+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_config_paths,Write,Write] | ts=2026-03-16T11:01:30.705117580+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Write,Write,Grep] | ts=2026-03-16T10:55:26.628156729+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-16T11:00:24.830018490+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-03-16T10:43:44.127838455+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Write,Grep,Glob] | ts=2026-03-16T10:55:15.448370744+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned | // dispatch::call() notifies them. Dispatch never imports them.\n//\n// BLOCK I ADDITIONS: Source::Transformer, Source::Pipeline variants\n// BLOCK S ADDITIONS: Timed try_lock, poisoned mutex recovery, SERVER_BUSY response\n// BLOCK U ADDITIONS: catch_unwind for listeners, blocked param in on_response\n// FL-1A: Source-aware lock — Stdio=blocking, others=timed try_lock (Block S)\n// FL-1C: FLINT intercept — pre-execution brain query, post-execution store/enrich\n\n--\n\n#[derive(Debug, Clone, Serialize, D","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-03-16T10:40:54.957048051+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-16T10:38:19.963351027+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,spf_api_session] | ts=2026-03-16T10:38:12.614684676+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_api_session,spf_api_session] | ts=2026-03-16T10:37:26.866997193+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned | /// Load all trusted public keys from group files in the groups directory.\n/// Each .keys file contains one hex-encoded public key per line.\n/// Lines starting with # are comments. Empty lines are ignored.\npub fn load_trusted_keys(groups_dir: &Path) -> HashSet {\n let mut trusted = HashSet::new();\n if let Ok(entries) = std::fs::read_dir(groups_dir) {\n for entry in entries.flatten() {\n--\n/// Load all peer info from JSON files in the groups directory.\n/// Each .json file contai","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_peers] | ts=2026-03-16T10:36:29.820426434+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs- }\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs- if !peers.is_empty() {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs: eprintln!(\"[SPF] Loaded {} peer configs from {:?}\", peers.len(), groups_dir);\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs- }\n/data/d","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-03-16T10:15:08.829317079+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_api_session source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_mesh_status] | ts=2026-03-16T10:26:34.911142806+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-16T09:07:36.463870252+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-16T10:13:57.770654762+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Write,Grep,Glob] | ts=2026-03-16T08:07:23.038815588+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Glob,Grep] | ts=2026-03-16T08:06:54.474755912+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_agent_stats,spf_brain_status] | ts=2026-03-16T07:14:15.813784460+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_stats,spf_brain_status,spf_status] | ts=2026-03-16T07:14:09.435211859+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_agent_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_agent_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_status,spf_status,spf_transformer_status] | ts=2026-03-16T07:14:04.935437069+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_transformer_status] | ts=2026-03-16T07:14:01.173374362+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status] | ts=2026-03-16T07:13:57.315105509+00:00","tool":"pinned_fact","weight":1.0} +{"label":10,"source":"memory","text":"[memory] reference | pinned_fact | collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned | GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-16T07:09:07.015784630+00:00","tool":"pinned_fact","weight":1.0} +{"label":1,"source":"tlog","text":"[tlog] gate_decision | Read | Tool: Read. Source: stdio. Duration: 1357ms. Overrides: no. Preceding: Read, Glob, Glob. | allowed","tool":"Read","weight":1.0} +{"label":1,"source":"tlog","text":"[tlog] gate_decision | Write | Tool: Write. Source: transformer:flint-router. Duration: 2938ms. Overrides: no. Preceding: Read, Read, Glob. | allowed","tool":"Write","weight":1.0} +{"label":1,"source":"tlog","text":"[tlog] gate_decision | Glob | Tool: Glob. Source: stdio. Duration: 1122ms. Overrides: no. Preceding: Write, Read, Read. | allowed","tool":"Glob","weight":1.0} +{"label":1,"source":"tlog","text":"[tlog] gate_decision | spf_brain_search | Tool: spf_brain_search. Source: stdio. Duration: 7735ms. Overrides: no. Preceding: Glob, Write, Read. | allowed","tool":"spf_brain_search","weight":1.0} +{"label":1,"source":"tlog","text":"[tlog] gate_decision | Edit | Tool: Edit. Source: stdio. Duration: 3230ms. Overrides: no. Preceding: spf_brain_search, Glob, Write. | allowed","tool":"Edit","weight":1.0} +{"label":1,"source":"tlog","text":"[tlog] gate_decision | Edit | Tool: Edit. Source: stdio. Duration: 5413ms. Overrides: no. Preceding: Edit, spf_brain_search, Glob. | allowed","tool":"Edit","weight":1.0} diff --git a/SPFsmartGATE/LIVE/TMP/stoneshell-brain/training_data/raw/pruned_memories.jsonl b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/training_data/raw/pruned_memories.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..345424530ca2aee2e212cf99963facf35faa9f71 --- /dev/null +++ b/SPFsmartGATE/LIVE/TMP/stoneshell-brain/training_data/raw/pruned_memories.jsonl @@ -0,0 +1,3908 @@ +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[spf_agent_memory_search,spf_brain_search,Grep] | ts=2026-03-08T22:12:00.987802258+00:00","source_type":"memory","category":"reference","occurrence_count":24070,"signal_strength":39.914726815280154} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00","source_type":"memory","category":"reference","occurrence_count":8839,"signal_strength":36.3115347149997} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[Read,Read,Bash] | ts=2026-03-09T02:53:03.178930497+00:00","source_type":"memory","category":"reference","occurrence_count":7146,"signal_strength":35.54334881080677} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:39:54.630155981+00:00","source_type":"memory","category":"reference","occurrence_count":6004,"signal_strength":34.9192965679202} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[Edit,Read,Grep] | ts=2026-03-21T23:49:39.069336238+00:00","source_type":"memory","category":"reference","occurrence_count":5947,"signal_strength":34.88495742142755} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.claude.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/build.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/voice.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src","source_type":"memory","category":"reference","occurrence_count":713,"signal_strength":27.24694422363594} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.77, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/HARDCODE-RULES.md (357 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-01-28\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaitin","source_type":"memory","category":"reference","occurrence_count":606,"signal_strength":26.663722467353683} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/spf-voice/src/tts.rs (180 lines)\n 1\t// spf-voice/src/tts.rs\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// In-process espeak-ng TTS via FFI.\n 5\t// No subprocess spawn. PCM collected via synth callback.\n 6\t// Persistent engine: initialize once, synthesize many times.\n 7\t\n 8\tuse std::ffi::CString;\n 9\tuse std::os::raw::{c_char, c_int, c_uint, c_void};\n 10\tuse std::sync::Mutex;\n ","source_type":"memory","category":"reference","occurrence_count":599,"signal_strength":26.619821197723773} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/STATUS.txt (92 lines)\n 1\t# STATUS — SPF Smart Gateway\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Updated: 2026-03-07 Session 6\n 4\t# Owner: FLINT (agents READ ONLY)\n 5\t\n 6\t═══════════════════════════════════════════════════════\n 7\t CURRENT PHASE — FLINT Memory System (MB-FC next)\n 8\t═══════════════════════════════════════════════════════\n 9\t\n 10\t## BINARY\n 11\t- Lo","source_type":"memory","category":"reference","occurrence_count":596,"signal_strength":26.60174795462395} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_recall, source:flint_dispatch, relevance:0.76, promoted:24hr→7day, promoted:7day→pinned","outcome":"Recall 'STATUS.txt current phase session 6 voice STT investigation' (20 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/b86de9ee29c046ee.txt ══\nSESSION CHECKPOINT — 2026-03-07 — VOICE STT INVESTIGATION\n\nCURRENT TASK: User asked me to investigate why voice-to-text (STT) isn't working. User says we recently wired everything up to use native Android audio, streaming voice, streaming voice-to-text. User says brain data and docs are OUTDATED — must use live build files (src","source_type":"memory","category":"reference","occurrence_count":594,"signal_strength":26.58964852626694} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-08T08:08:42.077663207+00:00","source_type":"memory","category":"reference","occurrence_count":593,"signal_strength":26.583583536409066} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_voice_mode, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_voice_mode source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-08T08:11:30.213437154+00:00","source_type":"memory","category":"reference","occurrence_count":591,"signal_strength":26.571422789487777} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.78, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/spf-voice/src/audio.rs (374 lines)\n 1\t// spf-voice/src/audio.rs\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// Audio I/O via cpal — mic capture + speaker playback.\n 5\t// Persistent pipeline mode: open once, stream continuously, close when done.\n 6\t// One-shot mode: play_pcm / capture_pcm (legacy, still functional).\n 7\t// Requires pulseaudio running on Android/Termux.\n 8\t\n 9\tuse c","source_type":"memory","category":"reference","occurrence_count":591,"signal_strength":26.571422778266225} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/spf-voice/Cargo.toml (20 lines)\n 1\t# spf-voice — SPF Smart Gateway Voice Crate\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t#\n 4\t# Self-contained voice runtime: espeak-ng FFI + cpal + libopus.a\n 5\t# No subprocess. No optional features. Always compiled in.\n 6\t\n 7\t[package]\n 8\tname = \"spf-voice\"\n 9\tversion = \"1.0.0\"\n 10\tedition = \"2021\"\n 11\tauthors = [\"Joseph Stone , decode(opus bytes)→Vec. bytes_to_i1","source_type":"memory","category":"reference","occurrence_count":248,"signal_strength":23.445599369602913} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_brain_recall,spf_web_fetch] | ts=2026-03-08T17:54:04.598708006+00:00","source_type":"memory","category":"reference","occurrence_count":248,"signal_strength":23.445599366302424} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'github emilk egui wgpu custom_3d_glow example callback paint prepare rust source code' via duckduckgo (10 results):\n\n1. \n https://github.com/emilk/egui/blob/main/crates/egui_demo_app/src/apps/custom3d_wgpu.rs\n \n\n2. \n https://deepwiki.com/emilk/egui/5.4-custom-rendering-with-callbacks\n \n\n3. \n https://docs.rs/crate/egui/latest\n \n\n4. \n https://crates.io/crates/egui\n \n\n5. \n https://github.com/emilk/egui\n \n\n6. \n https://github.com/emilk/egui/tree/main/examples/custom_3d_","source_type":"memory","category":"reference","occurrence_count":248,"signal_strength":23.445599357501123} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T18:13:10.007200590+00:00","source_type":"memory","category":"reference","occurrence_count":247,"signal_strength":23.431055610693612} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_fetch,spf_brain_recall] | ts=2026-03-08T17:23:55.088999217+00:00","source_type":"memory","category":"reference","occurrence_count":247,"signal_strength":23.431055583206614} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_transformer_metrics] | ts=2026-03-08T18:11:31.454439690+00:00","source_type":"memory","category":"reference","occurrence_count":246,"signal_strength":23.416452834020568} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:// LIVE/TMP/stoneshell-brain/knowledge/\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: let drop_dir = spf_root().join(\"LIVE/TMP/stoneshell-brain/knowledge\");\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs://! brain_local.rs — In-process Brain singleton (stoneshell-brain)\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs: let base = spf_root().join(\"LIVE/TMP/stoneshell-br","source_type":"memory","category":"reference","occurrence_count":246,"signal_strength":23.41645283292177} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Grep,spf_transformer_metrics,spf_transformer_train] | ts=2026-03-08T18:09:49.997764416+00:00","source_type":"memory","category":"reference","occurrence_count":246,"signal_strength":23.416452831822976} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_list,spf_brain_status,spf_status] | ts=2026-03-08T17:55:05.483844858+00:00","source_type":"memory","category":"reference","occurrence_count":246,"signal_strength":23.416452826329003} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status,spf_brain_recall] | ts=2026-03-08T17:54:31.909366693+00:00","source_type":"memory","category":"reference","occurrence_count":246,"signal_strength":23.416452821933824} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'egui wgpu custom 3D rendering example CallbackTrait prepare paint terminal renderer rust' via duckduckgo (10 results):\n\n1. \n https://docs.rs/egui-wgpu/latest/egui_wgpu/trait.CallbackTrait.html\n \n\n2. \n https://deepwiki.com/emilk/egui/5.4-custom-rendering-with-callbacks\n \n\n3. \n https://gist.github.com/XX/52c84f1e8cf5e9e02162074fadda6536\n \n\n4. \n https://doc.servo.org/egui/struct.PaintCallback.html\n \n\n5. \n https://stackoverflow.com/questions/78381263/wgpu-egui-interconnecti","source_type":"memory","category":"reference","occurrence_count":246,"signal_strength":23.41645281863744} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_recall,spf_web_fetch,spf_web_search] | ts=2026-03-08T17:54:01.788493319+00:00","source_type":"memory","category":"reference","occurrence_count":246,"signal_strength":23.416452817538644} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T18:12:43.619227110+00:00","source_type":"memory","category":"reference","occurrence_count":245,"signal_strength":23.401790580912756} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_web_fetch] | ts=2026-03-08T17:39:28.836124798+00:00","source_type":"memory","category":"reference","occurrence_count":245,"signal_strength":23.401790565539258} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_fetch] | ts=2026-03-08T17:39:11.247623711+00:00","source_type":"memory","category":"reference","occurrence_count":245,"signal_strength":23.40179056444115} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-03-08T18:13:49.412985002+00:00","source_type":"memory","category":"reference","occurrence_count":244,"signal_strength":23.387068361505804} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-08T18:13:38.526688912+00:00","source_type":"memory","category":"reference","occurrence_count":244,"signal_strength":23.38706836040839} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T18:13:20.509399179+00:00","source_type":"memory","category":"reference","occurrence_count":244,"signal_strength":23.387068359310973} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_list, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_list source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_status,spf_status,spf_transformer_metrics] | ts=2026-03-08T17:54:43.542578095+00:00","source_type":"memory","category":"reference","occurrence_count":244,"signal_strength":23.38706834614198} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_recall, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_recall source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_fetch] | ts=2026-03-08T17:49:50.691567269+00:00","source_type":"memory","category":"reference","occurrence_count":244,"signal_strength":23.387068337362653} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_train,spf_transformer_train] | ts=2026-03-08T18:09:15.625049794+00:00","source_type":"memory","category":"reference","occurrence_count":243,"signal_strength":23.372285666788294} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_fetch] | ts=2026-03-08T17:39:41.045960679+00:00","source_type":"memory","category":"reference","occurrence_count":243,"signal_strength":23.37228565033746} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-08T17:54:40.718435232+00:00","source_type":"memory","category":"reference","occurrence_count":242,"signal_strength":23.35744201457782} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_train, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_train source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_train,spf_rag_status,Bash] | ts=2026-03-08T18:01:05.447651335+00:00","source_type":"memory","category":"reference","occurrence_count":240,"signal_strength":23.327569826216607} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_rag_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_rag_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_brain_search,spf_brain_list] | ts=2026-03-08T17:56:28.739034565+00:00","source_type":"memory","category":"reference","occurrence_count":240,"signal_strength":23.327569825121984} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_recall] | ts=2026-03-08T17:23:44.187079690+00:00","source_type":"memory","category":"reference","occurrence_count":240,"signal_strength":23.327569806513374} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_train,spf_transformer_train,spf_rag_status] | ts=2026-03-08T18:01:26.613070181+00:00","source_type":"memory","category":"reference","occurrence_count":239,"signal_strength":23.31254024931976} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" // SB-6: Prepend brain context before generation\n // Pulls from episodic memory (past Q+A) and knowledge (moral framework, etc.)\n let episodic = crate::brain_local::brain_context(message, \"flint_episodic\", 1000);\n let knowledge = crate::brain_local::brain_context(message, \"flint_knowledge\", 500);\n let has_context = !episodic.trim().is_empty() || !knowledge.trim().is_empty();\n\n--\n // SB-6: Index Q+A pair into flint_episodic for future context recall\n let qa_entry = format!(\"","source_type":"memory","category":"reference","occurrence_count":211,"signal_strength":22.86401325959562} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n\n--\n\n// brain_path() and run_brain() removed — replaced by crate::brain_local (in-process)\n\n--\n tool_def(\n \"spf_brain_search\",\n \"Search brain through SPF gateway. All brain access is logged and tracked.\",\n--\n tool_def(\n \"spf_brain_store\",\n \"Store document in brain through SPF gateway.\",\n--\n tool","source_type":"memory","category":"reference","occurrence_count":208,"signal_strength":22.8124671000775} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs:// MiniLM (via brain_store) does the embedding — not the decision.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs:// PRE (startup): init_brain() + index_knowledge_docs() + index_spf_sources()\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs:// DURING (this thread): drain signals → FLINT scores ","source_type":"memory","category":"reference","occurrence_count":208,"signal_strength":22.812467097936597} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_brain_store,Write,Glob] | ts=2026-03-08T18:27:49.636405619+00:00","source_type":"memory","category":"reference","occurrence_count":206,"signal_strength":22.777688289193314} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_brain_search,Grep,Glob] | ts=2026-03-08T18:17:16.662336121+00:00","source_type":"memory","category":"reference","occurrence_count":205,"signal_strength":22.76017205229066} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,spf_brain_store,Write] | ts=2026-03-08T18:31:38.423566209+00:00","source_type":"memory","category":"reference","occurrence_count":204,"signal_strength":22.742570172843692} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Bash,spf_brain_search] | ts=2026-03-08T18:19:47.927858459+00:00","source_type":"memory","category":"reference","occurrence_count":204,"signal_strength":22.74257016750783} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'RAG config brain path stoneshell-brain configuration' — 4 result(s):\n\nScore: 0.459 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/7ae776d210ca8832.txt\n- model_path: LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2 (384-dim MiniLM)\n- storage_path: LIVE/TMP/stoneshell-brain/storage (LMDB vector store)\n- docs_path: LIVE/BRAIN/DOCS (file-based docs for index_directory)\n- embedding_dim=384, chunk_size=512, chunk_overlap=64, top_k=20, threshold=0.3\n\nCOLLECTIONS:\n- \"defa","source_type":"memory","category":"reference","occurrence_count":203,"signal_strength":22.724881779151207} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Glob,Bash] | ts=2026-03-08T18:20:02.610814703+00:00","source_type":"memory","category":"reference","occurrence_count":202,"signal_strength":22.707106052129745} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,spf_brain_search,Grep] | ts=2026-03-08T18:17:45.300824235+00:00","source_type":"memory","category":"reference","occurrence_count":202,"signal_strength":22.707106049998725} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T18:35:18.156037010+00:00","source_type":"memory","category":"reference","occurrence_count":201,"signal_strength":22.68924210769772} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-03-08T18:17:05.064673938+00:00","source_type":"memory","category":"reference","occurrence_count":201,"signal_strength":22.689242097051007} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,spf_brain_store] | ts=2026-03-08T18:31:48.832808757+00:00","source_type":"memory","category":"reference","occurrence_count":198,"signal_strength":22.635112083530775} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" let (listeners, collector_arc) = build_listeners(&config, &transformer_config);\n\n // Wire collector into TransformerState so handle_train() can drain signals\n if let Some(ref collector) = collector_arc {\n let mut t_state = transformer.write().unwrap();\n t_state.collector = Some(collector.clone());\n }\n\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_me","source_type":"memory","category":"reference","occurrence_count":197,"signal_strength":22.616886697903013} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/config.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/calculate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/lib.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/session.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/storage.rs\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs\n/data/data/com.termux","source_type":"memory","category":"reference","occurrence_count":177,"signal_strength":22.233059070920696} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"fn tool_def(name: &str, description: &str, properties: Value, required: Vec<&str>) -> Value {\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n to","source_type":"memory","category":"reference","occurrence_count":161,"signal_strength":21.89069439169604} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_brain_store] | ts=2026-03-08T20:44:40.451793685+00:00","source_type":"memory","category":"reference","occurrence_count":161,"signal_strength":21.890493659130936} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"use crate::http::ServerState;\nstatic CHAT_ENGINE: std::sync::Mutex> = std::sync::Mutex::new(None);\nconst PROTOCOL_VERSION: &str = \"2024-11-05\";\nfn format_timestamp(ts: u64) -> String {\nconst SERVER_NAME: &str = \"spf-smart-gate\";\nconst SERVER_VERSION: &str = \"3.0.0\";\nfn rag_collector_path() -> PathBuf {\nfn rag_collector_dir() -> PathBuf {\nfn run_rag(args: &[&str]) -> (bool, String) {\nfn log(msg: &str) {\nfn cmd_log(msg: &str) {\nfn param_summary(name: &str, args: &Va","source_type":"memory","category":"reference","occurrence_count":161,"signal_strength":21.890493655022173} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-08T20:09:21.319897670+00:00","source_type":"memory","category":"reference","occurrence_count":161,"signal_strength":21.890493648859028} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:44:31.236418219+00:00","source_type":"memory","category":"reference","occurrence_count":160,"signal_strength":21.86806630389127} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-08T19:53:49.515131567+00:00","source_type":"memory","category":"reference","occurrence_count":160,"signal_strength":21.868066288499193} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub fn tool_definitions() -> Vec {\nfn route_to_lmdb(\npub fn extract_gate_params(args: &Value) -> ToolParams {\npub fn handle_tool_call(\nfn build_listeners(\npub fn tool_count() -> usize {\npub fn run_worker(\npub fn run(config: SpfConfig, config_db: SpfConfigDb, session: Session, storage: SpfStorage, http_config: crate::config::HttpConfig) {","source_type":"memory","category":"reference","occurrence_count":159,"signal_strength":21.84549833736416} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:20:16.205621847+00:00","source_type":"memory","category":"reference","occurrence_count":159,"signal_strength":21.845498332238762} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_store] | ts=2026-03-08T20:11:35.789341421+00:00","source_type":"memory","category":"reference","occurrence_count":159,"signal_strength":21.845498329163522} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Edit,Edit] | ts=2026-03-08T19:56:38.626325200+00:00","source_type":"memory","category":"reference","occurrence_count":159,"signal_strength":21.845498325063208} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-08T19:38:13.272819476+00:00","source_type":"memory","category":"reference","occurrence_count":159,"signal_strength":21.84549832096289} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-08T19:33:35.134969947+00:00","source_type":"memory","category":"reference","occurrence_count":159,"signal_strength":21.84549831993781} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:15:07.368200246+00:00","source_type":"memory","category":"reference","occurrence_count":158,"signal_strength":21.82278798013706} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_store,spf_brain_store] | ts=2026-03-08T20:13:59.621680012+00:00","source_type":"memory","category":"reference","occurrence_count":158,"signal_strength":21.82278797911305} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Glob,Bash,Edit] | ts=2026-03-08T19:58:18.465223860+00:00","source_type":"memory","category":"reference","occurrence_count":158,"signal_strength":21.822787975016993} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-08T19:40:55.006921133+00:00","source_type":"memory","category":"reference","occurrence_count":158,"signal_strength":21.82278797092094} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Write,Grep] | ts=2026-03-08T19:37:31.777143555+00:00","source_type":"memory","category":"reference","occurrence_count":158,"signal_strength":21.822787969896925} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Glob,Bash] | ts=2026-03-08T19:59:40.710296173+00:00","source_type":"memory","category":"reference","occurrence_count":157,"signal_strength":21.799933431297678} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:27:00.329363203+00:00","source_type":"memory","category":"reference","occurrence_count":156,"signal_strength":21.77693285626525} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:42:17.244870770+00:00","source_type":"memory","category":"reference","occurrence_count":155,"signal_strength":21.75378436343595} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T20:33:36.073799042+00:00","source_type":"memory","category":"reference","occurrence_count":154,"signal_strength":21.730486036006532} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_store,Write,Glob] | ts=2026-03-08T20:00:38.943271046+00:00","source_type":"memory","category":"reference","occurrence_count":154,"signal_strength":21.73048602988844} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n }\n\n /// Drain all accumulated signals (called by learning controller)\n /// Returns: regular signals + ALL FP-locked signals (FP signals persist)\n pub fn drain_signals(&self) -> Vec {\n match self.buffer.lock() {\n Ok(mut buf) => buf.drain(),\n Err(poisoned) => poisoned.into_inner().drain(),\n }\n }\n--\n buf.push(signal);\n }\n }\n\n /// Get the number of pending signals without draining\n pub fn pending","source_type":"memory","category":"reference","occurrence_count":138,"signal_strength":21.33561659891103} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if relevance < MIN_RELEVANCE && !signal.false_positive && signal.evil_score < 0.1 {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: let evil = signal.evil_score as f64;\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: // Maximum priority: confirmed evil or false positive\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if signal.evil_score > 0.4 || signal.fals","source_type":"memory","category":"reference","occurrence_count":127,"signal_strength":21.03661140336807} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny/config.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny/vocab.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny/model.safetensors\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/MODELS/whisper-tiny/melfilters.bytes\n/data/data/com.termux/files/h","source_type":"memory","category":"reference","occurrence_count":127,"signal_strength":21.036611401393827} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_brain_store,Bash,Grep] | ts=2026-03-08T21:34:03.804545002+00:00","source_type":"memory","category":"reference","occurrence_count":127,"signal_strength":21.036611396458213} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs- recent_call_count: 0,\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs- preceding_tools: vec![],\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs: evil_score: 0.0, // Block EE\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs- };\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs- learning.record_signal(signal","source_type":"memory","category":"reference","occurrence_count":126,"signal_strength":21.008156089501057} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-03-08T21:50:34.854308166+00:00","source_type":"memory","category":"reference","occurrence_count":126,"signal_strength":21.008156088515268} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-08T21:50:30.717462751+00:00","source_type":"memory","category":"reference","occurrence_count":125,"signal_strength":20.979474032732245} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_brain_store] | ts=2026-03-08T21:49:17.955115487+00:00","source_type":"memory","category":"reference","occurrence_count":125,"signal_strength":20.979474028794478} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-08T21:30:43.356269141+00:00","source_type":"memory","category":"reference","occurrence_count":125,"signal_strength":20.979474025841153} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-08T21:51:02.603399613+00:00","source_type":"memory","category":"reference","occurrence_count":124,"signal_strength":20.950561601460485} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_brain_store] | ts=2026-03-08T21:49:40.592770634+00:00","source_type":"memory","category":"reference","occurrence_count":123,"signal_strength":20.921415050999705} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Bash,spf_brain_store,spf_brain_store] | ts=2026-03-08T21:49:22.058547308+00:00","source_type":"memory","category":"reference","occurrence_count":123,"signal_strength":20.921415050017988} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_brain_store,spf_brain_store,Bash] | ts=2026-03-08T21:35:19.292928723+00:00","source_type":"memory","category":"reference","occurrence_count":123,"signal_strength":20.921415048054552} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-03-08T21:52:17.023983022+00:00","source_type":"memory","category":"reference","occurrence_count":122,"signal_strength":20.89203057772043} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" t_state.collector = Some(collector.clone());\n }\n\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(collector.clone());\n log(\"FLINT Memory Router started (MB-FR/MB-FT)\");\n }\n\n // Build ServerState\n // Workers always defer pool management to NetAdmin\n--\n }\n }\n\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-","source_type":"memory","category":"reference","occurrence_count":102,"signal_strength":20.247532688540158} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":" crate::flint_memory::start_memory_router(collector.clone());\n crate::flint_memory::start_memory_router(collector.clone());","source_type":"memory","category":"reference","occurrence_count":102,"signal_strength":20.24753268568987} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'FLINT tiered memory 24hr 7day 30day promotion storage' — 10 result(s):\n\nScore: 0.460 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/4f35d7468cb0ca10.txt\n4. FLINT Intercept → brain_search → process_result → compress → context inject\n5. Memory Router → drain signals → score → route collection → brain_store → promote\n\n## LMDB DATABASES (5 total)\n1. SPF_CONFIG (10MB) — path rules, configuration\n2. SESSION (50MB) — session persistence, action logs\n3. TMP_DB (50MB) — pro","source_type":"memory","category":"reference","occurrence_count":100,"signal_strength":20.176251261312746} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n /// Collect all weight tensors for serialization\n pub fn weights(&self) -> Vec<&Tensor> {\n let mut w: Vec<&Tensor> = vec![&self.token_embedding];\n w.extend(self.encoder.weights());\n w.extend(self.decoder.weights());\n--\n }\n\n /// Collect all weight tensors mutably for optimizer updates\n pub fn weights_mut(&mut self) -> Vec<&mut Tensor> {\n let mut w: Vec<&mut Tensor> = vec![&mut self.token_embedding];\n w.extend(self.encoder.weights_mut());\n ","source_type":"memory","category":"reference","occurrence_count":98,"signal_strength":20.103530112977406} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'FLINT direct tool connection Claude FLINT gate validator whitelist execution pipeline yesterday build' — 10 result(s):\n\nScore: 0.522 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8b3d6a13a5136f44.txt\n - Tags result with [FLINT] prefix, _flint_worker, _tool_executed, _was_blocked\n\n**NETWORK POOL (Block NP):**\n- spf_pool_status: Worker status snapshot (name, status, task, elapsed)\n- spf_pool_assign: NetAdmin only — find_by_name/find_idle → borrow worker → return ta","source_type":"memory","category":"reference","occurrence_count":98,"signal_strength":20.10353002902023} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Resolution order:\n/// 1. SPF_ROOT environment variable (clone-safe, explicit)\n/// 2. Walk up from binary location looking for Cargo.toml\n/// 3. HOME env + /SPFsmartGATE\n/// 4. Panic (unrecoverable — cannot operate without known root)\npub fn spf_root() -> &'static Path {\n SPF_ROOT_CACHE.get_or_init(|| {\n // PRIMARY: SPF_ROOT env var — explicit, clone-safe\n if let Ok(root) = std::env::var(\"SPF_ROOT\") {\n let p = PathBuf::from(&root);\n if p.exists()","source_type":"memory","category":"reference","occurrence_count":97,"signal_strength":20.066611044487537} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs-}\n/data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs-\n/data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs-/// Cosine similarity between two vectors\n/data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs:pub fn cosine_similarity(a: &[f32], b: &[f32]) -> f32 {\n/data/data/com.termux/files/home/stoneshell-brain/src/embeddings.rs- if a.len() != b.len() {\n/data/data/com.termux/files/hom","source_type":"memory","category":"reference","occurrence_count":97,"signal_strength":20.06661104354593} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// For each tensor:\n/// [ndim] 4 bytes u32 BE\n/// [shape_dims] ndim × 4 bytes u32 BE each\n/// [data] numel × 4 bytes f32 LE (native float layout)\n/// ```\npub fn serialize_weights(\n weights: &[&Tensor],\n model_id: &str,\n step: u64,\n) -> Result, io::Error> {\n let mut buf: Vec = Vec::new();\n--\n Ok(buf)\n}\n\n/// Deserialize weights from binary checkpoint format.\n/// Returns (tensors, metadata).\npub fn deserialize_weights(data: &[u8]) -> R","source_type":"memory","category":"reference","occurrence_count":97,"signal_strength":20.06661103507147} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n Ok(id)\n }\n\n /// Create and store a new memory\n pub fn create_memory(\n &self,\n content: &str,\n memory_type: MemoryType,\n tags: Vec,\n source: &str,\n--\n }\n Ok(entries)\n }\n\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n let iter = self.memory.iter(&rtxn)?;\n\n let mut entries = Vec::new();\n for re","source_type":"memory","category":"reference","occurrence_count":97,"signal_strength":20.066611034129863} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search '30 day memory long term storage indexed 80% usage promotion cycle save' — 10 result(s):\n\nScore: 0.413 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/d42774fd1da06d0c.txt\n - route_signals(): Drain gate signals → score → route to collection → write data file → brain_store → agent_state Working memory\n - check_drop_folder(): Watch knowledge/ for .md/.txt/.rs/.json → index to \"flint_knowledge\", .indexed marker tracks processed files\n - run_tiered_promotion(): Expire","source_type":"memory","category":"reference","occurrence_count":97,"signal_strength":20.066610952210084} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"impl EvilIndicator {\n /// Extract severity from any variant\n pub fn severity(&self) -> f32 {\n match self {\n Self::Deception { severity } => *severity,\n--\n /// False positive: -1.0 (strongest negative — security failure)\n /// [Block EE] Evil score > 0.7: -1.0, > 0.4: -0.5\n pub fn label(&self) -> f32 {\n // Block EE: Evil score overrides — highest severity first\n if self.evil_score > 0.7 {\n--\n /// Security-critical errors (FP) dominate the learning ","source_type":"memory","category":"reference","occurrence_count":96,"signal_strength":20.029309404923044} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/plans/async-wiggling-whale.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/anstyle-1.0.13/README.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/anyhow-1.0.100/README.md\n/data/data/com.termux/files/home/SPFsmartGATE","source_type":"memory","category":"reference","occurrence_count":96,"signal_strength":20.029309328794685} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Bash,Bash,Glob] | ts=2026-03-08T22:15:19.723183745+00:00","source_type":"memory","category":"reference","occurrence_count":95,"signal_strength":19.991617023120483} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_search,spf_agent_memory_search,spf_brain_search] | ts=2026-03-08T22:12:34.781316777+00:00","source_type":"memory","category":"reference","occurrence_count":95,"signal_strength":19.991617014677697} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:09:39.179700037+00:00","source_type":"memory","category":"reference","occurrence_count":94,"signal_strength":19.953526001884295} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:01:01.314027475+00:00","source_type":"memory","category":"reference","occurrence_count":94,"signal_strength":19.95352597941309} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/stoneshell-brain/src/search.rs: pub fn mmr_rerank(","source_type":"memory","category":"reference","occurrence_count":94,"signal_strength":19.95352597847679} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:00:57.439362789+00:00","source_type":"memory","category":"reference","occurrence_count":94,"signal_strength":19.95352597847679} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:00:09.590515463+00:00","source_type":"memory","category":"reference","occurrence_count":94,"signal_strength":19.95352597660419} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/stoneshell-brain/src/search.rs-\n/data/data/com.termux/files/home/stoneshell-brain/src/search.rs- /// MMR (Maximum Marginal Relevance) for diversity\n/data/data/com.termux/files/home/stoneshell-brain/src/search.rs: pub fn mmr_rerank(\n/data/data/com.termux/files/home/stoneshell-brain/src/search.rs- &self,\n/data/data/com.termux/files/home/stoneshell-brain/src/search.rs- results: Vec,","source_type":"memory","category":"reference","occurrence_count":94,"signal_strength":19.953525973795287} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-08T22:32:23.714409604+00:00","source_type":"memory","category":"reference","occurrence_count":94,"signal_strength":19.953525925107677} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Grep,Grep] | ts=2026-03-08T22:11:00.801832542+00:00","source_type":"memory","category":"reference","occurrence_count":94,"signal_strength":19.953525877356363} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-08T22:10:27.869428388+00:00","source_type":"memory","category":"reference","occurrence_count":94,"signal_strength":19.953525876420063} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:12:05.614514877+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.915027472257073} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:09:14.574068953+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.91502746384663} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:08:14.315753247+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.915027460108657} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n log::info!(\"Agent State LMDB opened at {:?}\", path);\n Ok(Self { env, memory, sessions, state, tags })\n }\n\n // ========================================================================\n // MEMORY OPERATIONS\n // ========================================================================\n\n /// Store a memory entry\n pub fn remember(&self, entry: MemoryEntry) -> Result {\n let id = entry.id.clone();\n\n // Update tag index\n for tag in &entry.tag","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.915027459174162} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:05:41.193305180+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.915027454501693} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:00:05.948153329+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.915027440484288} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Write,Glob] | ts=2026-03-08T22:56:23.456112685+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.915027429270364} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-08T22:36:27.887202428+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.915027394694093} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Glob,spf_brain_search] | ts=2026-03-08T22:14:49.660350996+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.91502735077289} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_search,Glob,spf_agent_memory_search] | ts=2026-03-08T22:14:39.526795062+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.9150273489039} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_agent_memory_search,spf_brain_search,spf_agent_memory_search] | ts=2026-03-08T22:13:04.015405255+00:00","source_type":"memory","category":"reference","occurrence_count":93,"signal_strength":19.91502734610042} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-/// This is the DURING and AFTER learning pipeline:\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-/// DURING: drains GateTrainingCollector → FLINT scores → routes to brain\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-/// AFTER: tiered promotion loop (24hr Working → 7day Fact → Pinned)\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-///\n/data/data/com.termux/files/home","source_type":"memory","category":"reference","occurrence_count":92,"signal_strength":19.87611270898101} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Glob,Glob] | ts=2026-03-08T22:56:18.696622322+00:00","source_type":"memory","category":"reference","occurrence_count":92,"signal_strength":19.87611268473165} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-03-08T22:33:38.080682284+00:00","source_type":"memory","category":"reference","occurrence_count":92,"signal_strength":19.87611264835761} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-08T22:15:46.163969412+00:00","source_type":"memory","category":"reference","occurrence_count":92,"signal_strength":19.876112613848903} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,spf_brain_search,Glob] | ts=2026-03-08T22:14:45.041786727+00:00","source_type":"memory","category":"reference","occurrence_count":92,"signal_strength":19.87611260638756} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:00:02.026823331+00:00","source_type":"memory","category":"reference","occurrence_count":91,"signal_strength":19.83677264613211} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-08T22:15:34.847269833+00:00","source_type":"memory","category":"reference","occurrence_count":91,"signal_strength":19.836772560496513} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,spf_agent_memory_search,spf_brain_search] | ts=2026-03-08T22:13:10.960741346+00:00","source_type":"memory","category":"reference","occurrence_count":91,"signal_strength":19.836772554911583} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-08T22:56:27.021850444+00:00","source_type":"memory","category":"reference","occurrence_count":90,"signal_strength":19.796997881570523} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/build.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/voice.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/calculate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE","source_type":"memory","category":"reference","occurrence_count":79,"signal_strength":19.327750347928568} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:10:44.994872910+00:00","source_type":"memory","category":"reference","occurrence_count":68,"signal_strength":18.788029045472047} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned","outcome":" temperature: 0.7,\n writer_checkpoint: \"test_writer.spfc\".to_string(),\n researcher_checkpoint: \"test_researcher.spfc\".to_string(),\n }","source_type":"memory","category":"reference","occurrence_count":68,"signal_strength":18.788029045472047} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/paths.rs:pub fn spf_root() -> &'static Path {","source_type":"memory","category":"reference","occurrence_count":68,"signal_strength":18.7880290331295} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs:pub fn deserialize_weights(data: &[u8]) -> Result<(Vec, CheckpointMeta), io::Error> {","source_type":"memory","category":"reference","occurrence_count":68,"signal_strength":18.78802902960306} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub fn handle_train(\n// \"spf_transformer_train\" => { /* gate check + */ handle_train(&state.transformer, args, ...) }\n let result = handle_train(&None, &args, &config);\n let result = handle_train(&Some(locked.clone()), &args, &config);","source_type":"memory","category":"reference","occurrence_count":68,"signal_strength":18.788029021668564} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n Ok(entries)\n }\n\n /// Forget a memory\n pub fn forget(&self, id: &str) -> Result {\n // Remove from tag index\n if let Some(entry) = self.recall(id)? {\n for tag in &entry.tags {\n self.remove_from_tag_index(tag, id)?;\n }\n }\n\n let mut wtxn = self.env.write_txn()?;\n let deleted = self.memory.delete(&mut wtxn, id)?;\n wtxn.commit()?;\n Ok(deleted)\n }\n\n /// Expire old memories\n pu","source_type":"memory","category":"reference","occurrence_count":68,"signal_strength":18.788028936152354} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:10:54.564150823+00:00","source_type":"memory","category":"reference","occurrence_count":67,"signal_strength":18.73470097831011} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Path to writer model checkpoint (relative to LIVE/MODELS/)\n pub writer_checkpoint: String,\n /// Path to researcher model checkpoint (relative to LIVE/MODELS/)\n pub researcher_checkpoint: String,\n /// Model dimension (embedding size)\n--\n /// Checkpoint save interval (every N training steps)\n pub checkpoint_interval: usize,\n /// Enable online learning (train while serving)\n--\n enabled: false,\n writer_checkpoint: \"writer_v1.spfc\".to_string(),\n ","source_type":"memory","category":"reference","occurrence_count":67,"signal_strength":18.734700976551892} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:06:39.238069566+00:00","source_type":"memory","category":"reference","occurrence_count":67,"signal_strength":18.734700962486166} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs:pub fn serialize_weights(","source_type":"memory","category":"reference","occurrence_count":67,"signal_strength":18.73470096072795} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T00:12:33.152292608+00:00","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.680570959690005} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:10:34.891919945+00:00","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.68057095092432} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Enable transformer runtime\n pub enabled: bool,\n /// Path to writer model checkpoint (relative to LIVE/MODELS/)\n pub writer_checkpoint: String,\n /// Path to researcher model checkpoint (relative to LIVE/MODELS/)\n pub researcher_checkpoint: String,\n /// Model dimension (embedding size)\n pub d_model: usize,\n--\n pub batch_size: usize,\n /// Checkpoint save interval (every N training steps)\n pub checkpoint_interval: usize,\n /// Enable online learning (train whi","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.680570950047755} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:07:07.536902211+00:00","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.68057094303521} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:07:03.303527057+00:00","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.680570942158642} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:06:43.365534773+00:00","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.680570939528938} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Handle spf_transformer_train\n/// Triggers a manual training batch from accumulated gate signals.\npub fn handle_train(\n transformer: &Option>>,\n args: &Value,","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.680570929886688} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-08T23:58:23.168049286+00:00","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.680570918491306} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Edit,Write] | ts=2026-03-08T23:45:53.668460197+00:00","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.680570894823965} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:14:33.868761852+00:00","source_type":"memory","category":"reference","occurrence_count":66,"signal_strength":18.680570844859588} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:13:42.469859561+00:00","source_type":"memory","category":"reference","occurrence_count":65,"signal_strength":18.62561449484816} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T00:11:38.617186743+00:00","source_type":"memory","category":"reference","occurrence_count":65,"signal_strength":18.625614488730236} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:11:20.660617740+00:00","source_type":"memory","category":"reference","occurrence_count":65,"signal_strength":18.625614487856247} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T00:05:10.280271996+00:00","source_type":"memory","category":"reference","occurrence_count":65,"signal_strength":18.62561446513253} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T00:04:34.816746853+00:00","source_type":"memory","category":"reference","occurrence_count":65,"signal_strength":18.625614463384547} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-08T23:58:26.841814597+00:00","source_type":"memory","category":"reference","occurrence_count":65,"signal_strength":18.625614451148696} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Glob] | ts=2026-03-08T23:57:32.208007952+00:00","source_type":"memory","category":"reference","occurrence_count":65,"signal_strength":18.62561444765274} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Write,Grep] | ts=2026-03-08T23:42:16.146359916+00:00","source_type":"memory","category":"reference","occurrence_count":65,"signal_strength":18.625614422307052} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:07:20.121140956+00:00","source_type":"memory","category":"reference","occurrence_count":64,"signal_strength":18.569805935185656} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:04:24.140637169+00:00","source_type":"memory","category":"reference","occurrence_count":64,"signal_strength":18.569805922115094} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Glob,Edit] | ts=2026-03-08T23:45:58.028473998+00:00","source_type":"memory","category":"reference","occurrence_count":64,"signal_strength":18.569805889874388} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-08T23:23:32.800134667+00:00","source_type":"memory","category":"reference","occurrence_count":64,"signal_strength":18.569805848919973} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// spf_brain_store — chunk + embed + store arbitrary text\npub fn brain_store(text: &str, title: &str, collection: &str) -> String {\n let mut lock = BRAIN.lock().unwrap();\n let Some(ref mut brain) = *lock else {","source_type":"memory","category":"reference","occurrence_count":61,"signal_strength":18.39699308899264} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T00:15:01.479989322+00:00","source_type":"memory","category":"reference","occurrence_count":55,"signal_strength":18.02429016557536} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" mesh_tx: &Option>,\n peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n--\n session.record_action(\"spf_flint_execute\", \"called\", None);\n\n // Verify transformer is loaded (Option) {\n let mut last_drop_check = Instant::now();\n let mut last_tier_run = Instant::now();\n","source_type":"memory","category":"reference","occurrence_count":54,"signal_strength":17.958240993277823} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:14:51.810064065+00:00","source_type":"memory","category":"reference","occurrence_count":54,"signal_strength":17.958240993277823} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:15:53.358399927+00:00","source_type":"memory","category":"reference","occurrence_count":53,"signal_strength":17.890957194239924} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T00:15:32.785721185+00:00","source_type":"memory","category":"reference","occurrence_count":53,"signal_strength":17.89095719340041} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:16:08.700795286+00:00","source_type":"memory","category":"reference","occurrence_count":52,"signal_strength":17.822391718749625} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" let sessions = env.create_database(&mut wtxn, Some(\"sessions\"))?;\n let state = env.create_database(&mut wtxn, Some(\"state\"))?;\n let tags = env.create_database(&mut wtxn, Some(\"tags\"))?;\n wtxn.commit()?;\n\n log::info!(\"Agent State LMDB opened at {:?}\", path);\n Ok(Self { env, memory, sessions, state, tags })\n }\n\n // ========================================================================\n // MEMORY OPERATIONS\n // ===============================","source_type":"memory","category":"reference","occurrence_count":48,"signal_strength":17.53427174189658} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" // Wire collector into TransformerState so handle_train() can drain signals\n if let Some(ref collector) = collector_arc {\n let mut t_state = transformer.write().unwrap();\n t_state.collector = Some(collector.clone());\n }\n\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(collector.clone());\n log(\"FLINT Memory Router started (MB-FR/MB-FT","source_type":"memory","category":"reference","occurrence_count":48,"signal_strength":17.534271720504325} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-09T00:34:07.159747739+00:00","source_type":"memory","category":"reference","occurrence_count":48,"signal_strength":17.53427171639043} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n--\n // Verify transformer is loaded (Option> — check outer + lock)\n let transformer_loaded = transformer.as_ref()\n .and_then(|t| t.read().ok())\n--\n http_config: crate::config::HttpConfig,\n transformer: std::","source_type":"memory","category":"reference","occurrence_count":48,"signal_strength":17.53427169170706} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":" let timestamp = chrono::Utc::now().to_rfc3339();\n let created_date = chrono::DateTime::from_timestamp(mem.created_at as i64, 0)","source_type":"memory","category":"reference","occurrence_count":47,"signal_strength":17.45848834776776} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n /// Forget a memory\n pub fn forget(&self, id: &str) -> Result {\n // Remove from tag index\n if let Some(entry) = self.recall(id)? {\n for tag in &entry.tags {","source_type":"memory","category":"reference","occurrence_count":47,"signal_strength":17.458488338756307} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T00:37:31.616460265+00:00","source_type":"memory","category":"reference","occurrence_count":47,"signal_strength":17.458488322371846} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":" // Old is_empty() check missed clones (old key not empty, just wrong).\n // Deterministic: same signing_key always produces same api_key.\n // ================================================================\n let mut http_config = http_config; // shadow as mutable\n let derived_key = crate::identity::derive_api_key(&signing_key);\n http_config.api_key = derived_key;\n log(\"API key synced from identity\");\n\n // ================================================================\n ","source_type":"memory","category":"reference","occurrence_count":47,"signal_strength":17.458488296156712} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":" w.push(&self.output_bias);\n w\n }\n\n /// Collect all weight tensors mutably for optimizer updates\n pub fn weights_mut(&mut self) -> Vec<&mut Tensor> {\n let mut w: Vec<&mut Tensor> = vec![&mut self.token_embedding];\n w.extend(self.encoder.weights_mut());\n w.extend(self.decoder.weights_mut());\n w.push(&mut self.output_projection);\n w.push(&mut self.output_bias);","source_type":"memory","category":"reference","occurrence_count":46,"signal_strength":17.38107508593293} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Create and store a new memory\n pub fn create_memory(\n &self,\n--\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n--\n /// Expire old memories\n pub fn expire_memories(&self) -> Result {\n let now = SystemTime::now()","source_type":"memory","category":"reference","occurrence_count":46,"signal_strength":17.381075050862545} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:36:06.317820298+00:00","source_type":"memory","category":"reference","occurrence_count":46,"signal_strength":17.381075038628687} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Run in headless worker mode — no stdio MCP loop.\n/// Sets up LMDBs, identity, mesh, HTTP monitoring, then enters worker loop.\npub fn run_worker(\n config: SpfConfig,\n config_db: SpfConfigDb,","source_type":"memory","category":"reference","occurrence_count":46,"signal_strength":17.381075033735144} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:17:21.420482654+00:00","source_type":"memory","category":"reference","occurrence_count":46,"signal_strength":17.38107500845184} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"Read failed: No such file or directory (os error 2)","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.303306548952328} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T01:14:19.911266923+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960312271586} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T01:13:12.818843459+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960309835952} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T01:01:35.541917215+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.30196029035088} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" for result in iter {\n let (_, entry) = result?;\n if entry.memory_type == memory_type {\n entries.push(entry);\n }\n }\n Ok(entries)\n }\n\n /// Forget a memory\n pub fn forget(&self, id: &str) -> Result {\n // Remove from tag index\n if let Some(entry) = self.recall(id)? {\n for tag in &entry.tags {\n self.remove_from_tag_index(tag, id)?;\n }\n }\n\n let mut wtxn ","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960285479613} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T00:59:46.754218975+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960285479613} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-09T00:58:37.241998585+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.30196028304398} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-09T00:57:54.498499695+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960280608345} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:47:14.834271918+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960262747027} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:46:42.143817087+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960260311393} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T00:45:47.710067732+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.30196025868764} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T00:43:51.047547621+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960251380734} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T00:41:54.996487717+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960247321343} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:41:37.051541422+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960245697586} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:37:48.508882967+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960237578808} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T00:36:42.964966482+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.301960234331297} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-09T00:34:37.670885123+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.30196022864815} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:28:01.173657202+00:00","source_type":"memory","category":"reference","occurrence_count":45,"signal_strength":17.30196021159871} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T01:02:04.164401943+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.221067476964826} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T00:48:40.874797458+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.221067451106194} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T00:45:14.622037328+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.22106744221729} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:44:56.022347804+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.221067440601125} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:44:29.841253856+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.221067438984964} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" Preference,\n /// Fact about the user/project\n Fact,\n /// Instruction from user\n Instruction,\n /// Context from previous sessions\n Context,\n /// Working state (temporary, session-bound)\n Working,\n /// Pinned (never auto-expire)\n Pinned,\n}\n\n/// Memory entry stored in Agent's memory\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct MemoryEntry {\n /// Unique ID\n pub id: String,\n /// Memory content\n pub content: String,\n /// Memory type\n pu","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.221067432520304} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T00:38:07.318522075+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.221067424439482} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:34:49.404833088+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.22106741555058} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-09T00:33:15.973500103+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.22106740908592} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.90 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:29:50.718304400+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.22106740181318} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:28:30.472543128+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.22106739858085} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:19:08.117507874+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.221067389691946} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T00:17:41.145372126+00:00","source_type":"memory","category":"reference","occurrence_count":44,"signal_strength":17.221067388883863} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-09T01:38:51.063379070+00:00","source_type":"memory","category":"reference","occurrence_count":29,"signal_strength":15.720425428155494} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T02:13:35.333999577+00:00","source_type":"memory","category":"reference","occurrence_count":27,"signal_strength":15.463201897464812} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-09T02:12:46.665261940+00:00","source_type":"memory","category":"reference","occurrence_count":27,"signal_strength":15.463201894562427} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T02:13:05.715160526+00:00","source_type":"memory","category":"reference","occurrence_count":26,"signal_strength":15.327352623933754} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-03-09T02:02:20.678068324+00:00","source_type":"memory","category":"reference","occurrence_count":25,"signal_strength":15.186174550785992} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Edit] | ts=2026-03-09T02:02:38.445877276+00:00","source_type":"memory","category":"reference","occurrence_count":24,"signal_strength":15.039232579262586} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(collector.clone(), Some(transformer.clone()));\n log(\"FLINT Memory Router started (MB-FR/MB-FT) with auto-train\");\n }\n--\n // Spawn FLINT Memory Router — DURING + AFTER learning pipeline (MB-FR + MB-FT)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(collec","source_type":"memory","category":"reference","occurrence_count":21,"signal_strength":14.558576791014609} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'free claude account mesh API FLINT training session 8' — 1 result(s):\n\nScore: 0.339 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/08a8445bf28c7314.txt\nSession 8 Summary (2026-03-08):\n\nCOMPLETED - 6 blocks from WORK_BLOCKS.md R1:\n- SB-1: stoneshell-brain warnings (embeddings.rs _id_to_token, search.rs _query_embedding)\n- CP-1: Checkpoint save in handle_train() Step 10 — serialize_weights to LIVE/MODELS/\n- CP-2: Checkpoint load in from_config() — deserialize_weights","source_type":"memory","category":"reference","occurrence_count":19,"signal_strength":14.19831766725128} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_store,Edit,Edit] | ts=2026-03-09T02:28:03.841959298+00:00","source_type":"memory","category":"reference","occurrence_count":18,"signal_strength":14.003698461063644} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status] | ts=2026-03-10T11:30:32.808662736+00:00","source_type":"memory","category":"reference","occurrence_count":16,"signal_strength":13.579730358753306} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_agent_stats,spf_transformer_train] | ts=2026-03-10T11:34:24.597581033+00:00","source_type":"memory","category":"reference","occurrence_count":15,"signal_strength":13.347418868622965} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_stats,spf_transformer_train,spf_transformer_metrics] | ts=2026-03-10T11:33:47.081882349+00:00","source_type":"memory","category":"reference","occurrence_count":15,"signal_strength":13.347418868622965} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_train,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-10T11:33:12.436973352+00:00","source_type":"memory","category":"reference","occurrence_count":15,"signal_strength":13.347418867996652} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_train, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_train source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status] | ts=2026-03-10T11:32:01.898027702+00:00","source_type":"memory","category":"reference","occurrence_count":15,"signal_strength":13.347418867370337} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"#[repr(u8)]\npub enum StreamType {\n /// Tool RPC calls (existing mesh functionality) — JSON-RPC format\n--\n\nimpl StreamType {\n /// Convert byte to StreamType\n pub fn from_byte(b: u8) -> Option {\n--\n\n /// Convert StreamType to byte\n pub fn as_byte(self) -> u8 {\n--\n /// Stream type identifier\n pub stream_type: StreamType,\n /// Payload bytes (JSON, audio, binary, etc.)\n--\n /// Create a new frame\n pub fn new(stream_type: StreamType, payload: Vec) -> Self {\n ","source_type":"memory","category":"reference","occurrence_count":15,"signal_strength":13.347418202850186} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_calculate\" | \"spf_status\" | \"spf_session\" |\n \"spf_web_search\" |\n \"spf_brain_search\" | \"spf_brain_store\" | \"spf_brain_context\" |\n \"spf_brain_list\" | \"spf_brain_status\" |\n \"spf_brain_recall\" | \"spf_brain_list_docs\" | \"spf_brain_get_doc\" |","source_type":"memory","category":"reference","occurrence_count":15,"signal_strength":13.347418135834488} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs (1273 lines)\n 434\t pub fn peek_signals(&self, limit: usize) -> Vec {\n 435\t match self.buffer.lock() {\n 436\t Ok(buf) => {\n 437\t let skip = buf.signals.len().saturating_sub(limit);\n 438\t buf.signals.iter().skip(skip).cloned().collect()\n 439\t }\n 440\t Err(poisoned) => {\n 441\t let buf ","source_type":"memory","category":"reference","occurrence_count":15,"signal_strength":13.34741784209278} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-10T11:12:01.326650295+00:00","source_type":"memory","category":"reference","occurrence_count":14,"signal_strength":13.099073589066483} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" || brain_hits.starts_with(\"Brain search error\")\n {\n return None;\n }\n\n // Budget: max ~2000 chars (~500 tokens) to avoid bloating responses\n let truncated: String = brain_hits.chars().take(2000).collect();\n\n Some(serde_json::json!({\n \"hits\": truncated,\n \"source\": \"flint_intercept\"\n }))\n}\n\n// ============================================================================\n// BUILD ANCHOR — Brain-assisted source context for code write tools\n//\n// When the ","source_type":"memory","category":"reference","occurrence_count":14,"signal_strength":13.099073075209407} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned","outcome":"-rw-------. 1 u0_a163 u0_a163 34194 Mar 8 20:12 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs\n-rw-------. 1 u0_a163 u0_a163 45358 Mar 8 20:12 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs\n-rw-------. 1 u0_a163 u0_a163 37612 Mar 8 20:12 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs\n","source_type":"memory","category":"reference","occurrence_count":14,"signal_strength":13.099072531233915} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":" let take = limit.min(results.len());\n let mut out = format!(\"Brain search '{}' — {} result(s):\\n\\n\", query, take);\n for r in results.iter().take(take) {\n out.push_str(&format!(\n \"Score: {:.3} | {}\\n{}\\n\\n\",\n r.score, r.source, r.text\n ));\n }\n out\n }\n Err(e) => format!(\"Brain search error: {}\", e),\n }\n}\n\n/// spf_brain_store — chunk + embed + store arbitrary ","source_type":"memory","category":"reference","occurrence_count":14,"signal_strength":13.099072475914374} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs (1271 lines)\n 1\t// SPF Smart Gateway - Gate Training Bridge (Block J + Block EE)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Captures every gate decision as a training signal for the transformer.\n 5\t// Implements DispatchListener — registers via ServerState.listeners.\n 6\t// ZERO modifications to gate.rs, dispatch.rs, or any existing file.\n 7\t//\n 8\t// Features:\n 9\t/","source_type":"memory","category":"reference","occurrence_count":14,"signal_strength":13.099072472226403} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (949 lines)\n 1\t// SPF Smart Gateway - FLINT Transformer MCP Tool Handlers\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9\t// gate.rs gets 5 tools a","source_type":"memory","category":"reference","occurrence_count":14,"signal_strength":13.099072470382417} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T10:00:30.403937844+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315754286881} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-09T09:36:11.008646526+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315753082593} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Grep,Bash] | ts=2026-03-09T09:36:06.313188976+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315752480447} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T07:42:41.909525061+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315605557255} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T07:41:27.050147590+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315601342245} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:41:10.822347231+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.8323156007401} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"static READ_TRACKER: LazyLock>> =\n pub target_file: Option,\n target_file: None,\n let target_file = args.get(\"file_path\")\n if let Some(ref fp) = target_file {\n build_anchor_context(fp)\n target_file,\n if let Some(ref fp) = ctx.target_file {\n match READ_TRACKER.lock() {\n head, ctx.target_file.as_deref().unwrap_or(\"file\"), line_count, text.len()\n head, ctx.target_file.as_deref","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315599535814} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs- eprintln!(\"[SPF-MESH] Frame: {:?} {} payload + {} header bytes\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs- frame.stream_type, frame.payload.len(), FRAME_HEADER_SIZE);\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs- match frame.stream_type {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: StreamType::ToolRpc => {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs- ","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315468268371} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:03:34.259303945+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315465257649} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)]\n#[repr(u8)]\npub enum StreamType {\n /// Tool RPC calls (existing mesh functionality) — JSON-RPC format\n ToolRpc = 0x01,\n--\n}\n\nimpl StreamType {\n /// Convert byte to StreamType\n pub fn from_byte(b: u8) -> Option {\n match b {\n--\n }\n\n /// Convert StreamType to byte\n pub fn as_byte(self) -> u8 {\n self as u8\n--\npub struct Frame {\n /// Stream type identifier\n pub stream_type: StreamType,\n /// Payload by","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315464655505} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:53:11.835575224+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315452612619} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// flint_intercept(): pre-execution — queries brain for relevant context\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:// flint_process_result(): post-execution — stores high-value results\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// Thread safety:\n--\n","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315452010477} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n FlintContext {\n brain_hits,\n timestamp,\n skip_processing: false,\n }\n}\n\n/// FLINT post-execution processing — called from dispatch::call() AFTER session lock dropped.\n///\n/// 1. Scores result relevance → stores high-value as Working memories\n/// 2. FL-2: Compresses large results for transport (original preserved in brain)\n/// 3. FL-3: Injects brain context hits from pre-execution intercept\n///\n/// Thread safety: brain Mutex and AgentStateDb LMDB txns are independent o","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.8323154496019} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n // ── FL-2: Compress result for transport ──────────────────────────────────\n let compressed = compress_result(tool, text);\n\n // ── FL-3: Build output with compression + context injection ─────────────\n let mut output = result.clone();\n--\n/// FL-2: Compress result text based on size tiers.\n/// Tool-aware compression: code analysis tools pass through raw,\n/// bulk data tools get compressed to save context.\nfn compress_result(tool: &str, text: &str) -> String {\n // NEVER COM","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315448999754} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:50:24.618209975+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315446591178} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:// MiniLM (via brain_store) does the embedding — not the decision.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// Watches knowledge/ drop folder for user-added files → auto-index.\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-// ","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315445989034} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-09T05:28:27.585388394+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315405043225} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-03-09T05:26:52.678122441+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315402634649} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,spf_brain_search] | ts=2026-03-09T05:26:21.910219327+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315402032505} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs- Ok(crate::framing::Frame::new(crate::framing::StreamType::VoiceAudio, payload))\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs-}\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs:/// Handle an incoming VoiceAudio mesh frame.\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs-///\n/data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs-/// SECUR","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.83231539300034} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,spf_agent_memory_search,spf_agent_context] | ts=2026-03-09T05:06:56.567814668+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315350248102} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-09T04:43:33.745459478+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315300270128} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Bash,Glob] | ts=2026-03-09T04:43:28.195609115+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315299667986} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/embeddings.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/storage.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/lib.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/chunker.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-brain/src/search.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/stoneshell-b","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315280399369} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 611\t let grad_refs: Vec = grads.iter().map(|g| {\n 612\t let scaled: Vec = g.data.iter().map(|&v| v * scale).collect();\n 613\t crate::tensor::Tensor { data: scaled, shape: g.shape.clone() }\n 614\t }).collect();\n 615\t\n 616\t // Apply AdamW step on cloned weights (optimizer was taken from state in Phase A)\n","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.83231517080912} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-09T03:44:23.112064530+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.83231516960483} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 531\t let mut all_grads: Option> = None;\n 532\t\n 533\t {\n 534\t let state = state_lock.read().unwrap();\n 535\t\n 536\t for example in &examples {\n 537\t let tokens: Vec = example.input_tokens.iter()\n 538\t .map(|&t| t as u32)\n 539\t .collect();\n 540\t let seq_len = token","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.83231516960483} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:44:04.531168964+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315168400543} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (953 lines)\n 436\t transformer: &Option>>,\n 437\t args: &Value,\n 438\t config: &TransformerConfig,\n 439\t) -> Value {\n 440\t let state_lock = match transformer {\n 441\t Some(s) => s,\n 442\t None => return json!({\"type\": \"text\", \"text\": \"ERROR: FLINT not loaded. Enable in transformer.json.\"}),\n 443\t };\n 444\t\n 445\t let batc","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315155755513} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-09T03:28:13.282558546+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.83231513528261} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-09T03:27:56.217729594+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315134078321} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs (895 lines)\n 305\t // NEVER COMPRESS — code analysis tools (AI needs raw results for reading code)\n 306\t // Also: brain results (already compact), voice/chat/mesh (real-time)\n 307\t if matches!(tool,\n 308\t // Code analysis — AI reads these to understand codebase\n 309\t \"Read\" | \"Grep\" | \"Glob\" |\n 310\t // Brain — already compact, structured results\n 311\t ","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315133476177} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs (1273 lines)\n 273\t // Track recent tool calls for sequence context\n 274\t // Use duration_ms as approximate relative timestamp\n 275\t self.recent_tools.push_back((signal.tool.clone(), self.total_recorded));\n 276\t // Keep last 100 entries for sequence lookups\n 277\t if self.recent_tools.len() > 100 {\n 278\t self.recent_tools.pop_front();\n 279\t ","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315132874031} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:26:42.345120664+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315119626859} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs (1273 lines)\n 248\tstruct SignalBuffer {\n 249\t /// Regular signals (cycled when full) — VecDeque for O(1) front eviction\n 250\t signals: VecDeque,\n 251\t /// FP-locked signals (NEVER evicted — permanent training examples)\n 252\t fp_locked: Vec,\n 253\t /// Maximum regular buffer capacity\n 254\t max_capacity: usize,\n 255\t /// Total signal","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315119024715} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/gate_training.rs (1273 lines)\n 28\tuse std::collections::VecDeque;\n 29\tuse std::sync::Mutex;\n 30\tuse std::collections::HashMap;\n 31\t\n 32\t// ============================================================================","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315118422569} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:26:28.570929836+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315117218283} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:26:07.352779115+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315116616138} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (953 lines)\n 615\t // Step 10: Save checkpoint if weights were adopted AND interval reached.\n 616\t // checkpoint_interval (default 1000) prevents excessive flash writes on Android.\n 617\t // Guard > 0 prevents modulo-by-zero panic if config has interval = 0.\n 618\t let mut checkpoint_saved = false;\n 619\t if weights_adopted && config.checkpoint_interval > 0\n 620\t &","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315102164676} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-09T03:23:39.795491984+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315099756098} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs (895 lines)\n 856\t if age_secs < ARCHIVE_AFTER_SECS {\n 857\t continue;\n 858\t }\n 859\t\n 860\t // Archive to brain with monthly collection name\n 861\t let created_date = chrono::DateTime::from_timestamp(mem.created_at as i64, 0)\n 862\t .unwrap_or_default();\n 863\t let collection = format!(\"flint_archive_{}\", created_date.format(\"%Y%m\"))","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315098551812} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Bash,Grep] | ts=2026-03-09T03:23:02.980223717+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.83231509674538} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:08:58.386137632+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315061821014} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n }\n}\n\n/// Per-parameter optimizer state (momentum + variance)\npub struct ParamState {\n /// First moment estimate (momentum)\n pub m: Vec,\n /// Second moment estimate (uncentered variance)\n pub v: Vec,\n}","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315060616724} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-09T02:57:20.686342899+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315014853762} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-09T02:57:04.795612123+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315014251618} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-09T02:57:00.388907698+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315012445186} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Create and store a new memory\n pub fn create_memory(\n &self,\n--\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n--\n /// Forget a memory\n pub fn forget(&self, id: &str) -> Result {\n // Remove from tag index\n--\n /// Expire old memories\n pub fn expire_memories(&self) -> Result {\n let now = SystemTime::now()","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315011843042} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Bash] | ts=2026-03-09T02:48:19.771026595+00:00","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315009434465} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (873 lines)\n 1\t// SPF Smart Gateway - FLINT Memory Router (MB-FR + MB-FT)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ dr","source_type":"memory","category":"reference","occurrence_count":13,"signal_strength":12.832315007628031} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:09:19.901798528+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195733211078} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-09T09:59:42.146894373+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195728502084} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"}\n\nimpl ValidationResult {\n pub fn ok() -> Self {\n Self { valid: true, warnings: Vec::new(), errors: Vec::new() }\n }\n\n pub fn block(error: String) -> Self {\n Self { valid: false, warnings: Vec::new(), errors: vec![error] }\n }\n","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195726736207} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n result\n}\n\n/// Validate a Write operation\npub fn validate_write(\n file_path: &str,\n content_len: usize,\n config: &SpfConfig,\n session: &Session,\n) -> ValidationResult {","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195726147585} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-09T09:35:18.184646078+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195726147585} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"total 1276\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 7 00:37 .\ndrwx------. 8 u0_a163 u0_a163 4096 Mar 9 02:26 ..\n-rw-------. 1 u0_a163 u0_a163 21698 Mar 1 17:04 agent_state.rs\n-rw-------. 1 u0_a163 u0_a163 20797 Mar 1 17:04 attention.rs\n-rw-------. 1 u0_a163 u0_a163 13256 Mar 6 18:27 brain_local.rs\n-rw-------. 1 u0_a163 u0_a163 16512 Mar 5 12:41 calculate.rs\n-rw-------. 1 u0_a163 u0_a163 45252 Mar 8 12:33 chat.rs\n-rw-------. 1 u0_a163 u0_a163 16715 Mar 1 17:04 checkpoint.rs\n-rw---","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419572555896} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:59:52.830093920+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195707311601} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:59:31.378587886+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195706134353} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" format!(\"Command: {}\", params.command.as_deref().unwrap_or(\"(none)\"))\n }\n \"Read\" | \"spf_read\" => {\n format!(\"File: {}\", params.file_path.as_deref().unwrap_or(\"(none)\"))\n }\n \"Write\" | \"spf_write\" => {\n let len = params.content.as_ref().map(|c| c.len()).unwrap_or(0);\n format!(\"File: {} | Content: {} bytes\",\n params.file_path.as_deref().unwrap_or(\"(none)\"), len)\n }\n \"Edit\" | \"spf_edit\" => {\n--\n ","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195705545729} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n let variants: Vec = vec![\n Source::Stdio,\n Source::Http,\n Source::Mesh { peer_key: \"abc123\".into() },\n Source::Transformer { role: \"writer\".into(), model_id: \"v1\".into() },\n Source::Pipeline { stream_id: \"s1\".into(), peer_key: \"pk1\".into() },\n ];\n","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195704957103} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":" // On clone, ensure_identity() generates new key but http_config holds stale old key.\n // is_empty() missed this — old key isn't empty, just wrong. Always overwrite.\n let mut http_config = http_config;\n let derived_key = crate::identity::derive_api_key(&signing_key);\n http_config.api_key = derived_key;\n log(\"[SPF-WORKER] API key synced from identity\");\n\n // Mesh channel\n let mesh_config = crate::config::MeshConfig::load(\n &crate::paths::spf_root().join(\"LIVE/CONFI","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195701425355} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use std::time::{Duration, Instant};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use axum::{\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs- Router,\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs- middleware,\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs- routing::{get, post},\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs- extract::{Request, State, ws::{WebSocketUpgrad","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195696127737} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"impl DispatchListener for GateTrainingCollector {\n fn on_request(&self, _req: &ToolRequest) {\n // No action on request — we capture signals from responses only\n }\n\n fn on_response(&self, req: &ToolRequest, resp: &ToolResponse, blocked: bool) {\n let allowed = !blocked;\n\n let source = match &req.source {\n Source::Stdio => \"stdio\".to_string(),\n Source::Http => \"http\".to_string(),\n Source::Mesh { peer_key } => format!(\"mesh:{}\", &peer_ke","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195696127737} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:41:26.952471685+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195676114503} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:41:22.620921531+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195675525879} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// Memory entry type\n#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq, Eq)]\npub enum MemoryType {\n /// User preference\n Preference,\n /// Fact about the user/project\n Fact,\n /// Instruction from user\n Instruction,\n /// Context from previous sessions\n Context,\n /// Working state (temporary, session-bound)\n Working,\n /// Pinned (never auto-expire)\n Pinned,\n}\n\n/// Memory entry stored in Agent's memory\n--\n pub started_at: u64,\n /// Session end","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195674937257} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:58:54.141481253+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419561901793} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T07:58:31.857878813+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195617840682} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T07:58:19.319088193+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195617252058} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:58:07.888735906+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195616663432} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:57:35.893354668+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195615486183} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// Transformer runtime configuration — loaded from LIVE/CONFIG/transformer.json\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct TransformerConfig {\n /// Enable transformer runtime\n pub enabled: bool,\n /// Path to writer model checkpoint (relative to LIVE/MODELS/)","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195610777187} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:56:46.370213958+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195609599939} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:56:04.414373817+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195609011314} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:55:58.505570643+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195607834064} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:53:05.127970136+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195599593323} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:42:09.881799709+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419558193459} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T07:38:09.418879592+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195572516596} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T07:37:42.654326946+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195571339348} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"\nimpl ValidationResult {\n pub fn ok() -> Self {\n Self { valid: true, warnings: Vec::new(), errors: Vec::new() }\n }\n\n pub fn block(error: String) -> Self {\n Self { valid: false, warnings: Vec::new(), errors: vec![error] }\n }","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195569573475} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n/// MCP \"speak\" action plays TTS through this.\npub static VOICE_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n /// spf-voice in-process TTS (espeak-ng FFI), zero session, zero battery\n /// Agent Line TTS mode: Light (spf-voice/espeak-ng FFI) | Rich (spf-voice + Piper ONNX)\n/// Audio output sink (speaker, file, stream)\n// EspeakTTS removed — TTS is now","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.5441955124769} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // Route and respond\n let response = stream_router(&frame, state, peer_key);\n if let Some(resp_frame) = response {\n let bytes = resp_frame.to_bytes();\n if send.write_all(&bytes).await.is_err() {\n return;\n }\n }\n }\n Ok(None) => break, // Need more data\n Err(e) => {\n ","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195451259956} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:04:01.544127997+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195448316833} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:52:40.964417631+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195432423972} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:52:23.950394044+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195431835348} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T05:39:20.750400645+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419540946762} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" eprintln!(\"[SPF-CHAT] Received from {}: {} (conv: {})\",\n &peer_key[..8.min(peer_key.len())],\n msg.text.chars().take(50).collect::(),\n msg.conversation_id);\n\n // Block QQ: Check chat_enabled + rate limit before FLINT auto-response\n let should_respond = {\n let can_respond = transformer.as_ref().map_or(false, |t| {\n let state = t.read().unwrap();\n state.chat_en","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195387099888} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,spf_brain_search,spf_agent_memory_search] | ts=2026-03-09T05:17:50.483852022+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195357668663} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_brain_search,spf_agent_memory_search,spf_brain_search] | ts=2026-03-09T05:17:46.191194941+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195357080039} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_agent_memory_search,spf_brain_search,Write] | ts=2026-03-09T05:17:31.318697030+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195356491414} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/criterion-0.5.1/.github/workflows/audit.yml","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195355902792} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'AUDIT FINAL cross-reference architecture module map' — 5 result(s):\n\nScore: 0.395 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/819054baba4b3227.txt\nAUDIT FINAL — Cross-Reference & Architecture Summary\nCopyright 2026 Joseph Stone — All Rights Reserved\nSPF Smart Gateway v3.0.0 — Full Codebase Audit\n\n## MODULE MAP (39 modules, ~24,000+ lines of Rust)\n\n### Layer 0 — Foundation (no SPF deps)\n- tensor.rs (773) — N-dim tensor, ARM NEON SIMD matmul, softmax, layer_no","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195355314166} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_agent_memory_search, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":"[mem_1773032819_300] Working | Brain search 'SPF audit functions settings complete' — 10 result(s):\n\nScore: 0.568 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/44997c001ec27333.txt\nCONFIG HANDLERS: spf_config_get/spf_config_set → BLOCKED user-only. spf_config_paths → config_db.list_path_rules() formatted \"type: path\". spf_config_stats → config_db.stats() → config_count, paths_count, patterns_count.\n\nTMP_DB HANDLERS: spf_tmp_list → db.list_projects() with name/path/trust/reads/w","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195354136916} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'SPF audit functions settings complete' — 10 result(s):\n\nScore: 0.568 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/44997c001ec27333.txt\nCONFIG HANDLERS: spf_config_get/spf_config_set → BLOCKED user-only. spf_config_paths → config_db.list_path_rules() formatted \"type: path\". spf_config_stats → config_db.stats() → config_count, paths_count, patterns_count.\n\nTMP_DB HANDLERS: spf_tmp_list → db.list_projects() with name/path/trust/reads/writes/active. spf_tmp_stats → d","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195333535061} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_memory_search,spf_agent_context,spf_brain_search] | ts=2026-03-09T05:05:37.550522823+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195331769187} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Glob,Glob] | ts=2026-03-09T04:47:25.453616108+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419531116733} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-03-09T04:47:06.252156532+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195310578706} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'stoneshell-brain binary location deployment' — 5 result(s):\n\nScore: 0.443 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/08b853c0d1360366.txt\nAUDIT CHUNK 09 — Brain, Memory, Transformer Tools, Inspect (4 files, ~2,148 lines)\nCopyright 2026 Joseph Stone — All Rights Reserved\n\n## brain_local.rs (330 lines) — In-Process Brain Singleton\n- Global singleton: LazyLock>> — thread-safe, one instance\n- External crate: stoneshell_brain (Brain, BrainConfig)","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.5441952887996} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Glob,Glob] | ts=2026-03-09T04:35:11.028460399+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195265843246} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-09T04:34:08.522060162+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195264665996} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Bash,Grep] | ts=2026-03-09T04:33:08.855741539+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195262900125} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-09T04:29:22.835091053+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195248773137} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml-[dependencies]\n/data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml-# ============================================================================\n/data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml:# LOCAL BRAIN — In-process Candle RAG (stoneshell-brain)\n/data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml-# MiniLM-L6-v2 embeddings + LMDB vector store — zero API tokens, zero subprocesses\n/data/data/com.termux/files/home/SPFsm","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195189322064} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:46:49.293493589+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195160479465} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-09T03:44:58.395602329+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195159302216} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 450\t // 4-PHASE LOCK RESTRUCTURE (FIX-5)\n 451\t //\n 452\t // Previous: single write lock held for entire training (~2-7s on ARM).\n 453\t // Blocks ALL inference during training.\n 454\t //\n 455\t // Now: 4 phases with minimal exclusive locking.\n 456\t // Phase A: WRITE (~50ms) — snapshot state, drain signals, clone weights\n 457\t // Ph","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419515577047} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-09T03:38:22.661488626+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195145175228} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-09T03:29:17.796481021+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419512575062} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs (921 lines)\n 305\t // NEVER COMPRESS — file reads + brain + voice/chat/mesh + gate status\n 306\t if matches!(tool,\n 307\t // File reads — AI needs raw content to understand codebase\n 308\t \"Read\" |\n 309\t // Brain — already compact, structured results\n 310\t \"spf_brain_search\" | \"spf_brain_recall\" | \"spf_brain_context\" |\n 311\t \"spf_brain_store\" | \"spf","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195125161997} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:29:04.500206287+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195125161997} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-09T03:27:44.811546838+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195120453} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-09T03:27:28.178137938+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195111035009} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:27:11.217865705+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195110446385} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-09T03:26:47.468371912+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195109269136} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:25:52.245447350+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419510456014} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T03:25:39.621926730+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195103971516} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-09T03:25:24.494141215+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419510338289} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-03-09T03:25:10.314451272+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195102205643} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-09T03:24:53.044051227+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419509278765} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-09T03:24:19.521101239+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195091610401} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-09T03:24:06.801021453+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195090433153} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Bash] | ts=2026-03-09T03:23:18.555037773+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195088667278} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/flint_memory.rs (895 lines)\n 786\t // Tag the promoted memory so its origin tier is traceable\n 787\t let mut new_tags = mem.tags.clone();\n 788\t new_tags.push(format!(\"promoted:{}\", label));\n 789\t\n 790\t match db.create_memory(&mem.content, to, new_tags, &mem.source) {\n 791\t Ok(_) => {\n 792\t promoted += 1;\n 793\t // Vector graduation: e","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195087490031} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-09T03:22:44.838113984+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195085724157} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:13:59.584376945+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195058058806} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:08:54.758873363+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195050995313} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// N-dimensional tensor with f32 data and shape metadata.\n/// Storage is row-major (C-order): last dimension varies fastest.\n#[derive(Clone)]\npub struct Tensor {\n /// Flat data storage\n pub data: Vec,\n /// Shape dimensions (e.g., [batch, seq_len, d_model])","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195050406689} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:05:36.680210678+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195036868325} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:05:24.325894381+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195036279701} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n// ADAMW OPTIMIZER\n// ============================================================================\n\n/// AdamW optimizer configuration\n#[derive(Debug, Clone)]\npub struct AdamWConfig {\n /// Learning rate (peak)\n pub lr: f32,\n /// First moment decay (default: 0.9)\n pub beta1: f32,\n /// Second moment decay (default: 0.999)\n--\n}\n\n/// AdamW optimizer with decoupled weight decay\n/// Memory: 2 × param_count × ","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195035691075} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// [0] token_embedding gradient\n/// [1..N] encoder weight gradients\n/// [N+1..M] decoder weight gradients\n/// [M+1] output_projection gradient\n/// [M+2] output_bias gradient\npub fn model_backward_causal(\n d_logits: &Tensor,\n cache: &crate::transformer::ForwardCache,\n model: &crate::transformer::SPFTransformer,\n) -> Result, String> {\n let batch = d_logits.shape[0];","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195035691075} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:04:34.839326171+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195033925204} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:04:13.165341804+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195033336578} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" &self,\n ids: &[u32], batch: usize, seq: usize,\n ) -> Result {\n let emb = self.embed_tokens(ids, batch, seq)?;\n let dec_out = self.decoder.forward_causal(&emb)?;\n self.project_to_logits(&dec_out)\n }\n\n /// Forward pass (decoder-only / causal) with cached activations for backward.\n /// Output is IDENTICAL to forward_causal(). Cache is additional data only.\n pub fn forward_causal_with_cache(\n &self,\n ids: &[u32], batch:","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195032747954} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // Per encoder layer: attn(4d² + 4d) + ffn(2*d*ff + ff + d) + LN(4d)\n let enc_layer = 4 * d * d + 4 * d + 2 * d * ff + ff + d + 4 * d;\n\n // Per decoder layer: self_attn + cross_attn + ffn + LN(6d)\n let dec_layer = 2 * (4 * d * d + 4 * d) + 2 * d * ff + ff + d + 6 * d;\n\n // Output projection: d × vocab\n let output_params = d * v;\n\n // Final layer norms: encoder(2d) + decoder(2d)\n let final_ln = 4 * d;\n\n embed_params + n * enc_layer ","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.54419503215933} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T03:00:17.904718144+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195018032342} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub batch_size: usize,\n /// Checkpoint save interval (every N training steps)\n pub checkpoint_interval: usize,\n /// Enable online learning (train while serving)\n pub online_learning: bool,\n--\n learning_rate: 1e-4,\n batch_size: 32,\n checkpoint_interval: 1000,\n online_learning: true,\n ewc_lambda: 0.4,\n--\n \"learning_rate\": 3e-4,\n \"batch_size\": 64,\n \"checkpoint_interval\": 500,\n \"online_","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195017443718} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash] | ts=2026-03-09T02:46:25.555868461+00:00","source_type":"memory","category":"reference","occurrence_count":12,"signal_strength":12.544195000373609} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.77, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/STATUS.txt (215 lines)\n 1\t# STATUS — SPF Smart Gateway\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Updated: 2026-03-21 Session 10\n 4\t# Owner: FLINT (agents READ ONLY)\n 5\t\n 6\t═══════════════════════════════════════════════════════\n 7\t BINARY — Current Deployed Build\n 8\t═══════════════════════════════════════════════════════\n 9\tLocation: ~/SPFsmartGATE/LIVE/BIN/spf-smart-","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.232346871805392} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:09:00.908603118+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099143373849} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:05:25.930602211+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991433164561} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:04:11.220411146+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991432016706} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:02:58.209619298+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099143144278} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T10:01:32.797947144+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991430868851} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-09T09:32:29.304946142+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099142627743} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Write,spf_brain_store] | ts=2026-03-09T09:32:06.954654953+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991425129574} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":" crate::flint_memory::start_memory_router(collector.clone(), Some(transformer.clone()));\n let state = Arc::new(ServerState {\n crate::flint_memory::start_memory_router(collector.clone(), transformer.clone());\n let state = Arc::new(ServerState {","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991424555647} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,spf_brain_store,spf_brain_store] | ts=2026-03-09T09:31:19.947991429+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991423981719} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_pool_status,spf_mesh_status] | ts=2026-03-09T09:19:33.817178521+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991422259937} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T09:03:43.136874196+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991413077094} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:57:25.554831580+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099140389425} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:// Called from dispatch::call() — runs in the calling transport's thread.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:/// FLINT pre-execution intercept — called from dispatch::call() BEFORE session lock.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs:/// FLINT post-execution processing — called from dispatch::call() AFTER session lock dropped.\n/data/data/com.termux/files/home/SPFsmartGATE/s","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991401024612} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" &crate::paths::spf_root().join(\"LIVE/CONFIG/network.json\")\n ).unwrap_or_default();\n\n let state = Arc::new(ServerState {\n config,\n config_db: Some(config_db),\n session: Mutex::new(session),\n--\n let role_str = if network_config.is_netadmin() { \"netadmin\" } else { \"worker\" };\n crate::network::log_startup_status(&network_config.peers, role_str);\n\n let state = Arc::new(ServerState {\n config,\n config_db,\n session: Mutex::new(session),","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991400450685} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:56:34.760782276+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991399302829} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:55:46.088718910+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991398728902} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: Source::Stdio => \"stdio\".to_string(),\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: Source::Http => \"http\".to_string(),\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: Source::Mesh { peer_key } => format!(\"mesh:{}\", &peer_key[..8.min(peer_key.len())]),\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: Source::Transformer { rol","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099139700712} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:42:46.700113217+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991381511073} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" signal.source,\n signal.allowed,\n signal.label(),\n signal.weight(),\n signal.evil_score,\n relevance,\n signal.false_positive,\n signal.user_override,\n signal.preceding_tools.join(\",\"),\n signal.timestamp,\n )\n}\n\n/// Write data file to LIVE/BRAIN/DOCS/ — this is the source of truth.\n/// Vectors in the brain LMDB point back to these files.\nfn write_brain_doc(text: &str, title: &str) {\n let docs_dir = spf_root().join(\"LIVE/BRAIN","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991380937144} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:41:48.162325479+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099137978929} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // FLINT calls MiniLM (via brain_index_path) to embed and store\n let path_str = path.to_string_lossy().to_string();\n let result = crate::brain_local::brain_index_path(&path_str, \"flint_knowledge\");\n eprintln!(\"[FLINT-MR] indexed drop file '{}': {}\", name, result);\n newly_indexed.push(name);\n }\n\n if !newly_indexed.is_empty() {\n // Append to marker file so they aren't re-indexed on next check\n let mut all: Vec = already_indexed.into_","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991379215363} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n // Recent context\n let context = self.get_by_type(MemoryType::Context)?;\n if !context.is_empty() {\n summary.push_str(\"\\nRecent context:\\n\");\n for ctx in context.iter().take(3) {\n summary.push_str(&format!(\"- {}\\n\", ctx.content));\n }\n }\n\n Ok(summary)\n }\n\n /// Get database stats\n pub fn db_stats(&self) -> Result<(u64, u64, u64, u64)> {\n let rtxn = self.env.read_txn()?;\n let memory_","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991376919652} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:39:55.084908751+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991375197867} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" let mut entries = Vec::new();\n for id in ids {\n if let Some(entry) = self.memory.get(&rtxn, &id)? {\n entries.push(entry);\n }\n }\n Ok(entries)\n }\n\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n let iter = self.memory.iter(&rtxn)?;\n\n let mut entries = Vec::new();\n for result in iter {\n let (_","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991374050014} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// 2. Walk up from binary location looking for Cargo.toml\n/// 3. HOME env + /SPFsmartGATE\n/// 4. Panic (unrecoverable — cannot operate without known root)\npub fn spf_root() -> &'static Path {\n SPF_ROOT_CACHE.get_or_init(|| {\n // PRIMARY: SPF_ROOT env var — explicit, clone-safe\n if let Ok(root) = std::env::var(\"SPF_ROOT\") {","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099137232823} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_web_download,spf_brain_recall,spf_web_fetch] | ts=2026-03-09T08:34:38.998933507+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991366588954} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_web_fetch,spf_web_search] | ts=2026-03-09T08:19:41.507784162+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991347075411} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://www.blog.brightcoding.dev/2025/02/13/40-logical-numerical-reasoning-questions-to-test-your-cognitive-skills/ (134303 bytes, text/html; charset=utf-8)\nPrompt: Extract ALL 40 questions with their answer choices and correct answers. I need every question, every option, and the correct answer for each.\n\n[ [Bright Coding] ][1]\n[ Home ][2]\n\n[Login][3]\n[ Home ][4]\n[ Login ][5]\n\n\n1. [ Home ][6]\n3. [ Intelligence Quotient ][7]\n5. 40 Logical & Numerical Reasoning Que...\n\n# 40 Logical &","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991342483993} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_recall,spf_web_fetch,spf_web_fetch] | ts=2026-03-09T08:15:47.031539773+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991341910064} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_search] | ts=2026-03-09T08:11:52.962368404+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991339614354} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_brain_recall, source:flint_dispatch, relevance:0.76, promoted:24hr→7day, promoted:7day→pinned","outcome":"Recall 'IQ test questions mensa practice answers' (20 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/547cda1542880fd5.txt ══\nWhile the specific format can vary slightly depending on the administered (more on that later), the Mensa IQ test\ngenerally involves a set number of questions completed within a specific time limit.\n\nThe number of questions in a survey can vary, but some versions contain around 60 questions. These questions usually\nfocus on a variety of cognitiv","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991339040425} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://www.test-guide.com/mensa-practice-test.html (516650 bytes, text/html; charset=UTF-8)\nPrompt: Extract all IQ test questions, including the question text, answer choices, and any pattern descriptions. I need the actual test content.\n\n [ Skip to content][1]\n\n[ [Test-Guide.com Logo] {\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- // Load transformer config\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs: let transformer_config = config::TransformerConfig::load(\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- &paths::spf_root().join(\"LIVE/CONFIG/transformer.json\")\n/data/data/com.termu","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099131550939} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-/// Triggers a manual training batch from accumulated gate signals.\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:pub fn handle_train(\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs- transformer: &Option>>,\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-// \"spf_transformer_chat\" => { /* gate check + */ handle_chat(","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991311491898} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" mesh_tx: &Option>,\n peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n--\n storage: SpfStorage,\n http_config: crate::config::HttpConfig,\n transformer: std::sync::Arc) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- std::thread::Builder::new()\n/data/data/com.termux/files/home/SPFsmartGATE/src/f","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991308048331} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:54:54.727314834+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991306900478} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"\nimpl SpfConfig {\n /// Load config from JSON file, falling back to defaults\n pub fn load(path: &Path) -> anyhow::Result {\n if path.exists() {\n let content = std::fs::read_to_string(path)?;\n let config: Self = serde_json::from_str(&content)?;\n--\n\nimpl HttpConfig {\n /// Load HTTP config from JSON file, falling back to defaults\n pub fn load(path: &Path) -> anyhow::Result {\n if path.exists() {\n let content = std::fs::read_to_stri","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099130632655} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":" };\n\n // SB-6: Prepend brain context before generation\n // Pulls from episodic memory (past Q+A) and knowledge (moral framework, etc.)\n let episodic = crate::brain_local::brain_context(message, \"flint_episodic\", 1000);\n let knowledge = crate::brain_local::brain_context(message, \"flint_knowledge\", 500);\n let has_context = !episodic.trim().is_empty() || !knowledge.trim().is_empty();\n\n // Format as chat turn — context prepended when available\n let chat_prompt = if has_contex","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991302882982} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T07:52:45.971488529+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991301735127} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":" )})\n}\n\n/// Handle spf_transformer_train\n/// Triggers a manual training batch from accumulated gate signals.\npub fn handle_train(\n transformer: &Option>>,\n args: &Value,\n config: &TransformerConfig,\n) -> Value {\n let state_lock = match transformer {","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.2309913011612} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T07:51:53.704247819+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991300013345} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"const DROP_CHECK_INTERVAL: Duration = Duration::from_secs(60);\n\n/// How often the tiered promotion loop runs.\nconst TIER_LOOP_INTERVAL: Duration = Duration::from_secs(3600); // 1 hour\n\n/// Minimum relevance score to store a signal. Filters routine low-value calls.\nconst MIN_RELEVANCE: f64 = 0.1;","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991299439417} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:51:29.969396631+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991298865488} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_transformer_status\", \"spf_transformer_metrics\",\nfn run_router(collector: Arc) {","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991298291562} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:42:53.998123911+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991288534792} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T07:42:22.453419287+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991287960864} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-09T07:41:49.633490550+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991286239082} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n // ── R3-06: Re-read detection ────────────────────────────────────────────\n // Track file reads. First read: full passthrough. Re-reads: compressed\n // to head+tail — AI still gets useful context but saves 50-80% tokens.\n let is_reread = if tool == \"Read\" {\n if let Some(ref fp) = ctx.target_file {\n match READ_TRACKER.lock() {\n Ok(mut tracker) => {\n let count = tracker.entry(fp.clone()).or_insert(0);\n *cou","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991285665153} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:40:49.050147865+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991282221588} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T07:40:18.139793762+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991281073731} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T07:40:03.549521840+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991280499804} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:39:46.774365284+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991279351949} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:37:37.389863927+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991275334455} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":"const LOCK_TIMEOUT: Duration = Duration::from_secs(5);\nconst LOCK_RETRY_INTERVAL_MS: u64 = 50;\n\n// ============================================================================\n// PROTOCOL TYPES\n// ============================================================================\n\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub enum Source {\n Stdio,\n Http,\n Mesh { peer_key: String },\n Transformer { role: String, model_id: String },\n Pipeline { stream_id: String, peer_key: String },\n}","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991275334455} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Glob,Write] | ts=2026-03-09T07:22:24.330591619+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991257542698} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"//\n// REFACTOR: Source-aware gate — source: &Source added to process().\n// gate::process() is the SINGLE ENTRY POINT. Called before handle_tool_call\n--\n session: &Session,\n source: &Source,\n) -> GateDecision {\n--\n // ── STEP 0: SOURCE LOGGING ────────────────────────────────────────────────\n // Log source identity for training pipeline. FLINT has full tool access —\n // same permissions as Stdio. All calls still pass through validation below.\n if let Source::Transformer { ref ","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.23099124204665} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:56:55.963599546+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991227124532} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:47:05.423823521+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991211054556} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // FL-1B: Stdio routes through dispatch::call() like all transports.\n // dispatch::call() handles: source-aware lock (FL-1A), gate, execution,\n // FLINT intercept (FL-1C), listener notification — one path, all transports.\n // Block BB listener bridge REMOVED — dispatch handles listener notification.\n let response = crate::dispatch::call(&state, crate::dispatch::Source::Stdio, name, &args);\n","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991182358174} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Bash,Grep] | ts=2026-03-09T06:24:54.127790540+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991181784248} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:16:32.784008127+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991172027476} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:05:48.187971185+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991159974996} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T06:04:27.791431737+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991158253213} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_search,Write,spf_agent_memory_search] | ts=2026-03-09T05:17:19.378005628+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991064703003} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,spf_brain_search,Glob] | ts=2026-03-09T04:48:59.769818468+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230991003292743} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Grep,Read] | ts=2026-03-09T04:31:58.093999379+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230990974022433} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-09T03:55:59.456366713+00:00","source_type":"memory","category":"reference","occurrence_count":11,"signal_strength":12.230990905151115} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T10:05:03.547603938+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914939928367} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_brain_store,spf_mesh_peers,spf_pool_status] | ts=2026-03-09T09:25:59.824654832+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.88791493044527} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-03-09T09:19:31.674622845+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914929329611} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-09T09:19:23.766188837+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914928771783} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_store, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_store source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-09T09:09:21.817504848+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914927656125} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:57:57.971362505+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914913152567} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:57:15.462679188+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914910363422} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T08:56:40.279212483+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914909805593} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,spf_web_download] | ts=2026-03-09T08:39:42.261366361+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914883587623} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,spf_web_download,spf_brain_recall] | ts=2026-03-09T08:39:30.051232615+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914881914137} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub fn open(path: &Path) -> Result {\n pub fn remember(&self, entry: MemoryEntry) -> Result {\n pub fn create_memory(\n pub fn recall(&self, id: &str) -> Result> {\n pub fn search_memories(&self, query: &str, limit: usize) -> Result> {\n pub fn get_by_tag(&self, tag: &str) -> Result> {\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n pub fn forget(&self, id: &str) -> Result ValidationResult {\n let peer_key = match params.peer_key.as_deref() {\n Some(k) if !k.is_empty() => k,\n _ => return ValidationResult::block(","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.88791475249778} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T07:00:59.288227839+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914744130343} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:56:45.422536581+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914739109881} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T06:56:31.857893878+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914738552052} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-09T06:55:59.276051599+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914737436395} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-09T06:53:16.671883067+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914734647248} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:52:17.844098090+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.88791473297376} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:52:06.535428042+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914731858102} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:51:02.679462650+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914730742445} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:50:44.684353750+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914730184615} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:50:33.631677244+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914729068957} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:50:22.092709436+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914728511129} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:48:07.999090164+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914725721982} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:46:53.560129203+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914723490667} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:41:49.847673694+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914718470205} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:40:45.784447468+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914716796717} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-09T06:38:57.158811208+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914714007572} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T06:37:13.803276664+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914711776254} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T06:35:43.122788+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914709544939} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-09T06:26:23.948523057+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914698946185} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-03-09T06:24:57.534268351+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914697272697} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-09T06:16:40.229217030+00:00","source_type":"memory","category":"reference","occurrence_count":10,"signal_strength":11.887914687231772} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-09T12:12:22.086018420+00:00","source_type":"memory","category":"reference","occurrence_count":9,"signal_strength":11.50866177270627} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_store,spf_brain_store,spf_mesh_peers] | ts=2026-03-09T09:26:16.376130920+00:00","source_type":"memory","category":"reference","occurrence_count":9,"signal_strength":11.508661463267355} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_voice_mode] | ts=2026-03-09T08:24:25.831349731+00:00","source_type":"memory","category":"reference","occurrence_count":9,"signal_strength":11.508661401703591} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_fetch,spf_voice_mode,spf_transformer_status] | ts=2026-03-09T08:24:10.954987132+00:00","source_type":"memory","category":"reference","occurrence_count":9,"signal_strength":11.508661400623527} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'Mensa IQ test online free practice questions' via duckduckgo (10 results):\n\n1. \n https://www.test-guide.com/mensa-practice-test.html\n \n\n2. \n https://iqtestprep.com/mensa-test-practice/\n \n\n3. \n https://iqtest-free.org/mensa-iq-test\n \n\n4. \n https://www.mensa.org/mensa-iq-challenge/\n \n\n5. \n https://practicetestgeeks.com/mensa-practice-test\n \n\n6. \n https://www.rd.com/list/mensa-quiz/\n \n\n7. \n https://www.mensaiqtest.net/mensatest\n \n\n8. \n https://ays-pro.com/blog/","source_type":"memory","category":"reference","occurrence_count":9,"signal_strength":11.508661380102271} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://www.mensa.org/public/mensa-iq-challenge (542116 bytes, text/html; charset=UTF-8)\nPrompt: Find any IQ test questions, puzzles, or pattern recognition challenges on this page. Extract the actual test questions if available.\n\n\n\n[**Contact Us Today**][1]\n\n\n[ [Mensa International] [Mensa International] [Mensa International] [Mensa International] ][2]\n\n* [Home][3]\n* [About Us][4]\n [Mensa Today]\n \n #### Mensa Today\n \n Mensa 101: Discover Mensa today.\n \n [History of Mensa]\n \n ##","source_type":"memory","category":"reference","occurrence_count":9,"signal_strength":11.508661380102271} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T07:57:03.487114785+00:00","source_type":"memory","category":"reference","occurrence_count":9,"signal_strength":11.508661362821215} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":" crate::flint_memory::start_memory_router(\n crate::flint_memory::start_memory_router(","source_type":"memory","category":"reference","occurrence_count":8,"signal_strength":11.085388342061389} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-09T12:25:15.937567604+00:00","source_type":"memory","category":"reference","occurrence_count":8,"signal_strength":11.08469245791723} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- }\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs: // Auto-generate API key if none configured\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- if http_config.api_key.is_empty() {\n/data/data/com.termux/files/home/SPFsmartGATE/src/main.rs- use rand::Rng;\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.","source_type":"memory","category":"reference","occurrence_count":8,"signal_strength":11.08469245739709} +{"label":10,"weight":4.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-09T12:12:01.362722230+00:00","source_type":"memory","category":"reference","occurrence_count":8,"signal_strength":11.084692455316535} +{"label":10,"weight":3.5849626,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/identity.pub (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","source_type":"memory","category":"reference","occurrence_count":6,"signal_strength":10.04994005589849} +{"label":10,"weight":3.5849626,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":" let mut state = crate::transformer_tools::TransformerState::from_config(","source_type":"memory","category":"reference","occurrence_count":6,"signal_strength":10.049797094106635} +{"label":10,"weight":3.5849626,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub fn run(config: SpfConfig, config_db: SpfConfigDb, session: Session, storage: SpfStorage, http_config: crate::config::HttpConfig) {","source_type":"memory","category":"reference","occurrence_count":6,"signal_strength":10.049795159348502} +{"label":10,"weight":3.321928,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":" &state.network_config, &state.pool_state,\n &state.pipeline,\n &state.browser, &state.ws_browser_channels, state.http_port,\n &state.tracked_peers, &state.orchestrator_state,\n )\n };\n","source_type":"memory","category":"reference","occurrence_count":5,"signal_strength":9.393585922656847} +{"label":10,"weight":3.321928,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (652 lines)\n 1\t// SPF Smart Gateway - Mesh Network Transport (Layer 3)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// ","source_type":"memory","category":"reference","occurrence_count":5,"signal_strength":9.393521984550393} +{"label":10,"weight":3.321928,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/voice.rs (2023 lines)\n 1\t// SPF Smart Gateway - Voice Pipeline (Block Q + Block CC)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Voice communication over mesh with real + fallback implementations.\n 5\t//\n 6\t// Mesh stream type: 0x03 (framing::StreamType::VoiceAudio)\n 7\t//\n 8\t// Architecture:\n 9\t// AudioInput → encode → VoiceFrame → mesh (0x03) → decod","source_type":"memory","category":"reference","occurrence_count":5,"signal_strength":9.393038263372521} +{"label":10,"weight":3.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 1\t# DEEP_DIVE_FLINT.md — SPF Smart Gateway Architecture Deep Dive\n 2\t# FLINT Optimization + Training Data Pipeline + RAG Reweight\n 3\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 4\t# Created: 2026-04-10\n 5\t# Updated: 2026-04-11 — 100% verified against live source\n 6\t# Owner: FLINT (agents READ ONLY)\n 7\t\n 8\t---\n 9\t\n 10\t## PART 1: COMPLETE ","source_type":"memory","category":"reference","occurrence_count":4,"signal_strength":8.590606249659709} +{"label":10,"weight":3.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.claude.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/P","source_type":"memory","category":"reference","occurrence_count":4,"signal_strength":8.590594766038095} +{"label":10,"weight":3.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/identity.pub (1 lines)\n 1\tba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c","source_type":"memory","category":"reference","occurrence_count":4,"signal_strength":8.59032443398358} +{"label":10,"weight":3.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS.md (587 lines)\n 1\t# WORK_BLOCKS — FLINT Persistence & Learning Integration\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Owner: FLINT | Agents: READ ONLY\n 4\t# Created: 2026-03-08\n 5\t# Working Dir: DEPLOY/\n 6\t\n 7\t═══════════════════════════════════════════════════════\n 8\t FULL SCOPE\n 9\t═══════════════════════════════════════════════════════\n 10\t\n 1","source_type":"memory","category":"reference","occurrence_count":4,"signal_strength":8.590322900335051} +{"label":10,"weight":3.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"controller1\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"controller\",\n 11\t \"team\": \"alpha\"\n 12\t}","source_type":"memory","category":"reference","occurrence_count":4,"signal_strength":8.590322894692193} +{"label":10,"weight":3.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"// TOOL ALIAS MAP — QW-1: External LLM compatibility (Qwen, etc)\n// ============================================================================\n\n/// Maps external/unprefixed tool names to internal SPF tool names.\n/// Enables Qwen and other LLMs to call tools without \"spf_\" prefix.\n/// Called at the start of handle_tool_call() to normalize incoming names.\n/// Additive-only — existing callers unaffected. Zero breaking changes.\npub fn tool_alias_map(name: &str) -> &str {\n match name {\n \"","source_type":"memory","category":"reference","occurrence_count":4,"signal_strength":8.59027513877139} +{"label":10,"weight":3.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_mesh_call\",\n \"tool_name\": {\"type\": \"string\", \"description\": \"Name of the SPF tool to execute (e.g. spf_brain_search, spf_mesh_call)\"},\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n .or_else(|| args[\"tool\"].as_str()) // spf_mesh_call uses \"tool\" arg\n \"spf_mesh_call\" => {","source_type":"memory","category":"reference","occurrence_count":4,"signal_strength":8.590237638344192} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.79, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (451 lines)\n 1\t// BLOCK 0 — Memory Extraction & Pruning Utility\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// Compiles and runs against LIVE LMDB5 to extract, prune, and output\n 5\t// training data. Handles bincode-serialized MemoryEntry properly.\n 6\t//\n 7\t// Usage: cargo run --bin prune_memories\n 8\t//\n 9\t// Output: LIVE/TMP/stoneshell-brain","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554950411885594} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" query: args[\"query\"].as_str().map(String::from),\n pattern: args[\"pattern\"].as_str().map(String::from),\n path: args[\"path\"].as_str().map(String::from),\n url: args[\"url\"].as_str().map(String::from),\n topic: args[\"topic\"].as_str().map(String::from),\n category: args[\"category\"].as_str().map(String::from),\n text: args[\"text\"].as_str().map(String::from),\n collection: args[\"collection\"].as_str().map(String::from),\n title: args[\"title\"].as_","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554667396018167} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":" let live_base = spf_root().join(\"LIVE\").display().to_string();\n let resolve = |vpath: &str| -> std::path::PathBuf {\n if vpath.starts_with(\"/tmp/\") {\n std::path::PathBuf::from(format!(\"{}/TMP/TMP\", live_base))\n .join(vpath.strip_prefix(\"/tmp/\").unwrap_or(\"\"))\n } else {\n std::path::PathBuf::from(format!(\"{}/PROJECTS/PROJECTS\", live_base))\n ","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554667394245818} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned","outcome":" let state = Arc::new(ServerState {\n let state = Arc::new(ServerState {","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554663886057095} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":" tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554662464987215} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/lib.rs (40 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\t","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.55466245293524} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"total 11\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 31 19:02 .\ndrwx------. 5 u0_a163 u0_a163 3452 Mar 18 19:45 ..\n-rw-------. 1 u0_a163 u0_a163 65 Mar 31 19:02 controller1.keys\n","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.55461804069098} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"total 19\ndrwx------. 3 u0_a163 u0_a163 3452 Mar 31 18:09 .\ndrwx------. 10 u0_a163 u0_a163 3452 Mar 31 18:08 ..\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 31 18:09 groups\n-rw-------. 1 u0_a163 u0_a163 183 Mar 31 18:09 mesh.json\n-rw-------. 1 u0_a163 u0_a163 237 Mar 31 18:09 network.json\n","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554611999814734} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"e956f522\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"worker\",\n 11\t \"team\": \"alpha\"\n 12\t}","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554605532156712} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub fn handle_train(\npub fn handle_train_evil(args: &Value) -> Value {\npub fn handle_train_good(args: &Value) -> Value {","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554599121213878} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1\t// SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice:","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554579442107753} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub mod paths;\npub mod calculate;\npub mod config;\npub mod gate;\npub mod inspect;\npub mod mcp;\npub mod session;\npub mod storage;\npub mod validate;\npub mod web;\npub mod http;\npub mod dispatch;\npub mod identity;\npub mod mesh;\npub mod fs;\npub mod config_db;\npub mod tmp_db;\npub mod agent_state;\npub mod tensor;\npub mod tokenizer;\npub mod framing;\npub mod attention;\npub mod ffn;\npub mod encoder;\npub mod decoder;\npub mod transformer;\npub mod checkpoint;\npub mod gate_training;\npub mod transformer_tools;\n","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.5542510275063} +{"label":10,"weight":2.5849624,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub struct CandleWhisperSTT {\nimpl CandleWhisperSTT {\npub struct PiperTTS {\nimpl PiperTTS {","source_type":"memory","category":"reference","occurrence_count":3,"signal_strength":7.554248377489235} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 1\t// BLOCK 0 — Memory Extraction & Pruning Utility (v2)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// Compiles and runs against LIVE LMDB5 to extract, consolidate, and output\n 5\t// training data. Handles bincode-serialized MemoryEntry properly.\n 6\t//\n 7\t// KEY DESIGN: Duplicates multiply weight, not get discarded.\n 8\t// Same action","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0952924438683596} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 394\t**Purpose:** Turn 138,241 raw memories into ~15-20K high-signal training examples. Aggressive pruning — keep edges, discard noise. Self-pruning protocol developed later.\n 395\t\n 396\t| Sub | Lines Est | What | Result |\n 397\t|---|---|---|---|\n 398\t| 01 | ~80 | Expire TTL cleanup | Remove expired Working memories (1h TTL). Culls bulk of 138K stale entries. |\n 399\t| 02 | ~","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095292443582375} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ drop folder for user-added files → auto-index.\n 8\t//\n 9\t// ","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0952919248072295} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (149 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095285377487396} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (145 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095283777406394} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/agent_state.rs (684 lines)\n 1\t// SPF Smart Gateway - Agent State LMDB\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// LMDB-backed persistent state for Agent's virtual home. Stores preferences,\n 5\t// memory, working context, and session continuity data across sessions.\n 6\t//\n 7\t// Database: AGENT_STATE\n 8\t// Storage: ~/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB/\n 9\t\n 10\tuse anyhow::{anyhow, Re","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095283777406394} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n}\n\n// ============================================================================\n// MESH CONFIGURATION — Agent identity, role, team, discovery\n// ============================================================================\n\n/// Dual-mode role — parsed from mesh.json \"role\" field.\n/// Shared between config.rs (MeshConfig), identity.rs (PeerInfo), and mesh.rs (PeerChannel).\n#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Hash)]\npub enum AgentRole {\n /// Human-facing director — ma","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095091980744256} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/groups/controller1.keys (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095091968732923} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_MASTER.md (240 lines)\n 1\t# MASTER BUILD PLAN — Duplex Streams + Dual-Mode Mesh\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t\n 4\t## FULL-SCOPE IMPACT — 43 .rs files audited\n 5\t\n 6\t### Layers that CANNOT break:\n 7\t1. **dispatch::call()** — all transports converge here\n 8\t2. **handle_tool_call()** — 14-param entry, 55+ tools\n 9\t3. **gate::process()** — secur","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095090883709274} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" ),\n // ====== API SESSION TOOLS (Block PP-2) ======\n tool_def(\n \"spf_api_session\",\n \"Open and manage full duplex API sessions to mesh peers. Sessions enable persistent encrypted pipelines for agent-to-agent tool calling over QUIC. Actions: open (connect to peer), call (execute tool on peer via session), close (end session), status (list active sessions).\",\n json!({\n \"action\": {\"type\": \"string\", \"description\": \"Action: open, ca","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.09509086597826} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Additive-only — existing callers unaffected. Zero breaking changes.\npub fn tool_alias_map(name: &str) -> &str {\n match name {\n \"read\" => \"Read\", \"write\" => \"Write\", \"edit\" => \"Edit\",\n \"bash\" => \"Bash\", \"glob\" => \"Glob\", \"grep\" => \"Grep\",\n \"calculate\" => \"spf_calculate\", \"status\" => \"spf_status\", \"session\" => \"spf_session\",\n \"brain_search\" => \"spf_brain_search\", \"brain_store\" => \"spf_brain_store\",\n \"brain_context\" => \"spf_brain_context\", \"brain_index\" => ","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095076291942878} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":" Err(e) => {\n eprintln!(\"[SPF-MESH] Handshake read error for {}: {}\", &peer_key[..16], e);\n AgentRole::Orchestrator\n }\n };\n\n self.channels.insert(\n peer_key.to_string(),\n PeerChannel {\n peer_key: peer_key.to_string(),\n role: their_role,\n send: send_iroh,\n recv: recv_iroh,\n _conn: conn_iroh,\n last_active: Instant::now(),\n","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095061614667237} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (774 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t// GET /health — Health check (no auth)\n 10\t// GET /status — SPF gateway st","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095059192095983} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/dispatch.rs (505 lines)\n 196\t let _ = state.storage.save_session(&session);\n 197\t serde_json::json!({\n 198\t \"type\": \"text\",\n 199\t \"text\": gate_decision.message,\n 200\t \"_blocked\": true\n 201\t })\n 202\t } else {\n 203\t // Allowed — execute through handle_tool_call (pure execution, no gate inside)\n 204\t crate::mcp::handle_tool_ca","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095058101924619} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/dispatch.rs (505 lines)\n 1\t// SPF Smart Gateway - Unified Dispatch Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Foundation layer for ALL tool routing.\n 5\t// Every transport (stdio, HTTP, mesh, voice) converges here.\n 6\t// Zero dependencies on pipelines, mesh, or any higher layer.\n 7\t//\n 8\t// REFACTOR: gate::process() called at entry before handle_t","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095058095061001} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" crate::mcp::handle_tool_call(\n tool, args, request.source.clone(), &gate_decision,\n &state.config, &mut session, &state.storage,\n &state.config_db, &state.tmp_db,\n &state.fs_db, &state.agent_db,\n &state.pub_key_hex, &state.mesh_tx,\n &state.peers,\n &state.transformer, &state.transformer_config,\n &state.network_config, &state.pool_state,\n &state.pipeline,\n &state.browser, &state.ws","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095058091343207} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"// SPF Smart Gateway - Unified Dispatch Protocol\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Foundation layer for ALL tool routing.\n// Every transport (stdio, HTTP, mesh, voice) converges here.\n// Zero dependencies on pipelines, mesh, or any higher layer.\n//\n// REFACTOR: gate::process() called at entry before handle_tool_call.\n// Gate is the door. handle_tool_call is pure execution — no gate inside.\n// source from request flows through gate so decisions are source-aware.\n//\n//","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095058088197383} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":" batch_size: args[\"batch_size\"].as_u64(),\n }\n}\n\n/// Handle a tool call\npub fn handle_tool_call(\n name: &str,\n args: &Value,\n source: crate::dispatch::Source,\n gate_decision: &crate::gate::GateDecision,\n config: &SpfConfig,","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095058087053445} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" tool_name: args[\"tool_name\"].as_str().map(String::from),\n reason: args[\"reason\"].as_str().map(String::from),\n peer_key: args[\"peer_key\"].as_str().map(String::from),\n message: args[\"message\"].as_str().map(String::from),\n prompt: args[\"prompt\"].as_str().map(String::from),\n batch_size: args[\"batch_size\"].as_u64(),\n }\n}\n\n/// Handle a tool call\npub fn handle_tool_call(\n name: &str,\n args: &Value,\n source: crate::dispatch::Source,\n gate_decisio","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095058087053445} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":" .or_else(|| args[\"path\"].as_str())\n .or_else(|| args[\"absolute_path\"].as_str())\n .map(String::from),\n content: args[\"content\"].as_str().map(String::from),\n command: args[\"command\"].as_str()\n .or_else(|| args[\"tool\"].as_str()) // spf_mesh_call uses \"tool\" arg\n .or_else(|| args[\"pattern\"].as_str()).map(String::from),\n old_string: args[\"old_string\"].as_str().map(String::from),\n new_string: args[\"new_string\"].as","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0950580867674615} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/lib.rs (40 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\tpub mod agent_state;\n 19\tpu","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0950580867674615} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"use std::sync::{Arc, Mutex};\nuse std::time::{Duration, Instant};\n\n/// P2: Tracked peer in the mesh.\n#[derive(Debug, Clone)]\npub struct MeshPeerStatus {\n pub role: crate::config::AgentRole,\n pub name: String,\n pub last_seen: Instant,\n}\nuse axum::{\n--\n pub browser: std::sync::Mutex,\n /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n pub ws_browser_channels: std::sync::Mutex String {\n format!(r#\"{{\"type\":\"room_intro\",\"thinkers\":[{}]}}\"#, keys)\n pub fn build_task_assign(project_id: &str, task_id: &str, tool: &str, args: &str) -> String {\n format!(r#\"{{\"type\":\"task_assign\",\"project\":\"{}\",\"task\":\"{}\",\"tool\":\"{}\",\"args\":{}}}\"#,\n pub fn build_task_result(task_id: &str, output: &str, status: &str) -> String {\n format!(r#\"{{\"type\":\"task_result\",\"task\":\"{}\",\"output\":{},\"status\":\"{}\"}}\"#,\n ","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095057028626316} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1082 lines)\n 396\t// ============================================================================\n 397\t// MESH STARTUP + INBOUND HANDLER\n 398\t// ============================================================================\n 399\t\n 400\t/// Main mesh loop — runs in dedicated thread with tokio runtime.\n 401\t/// Accepts inbound QUIC connections from trusted peers.\n 402\t/// Routes JSON-RPC reques","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095055262960523} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (774 lines)\n 1\t// SPF Smart Gateway - HTTP API Server Transport\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t//","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095052927042449} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (482 lines)\n 1\t// SPF Smart Gateway - Message Framing Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Length-prefixed message framing for persistent bidirectional streams.\n 5\t// Replaces one-shot read_to_end/finish pattern in mesh transport.\n 6\t// Supports 9 stream types: TOOL_RPC, CHAT, VOICE, PIPELINE, BRAIN_SYNC, API_SESSION, etc.\n 7\t//\n ","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095052926756464} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (433 lines)\n 1\t// SPF Smart Gateway - Cryptographic Identity\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Ed25519 key pair management for SPF mesh authentication.\n 5\t// Each SPF instance generates a unique identity on first run.\n 6\t// Public keys are shared between peers via group files.\n 7\t//\n 8\t// Key storage:\n 9\t// LIVE/CONFIG/identity.","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095052926184496} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 1\t// SPF Smart Gateway - Configuration\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n 5\t//\n 6\t// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n 7\t// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n ","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095052925612529} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"}\n\n/// Handle a tool call\npub fn handle_tool_call(\n name: &str,\n args: &Value,\n source: crate::dispatch::Source,","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095033801284237} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (774 lines)\n 1\t// SPF Smart Gateway - HTTP API Server Transport\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t// GET /health — Health che","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0950337964225065} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (652 lines)\n 1\t// SPF Smart Gateway - Mesh Network Transport (Layer 3)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// Rev 2: Persistent bidirectiona","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095032619597963} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs (505 lines)\n 1\t// SPF Smart Gateway - Unified Dispatch Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Foundation layer for ALL tool routing.\n 5\t// Every transport (stdio, HTTP, mesh, voice) converges here.\n 6\t// Zero dependencies on pipelines, mesh, or any higher layer.\n 7\t//\n 8\t// REFACTOR: gate::process() called at entry before handle_tool_call.\n 9\t// Gate is ","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095030367759212} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_api_session\",\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"spf_api_session\" => {","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.09501830609409} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/pipeline.rs (1107 lines)\n 1\t// SPF Smart Gateway - Pipeline Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK N — Pipeline orchestration for streaming task execution.\n 5\t// Enables: batch submission, chain execution, worker dispatch, backpressure.\n 6\t//\n 7\t// Pipeline messages flow over mesh stream types 0x04 (PipelineTask) and 0x05 (PipelineResult).\n","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095018305236137} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095018282071425} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/groups\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/groups/controller1.keys","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095018275493792} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"controller1\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"controller\",\n 11\t \"team\": \"alpha\"\n 12\t}","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0950182680582055} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/groups/controller1.keys (1 lines)\n 1\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095013370580607} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.keys (1 lines)\n 1\t0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095010156119397} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.keys","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0950070025728} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5175 lines)\n 5051\t\n 5052\t // Run stdio loop if transport is \"stdio\" or \"both\"\n 5053\t if http_config.transport != \"http\" {\n 5054\t let stdin = io::stdin();\n 5055\t for line in stdin.lock().lines() {\n 5056\t let line = match line {\n 5057\t Ok(l) => l,\n 5058\t Err(e) => {\n 5059\t log(&format!(\"stdin read error: {}\", e));\n 5060\t continue;\n 5061\t }\n 5","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095005321558299} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/calculate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/lib.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/validate.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095004172760195} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice::spf_voice;\n 10\tuse crate::config::SpfConfig;\n 11\tuse crate::","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.095001627787749} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9\t// gate.rs gets 5 tools added to allowlist.\n 10\t//\n 11\t// All handlers follow the mc","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.09500162721578} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"async fn proxy_handler(\nasync fn proxy_asset_handler(\nasync fn ws_browser_handler(","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094999281574247} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/chat.rs (1286 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Text chat system for user ↔ user, user ↔ agent, agent ↔ agent communication.\n 5\t// Messages flow over mesh StreamType::ChatText (0x02) and local LMDB storage.\n 6\t// Transformer (Researcher config) generates responses in decoder-only/causal mode.\n 7\t//\n 8\t// Features:\n 9\t// - ChatMessage for","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094999276712517} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n// WB-2d: REVERSE PROXY HANDLERS — /proxy, /proxy/asset, /ws/browser\n/// GET /proxy?url=... — Fetch target URL, inject CONTROL_JS, serve to browser.\n/// GET /proxy/asset?url=... — Fetch and passthrough a page asset (CSS/JS/image).\n/// GET /ws/browser — WebSocket endpoint for browser control JS.\n .route(\"/proxy\", get(proxy_handler))\n .route(\"/proxy/asset\", get(proxy_asset_handler))\n ","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094999273280708} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned","outcome":" tool: \"spf_chat_receive\".to_string(),\n \"spf_chat_receive\" => {\n session.record_action(\"spf_chat_receive\", \"called\", None);","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094999272994724} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate.rs (493 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// Build Anchor protocol, content inspection. No runtime config by","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094999270134883} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice::spf_voice;\n 10\tuse crate::config:","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094999269848898} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/30marAUDIT.md (535 lines)\n 1\t# SPFsmartGATE System Audit — 2026-03-30\n 2\t**Source of Truth:** Live build at `~/SPFsmartGATE/src/`\n 3\t**Auditor:** Claude (step-3.5-flash)\n 4\t**Purpose:** Verify complete and correct implementation, find gaps, stubs, bypasses, miswirings, outdated docs.\n 5\t\n 6\t---\n 7\t\n 8\t## 1. Tool Routing Matrix — Definitions vs Handlers\n 9\t\n 10\t**Tool Definitio","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094999264129217} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 401\t \"spf_brain_search\" | \"spf_brain_recall\" | \"spf_brain_context\" |\n 402\t \"spf_brain_store\" | \"spf_brain_index\" | \"spf_brain_list\" |\n 403\t \"spf_brain_get_doc\" | \"spf_brain_list_docs\" |\n 404\t \"spf_voice_mode\" | \"spf_voice_call\" | \"spf_voice_team\" |\n 405\t \"spf_chat_send\" | \"spf_chat_history\" | \"spf_chat_rooms\" |\n 406\t \"spf_mesh_call\" | \"spf_mesh_status\" | \"sp","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094990492139122} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 281\t if text.len() > 2000 {\n 282\t let ts_date = &ctx.timestamp[..ctx.timestamp.len().min(10)];\n 283\t let title = format!(\"result:{}:{}\", tool, ts_date);\n 284\t crate::brain_local::brain_store(text, &title, \"flint_results\");\n 285\t }\n 286\t\n 287\t // ── R3-06: Track reads for build anchor context (compression removed)\n 288\t // Re-read compression caused Read failures ","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094990486705423} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 301\t let compressed = compress_result(tool, text);\n 302\t\n 303\t // ── FL-3: Build output with compression + context injection ─────────────\n 304\t let mut output = result.clone();\n 305\t if let Some(obj) = output.as_object_mut() {\n 306\t // Apply compression if text was reduced\n 307\t if compressed.len() < text.len() {\n 308\t obj.insert(\"text\".to_string(), Value::S","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094990486419439} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":" match crate::checkpoint::serialize_weights(&weight_refs, \"flint_writer\", state.training_step) {","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094989415694994} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB/lock.mdb\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB/data.mdb\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/tls\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/tls/cert.pem\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/tls/key.pem\n/data/data/com.te","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094985932980705} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 1\t// SPF Smart Gateway - Rules Validator\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Validates tool calls against SPF rules:\n 5\t// - Stage 0: Command whitelist (default-deny) — BLOCK-03\n 6\t// - Build Anchor Protocol (must read before edit/write)\n 7\t// - Blocked paths (/tmp, /etc, /usr, /system)\n 8\t// - Dangerous command detection\n 9\t// - User FS recon comm","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094984807633297} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":" Ok(data) => match crate::checkpoint::deserialize_weights(&data) {","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094984806489361} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/STATUS.txt (133 lines)\n 1\t# STATUS — SPF Smart Gateway\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Updated: 2026-03-08 Session 9\n 4\t# Owner: FLINT (agents READ ONLY)\n 5\t\n 6\t═══════════════════════════════════════════════════════\n 7\t BINARY — Current Deployed Build\n 8\t═══════════════════════════════════════════════════════\n 9\tLocation: ~/SPFsmartGATE/LIVE/BIN/spf-smart-g","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094759519088001} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (135 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094723315503669} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" let transformer = if transformer_config.enabled {\n log(\"Transformer: enabled — initializing runtime state\");\n let mut state = crate::transformer_tools::TransformerState::from_config(\n &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n );\n // RC-2: Load checkpoint if available (same pattern as worker.rs init_transformer)\n let ckpt_path = crate::paths::spf_root()\n .join(\"LIVE/MODELS\")\n ","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094722145256759} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":"use serde::{Deserialize, Serialize};\nuse candle_core::IndexOp;\nuse ort::Session as OrtSession;","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094721080251995} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (153 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094720015819199} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_web_connect\",\n \"spf_web_navigate\",\n \"Navigate browser to URL. Waits for page load. Returns page title and URL. Requires spf_web_connect first.\",\n \"spf_web_screenshot\",\n \"spf_web_click\",\n \"spf_web_fill\",\n \"spf_web_select\",\n \"spf_web_eval\",\n \"spf_web_design\",\n \"spf_web_page\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"web_screenshot\" =>","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094678433446039} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/web.rs (469 lines)\n 1\t// SPF Smart Gateway - Web Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// AI-friendly web access: search, read pages, download, API calls.\n 5\t// All access gated through SPF gate::process() in mcp.rs handlers.\n 6\t// Nothing bypasses SPF.\n 7\t\n 8\tuse reqwest::blocking::Client;\n 9\tuse serde::{Deserialize, Serialize};\n 10\tuse std::net::{Ipv4Addr, Ip","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094678423150612} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (149 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094666838506957} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.78, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CLAUDE.md (375 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-02-25\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaiting","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094662654273688} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"mesh_status\" => \"spf_mesh_status\", \"mesh_peers\" => \"spf_mesh_peers\",\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"transformer_status\" => \"spf_transformer_status\",\n \"transformer_infer\" => \"spf_transformer_infer\",\n \"transformer_chat\" => \"spf_transformer_chat\",\n \"transformer_train\" => \"spf_transformer_train\",\n \"transformer_metrics\" => \"spf_transformer_metrics\",\n \"pool_status\" => \"spf_pool_status\", \"pool_assign\" => \"","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094648260408285} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" // ── FL-1C: FLINT pre-execution intercept ─────────────────────────────────\n // Runs BEFORE session lock — brain Mutex is independent, zero contention.\n // FLINT observes and queries context. Does NOT gate — gate gates.\n let flint_ctx = crate::flint_memory::flint_intercept(tool, args);\n\n // ── FL-1A: Source-aware lock strategy ─────────────────────────────────────\n // Stdio: blocking lock — MCP protocol has no retry mechanism.\n--\n // ── FL-1C: FLINT post-execution processi","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0946482581204116} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-16T08:04:30.768003935+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620928622497} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-16T07:58:26.542233866+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620928336513} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // Step 1: Drain accumulated training signals from GateTrainingCollector (Block J)\n let signals = match &state.collector {\n Some(collector) => collector.drain_signals(),\n None => {","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620927764545} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-16T07:55:48.199599864+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620926906592} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-16T07:54:13.890550994+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.09462092604864} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-16T07:39:14.725688889+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620924904704} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-16T07:35:35.617217670+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620923760768} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// Handle spf_transformer_train\n/// Triggers a manual training batch from accumulated gate signals.\npub fn handle_train(\n transformer: &Option>>,\n args: &Value,\n config: &TransformerConfig,","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0946209229028145} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-16T07:34:47.568804199+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0946209220448635} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" pool_state: None, // Workers never own the pool\n });\n\n // Spawn FLINT Memory Router — AFTER ServerState (needs Arc for dispatch::call)\n if let Some(ref collector) = collector_arc {\n crate::flint_memory::start_memory_router(\n collector.clone(), Some(transformer.clone()), state.clone()\n );\n log(\"FLINT Memory Router started (MB-FR/MB-FT) with auto-train + metrics\");\n }\n\n--\n &crate::paths::spf_root().join(\"LIVE/CONFIG/transform","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620921472895} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-16T07:30:52.365757986+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620920328959} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1008 lines)\n 71\t// PUBLIC ENTRY POINT — called from mcp.rs after build_listeners()\n 72\t// ============================================================================\n 73\t\n 74\t/// Spawn the FLINT Memory Router as a named background thread.\n 75\t///\n 76\t/// This is the DURING and AFTER learning pipeline:\n 77\t/// DURING: drains GateTrainingCollector → FLINT scores → routes t","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.0946209197569905} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,spf_tmp_stats] | ts=2026-03-16T07:28:15.258833151+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620918899039} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1008 lines)\n 63\t\n 64\t/// Top N% of Working memories promoted to next tier each cycle.\n 65\tconst PROMOTE_TOP_PERCENT: f64 = 0.20;\n 66\t\n 67\t/// If more than this fraction of memories are active, promote all of them.\n 68\tconst PROMOTE_ALL_THRESHOLD: f64 = 0.50;\n 69\t\n 70\t// ============================================================================\n 71\t// PUBLIC ENTRY PO","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620918041086} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"///\n/// PRE pipeline (startup brain indexing) is handled in mcp.rs before this call.\npub fn start_memory_router(\n collector: Arc,\n transformer: Option>>,\n--\n// ============================================================================\n\nfn run_router(\n collector: Arc,\n transformer: Option>>,\n--\n\n // DURING: drain gate signals and route to brain\n signal_count += route","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620917183134} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_tmp_stats,spf_agent_context] | ts=2026-03-16T07:27:37.021748269+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620916039196} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_tmp_stats,spf_agent_context,spf_mesh_status] | ts=2026-03-16T07:26:23.665345797+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620914895261} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1008 lines)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ drop folder for user-added files → au","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620914323292} +{"label":10,"weight":2.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_tmp_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_tmp_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,spf_mesh_status,spf_agent_stats] | ts=2026-03-16T07:14:20.438156125+00:00","source_type":"memory","category":"reference","occurrence_count":2,"signal_strength":6.094620913465341} +{"label":-3,"weight":4.0,"tool":"Grep","context":"Tool: Grep. Source: stdio. Duration: 166283ms. Overrides: no. Preceding: Glob, Glob, Read.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":4.0} +{"label":-3,"weight":4.0,"tool":"spf_brain_search","context":"Tool: spf_brain_search. Source: stdio. Duration: 58801ms. Overrides: no. Preceding: spf_brain_search, spf_brain_search, spf_brain_search.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":4.0} +{"label":-3,"weight":4.0,"tool":"Read","context":"Tool: Read. Source: stdio. Duration: 420153ms. Overrides: yes. Preceding: Edit, Read, Grep.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":4.0} +{"label":-3,"weight":4.0,"tool":"spf_brain_recall","context":"Tool: spf_brain_recall. Source: stdio. Duration: 32984ms. Overrides: yes. Preceding: spf_agent_memory_search, spf_agent_session_info, spf_agent_memory_by_tag.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":4.0} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (647 lines)\n 121\t pub memory_type: String,\n 122\t pub relevance: f64,\n 123\t}\n 124\t\n 125\t// ============================================================================\n 126\t// Constants\n 127\t// ============================================================================\n 128\t\n 129\tconst MAX_DB_SIZE: usize = 1024 * 1024 * 1024; // 1GB\n 130\tconst OUTPUT_DIR: &str = \"../LIVE/","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999996937719487} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (589 lines)\n 401\t sig.tool, sig.source, sig.duration_ms,\n 402\t if sig.user_override { \"yes\" } else { \"no\" },\n 403\t sig.preceding_tools.join(\", \")\n 404\t );\n 405\t pruned.push(ConsolidatedExample {\n 406\t label, weight,\n 407\t tool: sig.tool.clone(),\n 408\t context, outcome,\n 409\t source_type: \"t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999801578411077} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (583 lines)\n 181\t}\n 182\t\n 183\t/// Floor for zero: if any weight formula produces zero, bump to +1.\n 184\tfn floor_weight(w: f32) -> f32 {\n 185\t if w == 0.0 { 1.0 } else { w }\n 186\t}\n 187\t\n 188\t// ================================================================================\n 189\t// TODO: degrade_positive() usage — belongs in BLOCK 0 AUTO (live pruning)\n 190\t// NOT wired in ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999801578411077} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (583 lines)\n 71\t pub preceding_tools: Vec,\n 72\t #[serde(default)]\n 73\t pub evil_score: f32,\n 74\t}\n 75\t\n 76\t// ============================================================================\n 77\t// Output: consolidated training example — portable format for any model\n 78\t// ============================================================================\n 79\t\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599980157672201} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.57, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (583 lines)\n 56\t pub expires_at: u64,\n 57\t}\n 58\t\n 59\t/// TrainingSignal — matches gate_training.rs EXACTLY (no `weight` field)\n 60\t#[derive(Debug, Clone, Deserialize, Serialize)]\n 61\tpub struct TrainingSignal {\n 62\t pub tool: String,\n 63\t pub source: String,\n 64\t pub allowed: bool,\n 65\t pub status: String,\n 66\t pub duration_ms: u64,\n 67\t pub","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599980157672201} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (576 lines)\n 176\tfn degrade_positive(old_label: i32, outcome_failed: bool) -> i32 {\n 177\t if old_label > 0 && outcome_failed {\n 178\t return -1; // +1 or +2 → -1 (block), skip zero\n 179\t }\n 180\t old_label\n 181\t}\n 182\t\n 183\t/// Floor for zero: if any weight formula produces zero, bump to +1.\n 184\tfn floor_weight(w: f32) -> f32 {\n 185\t if w == 0.0 { 1.0 } else {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999797002725527} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (576 lines)\n 248\t groups.into_iter().map(|(hash, members)| {\n 249\t let count = members.len() as u64;\n 250\t // Best representative = highest score\n 251\t let best = members.iter().max_by(|a, b| {\n 252\t score_memory(a).partial_cmp(&score_memory(b)).unwrap_or(std::cmp::Ordering::Equal)\n 253\t }).unwrap();\n 254\t\n 255\t // Consolidated score","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999793474262214} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (576 lines)\n 559\t }\n 560\t }\n 561\t\n 562\t // Weight amplification summary\n 563\t let total_occurrences: u64 = pruned.iter().map(|e| e.occurrence_count).sum();\n 564\t let avg_weight: f64 = pruned.iter().map(|e| e.weight as f64).sum::() / pruned.len() as f64;\n 565\t let max_weight = pruned.iter().max_by(|a, b| a.weight.partial_cmp(&b.weight).unwrap()).map(|e| e.we","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999793474262214} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (576 lines)\n 521\t }\n 522\t drop(cw);\n 523\t println!(\" Catalog: {} entries → {}\", catalog.len(), catalog_path);\n 524\t\n 525\t // ========================================================================\n 526\t // Summary\n 527\t // ========================================================================\n 528\t let mut by_label: HashMap = HashMap::new();\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599979021773887} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 398\t // Edge memories: highest priority, full inclusion\n 399\t for (mem, count, consolidated_score) in &edge {\n 400\t let label = label_for_memory(mem);\n 401\t if label == 0 { continue; }\n 402\t let cat = categorize_memory(mem);\n 403\t pruned.push(ConsolidatedExample {\n 404\t label,\n 405\t weight: floor_weight(*consolida","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999790216049803} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 341\t println!(\"\\n[02] Consolidate duplicates (multiples → signal weight)...\");\n 342\t let mut consolidated = consolidate_duplicates(&all_memories);\n 343\t\n 344\t // Separate by category\n 345\t let mut edge: Vec<(&MemoryEntry, u64, f64)> = Vec::new();\n 346\t let mut gate: Vec<(&MemoryEntry, u64, f64)> = Vec::new();\n 347\t let mut regular: Vec<(&MemoryEntry, u6","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999785258634853} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.57, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (872 lines)\n 569\t| Sub | Lines Est | What | Result |\n 570\t|---|---|---|---|\n 571\t| G0 | ~50 | **Backup all collections** | Export all brain docs + vectors before model change |\n 572\t| G1 | ~50 | Research | Candidates: mpnet-base-v2 (768d), gte-large (1024d) |\n 573\t| G2 | ~80 | brain_local.rs | Model path + embedding_dim config change |\n 574\t| G3 | ~120 | Re-embed | Re-index 1,300+ doc","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999785256945787} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (579 lines)\n 156\t}\n 157\t\n 158\t/// Inferred label for memory entries (no explicit signal fields)\n 159\t/// Maps MemoryType to 20-level scale\n 160\tfn label_for_memory(mem: &MemoryEntry) -> i32 {\n 161\t match mem.memory_type {\n 162\t MemoryType::Pinned => 10, // Highest positive — permanent knowledge\n 163\t MemoryType::Instruction => 9, // User directive — high trust\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999785256945787} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (570 lines)\n 376\t for sig in &all_tlogs {\n 377\t let label = label_for_training_signal(sig);\n 378\t let weight = weight_for_signal(sig);\n 379\t let outcome = if sig.allowed { \"allowed\" } else { \"blocked\" }.to_string();\n 380\t let context = format!(\n 381\t \"Tool: {}. Source: {}. Duration: {}ms. Overrides: {}. Preceding: {}.\",\n 382\t sig.t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999785256945787} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 121\t// LABEL & WEIGHT FUNCTIONS\n 122\t// ============================================================================\n 123\t\n 124\t/// Signed label for training signals. NO ZERO — every signal pushes.\n 125\tfn label_for_training_signal(sig: &TrainingSignal) -> i32 {\n 126\t if sig.false_positive && sig.evil_score > 0.7 { return -3; }\n 127\t if sig.evil_score > 0.7 { retur","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999785256945787} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 159\t 1.0\n 160\t}\n 161\t\n 162\t/// Inferred label for memory entries (no explicit signal fields)\n 163\t/// Maps MemoryType to 20-level scale\n 164\tfn label_for_memory(mem: &MemoryEntry) -> i32 {\n 165\t match mem.memory_type {\n 166\t MemoryType::Pinned => 10, // Highest positive — permanent knowledge\n 167\t MemoryType::Instruction => 9, // User directive ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999785256945787} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 216\t // User preferences and instructions\n 217\t if matches!(mem.memory_type, MemoryType::Preference | MemoryType::Instruction) {\n 218\t return \"user_intent\";\n 219\t }\n 220\t // Code structure knowledge\n 221\t if mem.tags.iter().any(|t| t.starts_with(\"tool:\") || t.contains(\"code\") || t.contains(\"function\")) {\n 222\t return \"code_structure\";\n 223\t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999785256945787} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (571 lines)\n 441\t if label == 0 { continue; }\n 442\t let cat = categorize_memory(mem);\n 443\t pruned.push(ConsolidatedExample {\n 444\t label,\n 445\t weight: floor_weight(*consolidated_score as f32),\n 446\t tool: \"memory\".to_string(),\n 447\t context: mem.tags.join(\", \"),\n 448\t outcome: mem.content.clone(),\n 449\t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999785256945787} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (856 lines)\n 556\t| F2 | ~100 | token_to_id/id_to_token | Verify vocab covers code + natural language |\n 557\t| F3 | ~180 | transformer.rs, tokenizer.rs | Wire trained tokenizer into handle_infer |\n 558\t| F4 | ~100 | checkpoint | Save new model with trained vocab |\n 559\t\n 560\t**Estimate:** ~530 lines, 4 subtasks, critical (tokenizer must be trained before any inference works)\n 561\t\n 5","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599978217439646} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (830 lines)\n 456\t|---|---|---|---|\n 457\t| A1 | ~30 | — | Create `WORK/training_data/{raw,synced,weighted}` folders |\n 458\t| A2 | ~100 | Block 0 output | Load pruned memories → `raw/memories.jsonl` |\n 459\t| A3 | ~80 | tlog:* LMDB keys | Dump signals → `raw/tlogs.jsonl` |\n 460\t| A4 | ~150 | memories.jsonl + tlogs.jsonl | Synced/linked → `synced/joined.jsonl` |\n 461\t| A5 | ~120 | joined.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599978217439646} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'agent_state.rs expire_memories function forget ttl expiry' — 5 result(s):\n\nScore: 0.508 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/ace5ecd25e3fc802.txt\nSPF agent_state.rs — Agent State LMDB (683 lines)\nLMDB-backed persistent agent home. Stored at LIVE/LMDB5/LMDB5.DB. 100MB max.\n\nENUMS:\n- MemoryType: Preference, Fact, Instruction, Context, Working (24h TTL), Pinned (never expire)\n\nSTRUCTS:\n- MemoryEntry: id (mem__), content, memory_type, tags Vec>> — thread-safe, one instance\n- External crate: stoneshell_brain (","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999782172707393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'tokenizer.rs train function corpus target_vocab merges BPE' — 5 result(s):\n\nScore: 0.622 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/4b0468702c1a119c.txt\nBPE TRAINING: train(corpus, target_vocab) — byte-level init (256 chars), iterative pair merging\nENCODE: encode(text) → Vec — splits whitespace, checks specials, applies merges, UNK fallback\nDECODE: decode(ids) → String — skips PAD/BOS/EOS, joins tokens\nPERSISTENCE: to_json()/from_json() — manual JSON seria","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999782172707393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'flint_memory.rs run_router function signature promotion loop TTL expires_at' — 5 result(s):\n\nScore: 0.375 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/ead2d6fbf7947be3.txt\n- FLINT intercept (FL-1C) happens inside dispatch, not in mcp.rs\n- GateTrainingCollector is Arc-shared between listeners list and TransformerState.collector\n- Chat uses deterministic conv_id from sorted pubkey prefixes\n- Voice has Light (espeak-ng FFI) and Rich (Piper ONNX) dual-mode TTS\n- CLON","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999782172707393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (830 lines)\n 394\t**File:** `DEPLOY/prune_memories.rs` (553 lines, compiles+runs against LIVE LMDB5)\n 395\t**Purpose:** One-time batch extraction + consolidation. Turns 138K raw memories into ~15-20K high-signal training examples.\n 396\t\n 397\t**KEY DESIGN IMPROVEMENT:** Duplicates multiply weight, NOT get discarded. Same action repeated = stronger signal.\n 398\t- `consolidate_duplicates()`:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999782172707393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'dispatch.rs brain_index_path file write edit post-exec hook re-index' — 5 result(s):\n\nScore: 0.473 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/cc18b3ec3376b4e0.txt\nload(path)/save(path) — file I/O with fallback to untrained\nTESTS: 7 tests — roundtrip, special tokens, JSON persistence\nDEPS: serde_json (for deserialization only)\n\n=== attention.rs (518 lines) — Layer 1 ===\nSTRUCT: AttentionConfig { d_model, n_heads, causal: bool }\nSTRUCT: MultiHeadAttention { confi","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999782172707393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'train.rs binary_ce_loss mse_loss loss function sigmoid forward pass' — 5 result(s):\n\nScore: 0.513 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8164e60199aff0d4.txt\nSPF train.rs — Backward passes + AdamW optimizer. 1064 lines.\n\nLOSS FUNCTIONS:\ncross_entropy_loss(logits[b,v], targets[b]) → (scalar_loss, d_logits): softmax → -log(p_target) averaged over batch. grad = softmax - one_hot(target).\nbinary_ce_loss(predictions[b], labels[b], weights[b]) → (scalar_loss, d_p","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999782172707393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (830 lines)\n 826\t- **Migration path:** Change `model_path` + `embedding_dim` in `brain_local.rs` → existing storage becomes incompatible (different embedding dimensions) → must clear storage → re-index all collections\n 827\t- **Re-index cost:** ~1,300+ docs across 6 collections. At ~50ms per file, ~65 seconds total. Should run during low-usage window.\n 828\t- **Collection preservation:** Coll","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599977907326738} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.60, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'Cargo.toml bin prune_memories DEPLOY' — 3 result(s):\n\nScore: 0.388 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/ae3f0116f2752200.txt\nis_architectural_file(path): matches config, main., lib., mod., cargo.toml, package.json, .env, settings, schema, rc, .yaml/.yml\nhas_risk_indicators(content): delete, drop, remove, truncate, override, force, unsafe, rm , sudo\n\nPER-TOOL WEIGHTS:\nEdit: basic=10+len/20, deps=1(+1 if replace_all, +1 if >500 chars), complex=dynamic, file","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599977907326738} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 51\t### Layer 4 — Training & Memory (THE FLINT CORE)\n 52\t| File | Lines | Purpose | Key Structs/Functions |\n 53\t|---|---|---|---|\n 54\t| `gate_training.rs` | 1302 | Captures EVERY gate decision as training signal. DispatchListener impl. | `TrainingSignal` (tool, source, allowed, status, duration_ms, timestamp, user_override, false_positive, recent_call_count, preceding_tool","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599977907326738} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.50, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (830 lines)\n 1\t# DEEP_DIVE_FLINT.md — SPF Smart Gateway Architecture Deep Dive\n 2\t# FLINT Optimization + Training Data Pipeline + RAG Reweight\n 3\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 4\t# Created: 2026-04-10\n 5\t# Updated: 2026-04-11 — 100% verified against live source\n 6\t# Owner: FLINT (agents READ ONLY)\n 7\t\n 8\t---\n 9\t\n 10\t## PART 1: COMPLETE ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599977907326738} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (829 lines)\n 581\t## PART 9: COMPLEXITY SUMMARY\n 582\t\n 583\t| Block | Subtasks | Est Lines | Complexity Tier |\n 584\t|---|---|---|---|\n 585\t| 0 — Prune Memories | 5 | ~420 | Medium (C=~2500) |\n 586\t| A — Training Data Pipeline | 6 | ~580 | Medium (C=~3000) |\n 587\t| B — RAG Reweight | 4 | ~360 | Light (C=~800) |\n 588\t| C — Live Build Indexing | 3 | ~150 | Simple (C=~400) |\n 589\t| D ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599977907326738} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (823 lines)\n 531\t| F3 | ~180 | transformer.rs, tokenizer.rs | Wire trained tokenizer into handle_infer |\n 532\t| F4 | ~100 | checkpoint | Save new model with trained vocab |\n 533\t\n 534\t**Estimate:** ~530 lines, 4 subtasks, critical (tokenizer must be trained before any inference works)\n 535\t\n 536\t---\n 537\t\n 538\t### BLOCK G — Embedding Model Upgrade (optional)\n 539\t**Purpose:** Re","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599977907326738} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (823 lines)\n 546\t\n 547\t**Estimate:** ~250 lines, 3 subtasks, light (optional)\n 548\t\n 549\t---\n 550\t\n 551\t## PART 8: EXECUTION ORDER (v4.0 — Block 0 added)\n 552\t\n 553\t```\n 554\tBlock E (Unify Indexing) — light cleanup, non-blocking\n 555\t ↓\n 556\tBlock 0 (Prune Memories) — 138K → ~15-20K quality, keep edges\n 557\t ↓ ↘\n 558\tBlock A (Training Data) Block F (F","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599977907326738} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'prune_memories DEPLOY source code rust' — 8 result(s):\n\nScore: 0.453 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/6f5a48535d5ea0d3.txt\n- put/get/delete: arbitrary key-value string operations\n- size_bytes: entries * 256 (approximate)\n- entry_count: LMDB stat entries\n\nNOTE: Uses heed crate (safe LMDB Rust wrapper). All writes are transactional — commit() required or rollback on drop.\n\nScore: 0.356 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/e16b","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599977601267594} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'DEPLOY folder files prune_memories rust src' — 6 result(s):\n\nScore: 0.437 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/e16b3ef9474e9d25.txt\nFL-1 through FL-4 STATUS: All DEPLOY files complete (dispatch.rs, flint_memory.rs, mcp.rs). Not yet copied to src/ — user has cp commands but hasn't deployed yet.\n\nScore: 0.345 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/eddf4baaffdede08.txt\nCOMPLETED THIS ROUND (R3): R3-04 build_anchor_context, R3-05 Flin","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599977601267594} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'prune_memories.rs source file location' — 5 result(s):\n\nScore: 0.419 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/2727c761c00524dd.txt\nSPF fs.rs — LMDB Virtual Filesystem (666 lines)\nStorage: LIVE/SPF_FS/SPF_FS.DB + blobs/. 4GB map size. 3 tables: fs_metadata, fs_content, fs_index.\n\nHYBRID STORAGE:\n- Files ≤ 1MB: content stored inline in LMDB (fs_content)\n- Files > 1MB: content written to blobs/ on disk, meta.real_path set\n\nTYPES:\n- FileType: File, Dir","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776010986873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_recall, source:flint_dispatch, relevance:0.68, promoted:1h→12h, promoted:12h→48h","outcome":"Recall 'FLINT_EXECUTION_LAYER work blocks FL-1 FL-2 FL-3 FL-4 FL-5 pruning pipeline training data' (8 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/1cefa9141ba18f99.txt ══\n3. FL-0B: Tri-Memory Connection — flint_memory.rs route_signals() now creates Working memories in agent_state LMDB. Brain vectors (map) + agent_state (tiers) connected. Previously agent_state had 0 memories.\n4. Architecture analysis: 5 entry points (Stdio/HTTP/Mesh/Pipeline/FLINT), 1 gate. Mapped f","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776010986873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 401\t| 04 | ~120 | Rank by value | Score: `(relevance × 0.3) + (access_count × 0.1) + (user_override × 2) + (fp × 3) + (evil_score × 2)`. Edge cases score high — gate/gateway decisions, agent actions, user corrections. |\n 402\t| 05 | ~60 | Split keep / archive | Keep high-value in training set. Archive remainder to LMDB backup (not deleted — just parked). Target: ~15-20K survivors.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776010986873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'prune memories tool prune_memories' — 5 result(s):\n\nScore: 0.440 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/08b853c0d1360366.txt\nAUDIT CHUNK 09 — Brain, Memory, Transformer Tools, Inspect (4 files, ~2,148 lines)\nCopyright 2026 Joseph Stone — All Rights Reserved\n\n## brain_local.rs (330 lines) — In-Process Brain Singleton\n- Global singleton: LazyLock>> — thread-safe, one instance\n- External crate: stoneshell_brain (Brain, BrainConfig)\n- Model:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776010986873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'initial pruning pipeline training data vectored source flint memories' — 5 result(s):\n\nScore: 0.534 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/165432761238acfa.txt\n- flint_memory.rs (743) — Memory router, result compression, context injection\n\n### Layer 7 — MCP Server\n- mcp.rs (~4855) — Tool definitions, handle_tool_call, stdio/HTTP/mesh boot, run()\n\n## DATA FLOW\n\n1. Tool Call → dispatch::call(source) → gate::process() → handle_tool_call() → result\n2. Gate Sign","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776010986873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'training data pipeline memories vectored' — 5 result(s):\n\nScore: 0.468 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/057b3ff1d6cff5ea.txt\n- gate_training.rs (~500) — TrainingSignal, ConfusionMatrix, GateTrainingCollector\n\n### Layer 3 — Storage Backends\n- fs.rs (~400) — SPF_FS LMDB (4GB), virtual filesystem\n- tmp_db.rs (~400) — TMP_DB LMDB (50MB), project tracking, trust levels\n- agent_state.rs (~500) — AGENT_STATE LMDB (100MB), memories, sessions, tags\n- brain_loc","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776010986873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'pruning pipeline training data memories initial design' — 5 result(s):\n\nScore: 0.422 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/1cefa9141ba18f99.txt\n3. FL-0B: Tri-Memory Connection — flint_memory.rs route_signals() now creates Working memories in agent_state LMDB. Brain vectors (map) + agent_state (tiers) connected. Previously agent_state had 0 memories.\n4. Architecture analysis: 5 entry points (Stdio/HTTP/Mesh/Pipeline/FLINT), 1 gate. Mapped full tool call flo","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776010986873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.69, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'FLINT_EXECUTION_LAYER training signal pipeline memories' — 9 result(s):\n\nScore: 0.640 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/1cefa9141ba18f99.txt\n3. FL-0B: Tri-Memory Connection — flint_memory.rs route_signals() now creates Working memories in agent_state LMDB. Brain vectors (map) + agent_state (tiers) connected. Previously agent_state had 0 memories.\n4. Architecture analysis: 5 entry points (Stdio/HTTP/Mesh/Pipeline/FLINT), 1 gate. Mapped full tool call fl","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776010986873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 1281\t }\n 1282\t\n 1283\t if all_memories.is_empty() {\n 1284\t eprintln!(\"[FLINT-MR] consolidation: no memories found\");\n 1285\t return;\n 1286\t }\n 1287\t\n 1288\t let total = all_memories.len();\n 1289\t\n 1290\t // Group by content hash, pick best representative per group\n 1291\t let mut groups: std::collections::HashMap Result> {\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59997760092978} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 169\t\n 170\t // Query brain for relevant context — BRAIN Mutex is independent of session\n 171\t let brain_hits = if query.len() > 5 {\n 172\t crate::brain_local::brain_search(&query, \"default\", 3)\n 173\t } else {\n 174\t String::new()\n 175\t };\n 176\t\n 177\t // QUERY AGENT LMDB MEMORIES — surfaces recent patterns, gate decisions,\n 178\t // an","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59997760092978} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs- }\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs- /// Get memories by tag\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs: pub fn get_by_tag(&self, tag: &str) -> Result> {\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs- let key = format!(\"tag:{}\", tag);\n/data/da","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59997760092978} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:1h→12h, promoted:12h→48h","outcome":"\n/// How often memory consolidation runs — deduplicates, categorizes, indexes\n/// agent LMDB memories back to brain by category.\nconst CONSOLIDATE_INTERVAL: Duration = Duration::from_secs(7200); // 2 hours\n\n/// Minimum relevance score to store a signal. Filters routine low-value calls.\nconst MIN_RELEVANCE: f64 = 0.1;\n--\n let mut last_drop_check = Instant::now();\n let mut last_tier_run = Instant::now();\n let mut last_train = Instant::now();\n let mut last_consolidate = Instant::now();\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59997760092978} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs-}\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs-/// spf_brain_store — chunk + embed + store arbitrary text\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs:pub fn brain_store(text: &str, title: &str, collection: &str) -> String {\n/data/data/com.termux/files/home/SPFsmartGATE/src/brain_local.rs- let mut lock = BRAIN.lock().unwrap(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59997760092978} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-const MAX_DB_SIZE: usize = 1024 * 1024 * 1024; // 1GB — virtual address space only, no physical cost\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-/// Memory entry type\n/data/data/com.termux/files/home/SPFsmartGATE/src/src/agent_state.rs-#[derive(Debug, Clone, Copy, S","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59997760092978} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 1201\t\n 1202\t for (_, mem) in scored.iter().take(promote_n) {\n 1203\t // Tag the promoted memory so its origin tier is traceable\n 1204\t let mut new_tags = mem.tags.clone();\n 1205\t new_tags.push(format!(\"promoted:{}\", label));\n 1206\t\n 1207\t match db.create_memory(&mem.content, to, new_tags, &mem.source) {\n 1208\t Ok(_) => {\n 1209\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59997760092978} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 901\t let indexed_marker = drop_dir.join(\".indexed\");\n 902\t let already_indexed: std::collections::HashSet =\n 903\t std::fs::read_to_string(&indexed_marker)\n 904\t .unwrap_or_default()\n 905\t .lines()\n 906\t .filter(|l| !l.is_empty())\n 907\t .map(str::to_owned)\n 908\t .collect();\n 909\t\n 910\t let entries = match std::fs::","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776007608735} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 221\t })\n 222\t .collect::>()\n 223\t .join(\", \")\n 224\t })\n 225\t .unwrap_or_default();\n 226\t\n 227\t FlintContext {\n 228\t brain_hits: combined_hits,\n 229\t timestamp,\n 230\t skip_processing: false,\n 231\t target_file,\n 232\t args_summary,\n 233\t }\n 234\t}\n 23","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776007608735} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1375 lines)\n 1362\t if matches!(mem.memory_type, MemoryType::Preference | MemoryType::Instruction) {\n 1363\t return \"memory:user_intent\";\n 1364\t }\n 1365\t // Code structure knowledge\n 1366\t if mem.tags.iter().any(|t| t.starts_with(\"tool:\") || t.contains(\"code\") || t.contains(\"function\")) {\n 1367\t return \"memory:code_structure\";\n 1368\t }\n 1369\t // Pinned fact","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776007608735} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.60, promoted:1h→12h, promoted:12h→48h","outcome":"Brain search 'last task flint_memory DEPLOY test build phase checkpoint' — 3 result(s):\n\nScore: 0.684 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/e9f70ab5786d2609.txt\nSESSION 10 CHECKPOINT — 2026-03-08\n\nSTATE: Boot sequence completed. No work executed this session — user said \"prepare for reboot and then we continue.\"\n\nNEXT WORK: R3-10 (MB-FM) — FLINT Auto-Status\n- Full research document at: DEPLOY/WORK_BLOCKS_R3_10.md\n- 13 touch points across 6 files (dispatch.rs, gate_train","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776007608735} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 82\t collector: Arc,\n 83\t transformer: Option>>,\n 84\t state: Arc,\n 85\t) {\n 86\t std::thread::Builder::new()\n 87\t .name(\"flint-memory-router\".into())\n 88\t .spawn(move || {\n 89\t run_router(collector, transformer, state);\n 90\t })\n 91\t .expect(\"[FLINT-MR] failed to spawn me","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999776007608735} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 1\t// SPF Smart Gateway - FLINT Memory Router (MB-FR + MB-FT)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ d","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999755953302888} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 27\tuse std::sync::{Arc, LazyLock, Mutex, RwLock};\n 28\tuse std::time::{Duration, Instant, SystemTime, UNIX_EPOCH};\n 29\t\n 30\tuse crate::agent_state::{AgentStateDb, MemoryType};\n 31\tuse crate::gate_training::{GateTrainingCollector, TrainingSignal};\n 32\tuse crate::paths::spf_root;\n 33\tuse crate::transformer_tools::TransformerState;\n 34\tuse crate::http::ServerState;\n 35\tuse serde_json::Val","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999755951613817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_R3_10.md:## 6. flint_memory.rs — imports\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_R3_10.md:## 7. flint_memory.rs — start_memory_router signature\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_R3_10.md:## 8. flint_memory.rs — run_router signature + write call\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJE","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999755951613817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 91\t .expect(\"[FLINT-MR] failed to spawn memory router thread\");\n 92\t}\n 93\t\n 94\t// ============================================================================\n 95\t// FL-1C — FLINT DISPATCH INTERCEPT\n 96\t//\n 97\t// Called from dispatch::call() — runs in the calling transport's thread.\n 98\t// NOT part of the memory router background thread.\n 99\t//\n 100\t// flint_intercept(): pre-","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999755951613817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 196\t .map(|obj| {\n 197\t obj.iter()\n 198\t .map(|(k, v)| {\n 199\t let val: String = match v {\n 200\t Value::String(s) => s.chars().take(200).collect(),\n 201\t other => {\n 202\t let s = other.to_string();\n 203\t s.chars().take(200).collect()\n 204\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599975594992475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.76, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 631\t// NEW: MSE loss with weight\n 632\tpub fn mse_loss(predictions: &Tensor, labels: &[f32], weights: &[f32]) -> Result<(f32, Tensor), String> {\n 633\t // For each example: loss_i = weight_i * (pred_i - label_i)^2\n 634\t // d_pred_i = 2 * weight_i * (pred_i - label_i)\n 635\t // Returns (scalar loss, d_predictions)\n 636\t}\n 637\t\n 638\t// UPDATED: gate_training.rs — ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599975594992475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.75, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 131\t## PART 3: DATA FLOW — VERIFIED AGAINST LIVE CODE\n 132\t\n 133\t### Tool Call Pipeline (the \"golden path\") — dispatch.rs lines 93-249\n 134\t```\n 135\tUser Request\n 136\t ↓\n 137\tdispatch::call(Source, tool, args)\n 138\t ├── Step 1: Build ToolRequest + notify listeners (pre-gate) [L105-111]\n 139\t ├── Step 2: FLINT intercept — brain context query [L116]\n 140\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599975594823568} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.78, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 331\t}\n 332\t// Estimated params: ~5M (encoder-decoder ~5M)\n 333\t// ~250k params (decoder-only causal mode — smaller path)\n 334\t```\n 335\t\n 336\t### Tokenizer State\n 337\t```\n 338\tSpecial tokens: 10 ([PAD][BOS][EOS][UNK][TOOL][GATE][USER][SPF][ALLOWED][BLOCKED])\n 339\tByte-level tokens: 256 (0-255)\n 340\tConfigured vocab: 8192\n 341\tTRAINED tokens: 266 (10 special + 256","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599975594823568} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.78, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (788 lines)\n 2\t# FLINT Optimization + Training Data Pipeline + RAG Reweight\n 3\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 4\t# Created: 2026-04-10\n 5\t# Updated: 2026-04-11 — 100% verified against live source\n 6\t# Owner: FLINT (agents READ ONLY)\n 7\t\n 8\t---\n 9\t\n 10\t## PART 1: COMPLETE SOURCE INVENTORY (VERIFIED)\n 11\t\n 12\t### 42 .rs source files in S","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999752782922014} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 140\t///\n 141\t/// Queries brain for context relevant to the current tool call.\n 142\t/// Bypass tools skip entirely (zero overhead for status/meta calls).\n 143\t/// FLINT does NOT gate — gate gates. FLINT observes and enriches.\n 144\tpub fn flint_intercept(tool: &str, args: &Value) -> FlintContext {\n 145\t let timestamp = chrono::Utc::now().to_rfc3339();\n 146\t\n 147\t // Bypass: zero-overhead too","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999749648011576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:1h→12h, promoted:12h→48h","outcome":" crate::brain_local::brain_search(&query, \"default\", 3)\n } else {\n String::new()\n };\n\n // Build Anchor context for code write tools (TR-B/TR-E)\n // When AI writes/edits source files, FLINT pre-loads module context from brain.\n // spf_source collection contains all src/*.rs indexed at boot.\n let anchor_hits = if matches!(tool, \"Write\" | \"Edit\" | \"spf_write\" | \"spf_edit\") {\n if let Some(ref fp) = target_file {\n build_anchor_context(fp)\n } el","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999749648011576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 311\t if let Some(ctx_val) = build_context_injection(&ctx.brain_hits) {\n 312\t obj.insert(\"_flint_context\".to_string(), ctx_val);\n 313\t }\n 314\t }\n 315\t\n 316\t output\n 317\t}\n 318\t\n 319\t/// Build a search query from tool name and arguments for brain context lookup.\n 320\tfn build_intercept_query(tool: &str, args: &Value) -> String {\n 321\t // Extract the most rel","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999749648011576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs- \"spf_rag_smart_search\" | \"spf_rag_auto_fetch_gaps\" |\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs- \"spf_config_paths\" | \"spf_config_stats\" |\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs- \"spf_projects_list\" | \"spf_projects_get\" | \"spf_projects_set\" |\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs- \"spf_projects_delete\" | \"spf_projects_stats\" |\n/data/data/com.termux/files/ho","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999749648011576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 571\t // FL-6: FP-locked signals\n 572\t if let Ok(Some(fp_signals)) = db.get_state_typed::>(\"training:fp_locked\") {\n 573\t let count = fp_signals.len();\n 574\t collector.restore_fp_locked(fp_signals);\n 575\t eprintln!(\"[FLINT-MR] Restored {} FP-locked signals\", count);\n 576\t }\n 577\t }\n 578\t\n 579\t l","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999749646322505} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 681\t \"Write\",\n 682\t &args,\n 683\t );\n 684\t\n 685\t if resp.status != \"ok\" {\n 686\t eprintln!(\"[FLINT-MR] metrics write: {}\", resp.result);\n 687\t }\n 688\t}\n 689\t\n 690\t// ============================================================================\n 691\t// DURING — Gate Signal Routing\n 692\t//\n 693\t// FLINT decides: what gets stored, which collection, what relevanc","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999749646322505} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1065 lines)\n 61\t/// Minimum relevance score to store a signal. Filters routine low-value calls.\n 62\tconst MIN_RELEVANCE: f64 = 0.1;\n 63\t\n 64\t/// Top N% of Working memories promoted to next tier each cycle.\n 65\tconst PROMOTE_TOP_PERCENT: f64 = 0.20;\n 66\t\n 67\t/// If more than this fraction of memories are active, promote all of them.\n 68\tconst PROMOTE_ALL_THRESHOLD: f64 = 0.50;\n 69\t\n 70\t// ======","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999746594176405} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h","outcome":" tool_def(\n \"spf_agent_memory_search\",\n \"Search agent memories by content.\",\n json!({\n \"query\": {\"type\": \"string\", \"description\": \"Search query\"},\n \"limit\": {\"type\": \"integer\", \"description\": \"Max results (default: 10)\"}\n }),\n vec![\"query\"],\n ),\n tool_def(\n \"spf_agent_memory_by_tag\",\n \"Get agent memories by tag.\",\n json!({\n \"tag\": {\"type\": \"str","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999746594176405} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-}\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-/// Build a structured prompt with conversation context and optional brain knowledge.\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-///\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-/// Format:\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-/// [brain knowledge] \n/d","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999746594176405} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs: \"spf_agent_stats\" | \"spf_agent_memory_search\" | \"spf_agent_memory_by_tag\" |\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_agent_memory_search\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_agent_memory_by_tag\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"agent_stats\" => \"spf_agent_stats\", \"agent_memory_search\" => \"spf_agent_memory_search\",\n/data/data/co","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999746594176405} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- obj.insert(\"text\".to_string(), Value::String(compressed));\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- }\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- // Inject brain context if available and meaningful\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if let Some(ctx_val) = build_context_injection(&ctx.brain_hits) {\n/data/data/com.termux","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999746594176405} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 211\t \"context\"\n 212\t}\n 213\t\n 214\t/// Consolidate duplicate memories: count occurrences → scale weight\n 215\t/// Returns deduped entries plus consolidated data\n 216\tfn consolidate_duplicates(mems: &[MemoryEntry]) -> Vec<(&MemoryEntry, u64, f64)> {\n 217\t // Group by content hash\n 218\t let mut groups: BTreeMap> = BTreeMap::new();\n 219\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999743509938007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.58, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 251\t Err(anyhow::anyhow!(\n 252\t \"LMDB5.DB not found. Run from SPFsmartGATE/ directory.\"\n 253\t ))\n 254\t}\n 255\t\n 256\t// ============================================================================\n 257\t// MAIN\n 258\t// ============================================================================\n 259\t\n 260\tfn main() -> Result<()> {\n 261\t let lmdb_path","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999743509938007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (553 lines)\n 166\t MemoryType::Working => 0, // expired TTL — goes to archive\n 167\t }\n 168\t}\n 169\t\n 170\t/// Value score for ranking memories (not training weight)\n 171\tfn score_memory(mem: &MemoryEntry) -> f64 {\n 172\t let now = SystemTime::now().duration_since(UNIX_EPOCH).unwrap().as_secs() as f64 + 1.0;\n 173\t let recency = (mem.last_accessed as f64 / now) * 0.3;\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999743509938007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_recall, source:flint_dispatch, relevance:0.76, promoted:1h→12h, promoted:12h→48h","outcome":"Recall 'what types of memories are stored example memory entry' (20 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8c019920f109236f.txt ══\n- create_memory: generates mem__ ID, sets TTL by type (Working=24h, Pinned=never, others=7d)\n- recall(id): fetch + update last_accessed/access_count in write txn\n- search_memories(query, limit): substring match, sorted by relevance * recency\n- get_by_tag/get_by_type: indexed lookups\n- get_session_chain: walk parent_ses","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599974045610284} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (145 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599973418459289} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.78, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/prune_memories.rs (406 lines)\n 1\t// BLOCK 0 — Memory Extraction & Pruning Utility\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// Compiles and runs against LIVE LMDB5 to extract, prune, and output\n 5\t// training data. Handles bincode-serialized MemoryEntry properly.\n 6\t//\n 7\t// Usage: cargo run --bin prune_memories\n 8\t//\n 9\t// Output: LIVE/TMP/stoneshell-brain","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599973418290382} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h","outcome":"| M3 | **138K memories with no weight metadata** | `MemoryEntry` has `relevance` and `access_count` but no `success_count`, `failure_count`, or `weight` fields. | Can't boost by outcome quality |\n| M4 | **Batch indexing unverified for scale** | `brain_index_path()` handles directories but no evidence of chunking for 100+ file batches or dedup logic for overlapping indexes. | Slow or duplicate-heavy for large dumps |\n\n### ENHANCEMENT (optimization opportunities)\n| # | Issue | Root Cause | Impact ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59997310311027} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:1h→12h, promoted:12h→48h","outcome":"\n---\n\n## PART 7: WORK BLOCKS (COMPLETE — v4.0 Updated 2026-04-11)\n\n### BLOCK 0 — Prune Memories ~420 lines, 5 subtasks\n**Purpose:** Turn 138,241 raw memories into ~15-20K high-signal training examples. Aggressive pruning — keep edges, discard noise. Self-pruning protocol developed later.\n\n| Sub | Lines Est | What | Result |\n|---|---|---|---|\n| 01 | ~80 | Expire TTL cleanup | Remove expired Working memories (1h TTL). Culls bulk of 138K stale entries. |\n| 02 | ~60 | Remove low-relevance noise | Dr","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599972788774692} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs (1302 lines)\n 1\t// SPF Smart Gateway - Gate Training Bridge (Block J + Block EE)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Captures every gate decision as a training signal for the transformer.\n 5\t// Implements DispatchListener — registers via ServerState.listeners.\n 6\t// ZERO modifications to gate.rs, dispatch.rs, or any existing file.\n 7\t//\n 8\t// Features:\n 9\t/","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599972788774692} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:1h→12h, promoted:12h→48h","outcome":" /// Tier 3: Deliberate harm to people or systems\n Destruction { severity: f32 },\n /// Tier 4: Corruption of institutions and trust\n SystemicEvil { severity: f32 },\n}\n\nimpl EvilIndicator {\n /// Extract severity from any variant\n pub fn severity(&self) -> f32 {\n match self {\n Self::Deception { severity } => *severity,\n Self::Exploitation { severity } => *severity,\n Self::Destruction { severity } => *severity,\n Self::SystemicEvil","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599972788774692} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.69, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude/projects\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude/projects/-data-data-com-termux-files-home\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude/projects/-data-data-com-termux-files-home/a8cf407b-500d-40e8-aee5-004ceea3ec9f\n/d","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999724563660846} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:1h→12h, promoted:12h→48h","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs- .map(|p| p.to_string_lossy().to_string());\n/data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs- // Check all known .mcp.json locations\n/data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs- let mcp_json_paths = [\n/data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs- home.join(\".mcp.json\"), // Home-level (gl","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599972140003625} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.74, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (748 lines)\n 392\t\n 393\t### BLOCK A — Agent State → Training Data Pipeline\n 394\t**Purpose:** Extract, sync, weight, format 138K memories + tlogs into FLINT training dataset.\n 395\t**Key change:** Training FLINT internally — NOT Gemma 4. Labels provide categories (-, +). Weights provide intensity.\n 396\t\n 397\t| Sub | Lines Est | Input | Output |\n 398\t|---|---|---|---|\n 399\t| A1 | ~30 ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999718305663446} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (748 lines)\n 591\t| 2.0 | User override | User corrected us. 2x — learn faster. |\n 592\t| 4.0 | False positive / evil>0.4 | Security failure or suspicious. 4x — learn FAST. |\n 593\t| 8.0 | Evil>0.7 | Confirmed threat. 8x — learn INSTANTLY. |\n 594\t\n 595\t### Loss Function Change: BCE → MSE\n 596\t**Why BCE is wrong now:** BCE requires labels clipped to [0,1]. Our labels span [-3, +2]. BCE fo","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999718305663446} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.79, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (670 lines)\n 391\t## PART 7: WORK BLOCKS (COMPLETE)\n 392\t\n 393\t### BLOCK A — Agent State → Training Data Pipeline\n 394\t**Purpose:** Extract, sync, weight, format 138K memories + tlogs into Gemma 4 QLoRA JSONL.\n 395\t\n 396\t| Sub | Lines Est | Input | Output |\n 397\t|---|---|---|---|\n 398\t| A1 | ~30 | — | Create `WORK/training_data/{raw,synced,weighted,final}` folders |\n 399\t| A2 | ~","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5999715172442075} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:1h→12h, promoted:12h→48h","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/DEEP_DIVE_FLINT.md (541 lines)\n 1\t# DEEP_DIVE_FLINT.md — SPF Smart Gateway Architecture Deep Dive\n 2\t# FLINT Optimization + Training Data Pipeline + RAG Reweight\n 3\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 4\t# Created: 2026-04-10\n 5\t# Updated: 2026-04-11 — 100% verified against live source\n 6\t# Owner: FLINT (agents READ ONLY)\n 7\t\n 8\t---\n 9\t\n 10\t## PART 1: COMPLETE ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599971122002266} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Edit,Write] | ts=2026-04-04T09:59:18.065917474+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59986020275647} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Read] | ts=2026-04-04T09:58:55.129256598+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599860202587563} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Dual-mode role — parsed from mesh.json \"role\" field.\n/// Shared between config.rs (MeshConfig), identity.rs (PeerInfo), and mesh.rs (PeerChannel).\n#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Hash)]\npub enum AgentRole {\n /// Human-facing director — manages thinkers and workers\n #[serde(rename = \"orchestrator\")]\n Orchestrator,\n /// Co-problem-solver — shares live context with other thinkers\n #[serde(rename = \"thinker\")]\n Thinker,\n /// Pure executor — receives ta","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599860202418656} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/http.json (10 lines)\n 1\t{\n 2\t \"api_key\": \"cbca173d626dabefdf7a822a3e36d130ff019ac183c201ad\",\n 3\t \"auth_mode\": \"both\",\n 4\t \"bind\": \"0.0.0.0\",\n 5\t \"port\": 3988,\n 6\t \"tls_cert\": \"tls/cert.pem\",\n 7\t \"tls_enabled\": true,\n 8\t \"tls_key\": \"tls/key.pem\",\n 9\t \"transport\": \"both\"\n 10\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599860202249749} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Read,Grep] | ts=2026-04-04T09:45:22.204565293+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998601865414157} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-04T09:36:03.193795506+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998601846834406} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-04T09:39:40.556743392+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998601846834406} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/CONFIG_TRUST_FILES.md (40 lines)\n 1\t# CONTROLLER1.KEYS\n 2\t# controller1 (this machine)\n 3\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\n 4\t\n 5\t---\n 6\t\n 7\t# WORKER.KEYS\n 8\t# ba2ad5c3 - worker\n 9\tba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c\n 10\t\n 11\t---\n 12\t\n 13\t# WORKER.JSON\n 14\t{\n 15\t \"key\": \"ba2ad5c3119ce182c34856833dd6c466c9e70","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998601843456273} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-04T09:18:12.696223467+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859511420886} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"// SPF Smart Gateway - Configuration\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n//\n// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n// BLOCK SEC-2: Added .qwen/, .xlaude/ agent config dirs + LIVE/CONFIG/ directory protection\n\nuse serde::{Deserialize, Serialize, Deserializer};\nuse std::path:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595112519793} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-04-04T09:17:23.720264163+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595109141656} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n let peer_key = args[\"peer_key\"].as_str().unwrap_or(\"\");\n let tool_name = args[\"tool\"].as_str().unwrap_or(\"\");\n let tool_args = args.get(\"arguments\").cloned().unwrap_or(json!({}));\n\n if peer_key.is_empty() || tool_name.is_empty() {\n json!({\"type\": \"text\", \"text\": \"ERROR: peer_key and tool are required\"})\n } else {\n let cfg_dir = crate::paths::spf_root().join(\"LIVE/CONFIG\");\n let trusted = crate::","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595109141656} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-04-04T09:17:05.463836826+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595105763522} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:09:16.836793723+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595090561905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:08:53.637147586+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859508718377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/orchestrator.rs:// SPF Smart Gateway - Orchestrator State\n/data/data/com.termux/files/home/SPFsmartGATE/src/orchestrator.rs-// Copyright 2026 Joseph Stone - All Rights Reserved\n/data/data/com.termux/files/home/SPFsmartGATE/src/orchestrator.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/orchestrator.rs:// P3: Project management, worker tracking, task assignment for mesh orchestrator nodes.\n/data/data/com.termux/files/home/SPFsmartGATE/src","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595085494705} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:08:20.650561974+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595082116567} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:07:47.760512976+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859507873843} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:07:38.416636+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859507873843} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:05:23.377449594+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595070293087} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Read] | ts=2026-04-04T09:05:00.237573509+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595066914953} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-04T09:05:17.485298294+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595066914953} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Glob,Read,Read] | ts=2026-04-04T09:04:43.176967421+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595065225887} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T09:04:34.431176539+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859506184775} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:58:37.906561467+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859503988986} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-04T08:58:30.242456314+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595038200794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-04T08:58:16.981565850+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595036511727} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Write] | ts=2026-04-04T08:58:08.346414239+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595036511727} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"ba2ad5c3\",\n 9\t \"port\": 4988,\n 10\t \"role\": \"worker\",\n 11\t \"team\": \"alpha\"\n 12\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595036511727} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/groups/controller1.json (6 lines)\n 1\t{\n 2\t \"key\": \"3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\",\n 3\t \"addr\": [\"127.0.0.1:4987\"],\n 4\t \"name\": \"controller1\",\n 5\t \"role\": \"controller\"\n 6\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859503482266} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Write,Write] | ts=2026-04-04T08:53:22.245061171+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595022999185} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-04T08:52:49.897817069+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595019621047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Write,spf_tmp_active] | ts=2026-04-04T08:52:36.514256553+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595017931976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/CONFIG_TRUST_FILES.md (2 lines)\n 1\t# controller1 (this machine)\n 2\t3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595017931976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,spf_tmp_active,Write] | ts=2026-04-04T08:51:18.241587208+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998595012864776} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_tmp_active,Write,Write] | ts=2026-04-04T08:38:06.862020218+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998594955436456} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_tmp_active, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_tmp_active source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-04T08:37:12.056186697+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859495374739} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-04T08:35:14.093103565+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998594945302047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Write,Glob,Read] | ts=2026-04-04T08:13:01.303477477+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859494361298} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Write,Write,Glob] | ts=2026-04-04T08:27:01.537744899+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599859494361298} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:11:16.860385642+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588640010736} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:08:13.245928941+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588631565394} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:08:01.428237331+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588631565394} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:08:06.807230923+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588631565394} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:07:20.128457190+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588629876327} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-04T08:04:18.110399968+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588629876327} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json (12 lines)\n 1\t{\n 2\t \"role\": \"netadmin\",\n 3\t \"pool_size\": 8,\n 4\t \"peers\": [\n 5\t {\n 6\t \"name\": \"ba2ad5c3\",\n 7\t \"key_hex\": 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ts=2026-04-04T07:34:59.554955018+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588553868265} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":"BLOCKED: glob pattern contains disallowed characters (whitelist: alphanumeric . / - _ * ? [ ] + @ , : ~ #)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588553868265} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-04-04T07:34:48.739396689+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588552179194} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Grep,Glob] | ts=2026-04-04T07:30:28.160984861+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588543733856} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-04-04T07:30:16.286777157+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588542044785} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-04-04T07:29:36.248903058+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858854035572} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Grep] | ts=2026-04-04T07:29:08.640181402+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588538666647} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":" std::fs::rename(&pub_path, config_dir.join(format!(\"identity.pub.prior.{}\", ts))).ok();\n }\n if seal_path.exists() {\n std::fs::rename(&seal_path, config_dir.join(format!(\"identity.seal.prior.{}\", ts))).ok();\n }\n // I-3 FIX: Remove TLS certs so they regenerate with new identity\n let tls_cert = config_dir.join(\"tls/cert.pem\");\n let tls_key = config_dir.join(\"tls/key.pem\");\n if tls_cert.exists() {\n std::fs::remove_file(&tls_cert).ok();\n eprintln!(\"[S","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588538666647} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-04-04T07:26:10.042936470+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858852853224} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_mesh_call] | ts=2026-04-04T07:25:14.156997689+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588525154105} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_mesh_call,spf_mesh_call] | ts=2026-04-04T07:25:04.150841912+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858852346504} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":" peer_key: peer_key.to_string(),\n addrs,\n tool: tool_name.to_string(),\n args: tool_args,\n reply: reply_tx,\n };\n if mesh_tx.send(request).is_ok() {\n match reply_rx.recv_timeout(std::time::Duration::from_secs(30)) {\n Ok(Ok(result)) => {\n let text = result.get(\"result\"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858852346504} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call,spf_mesh_call,spf_mesh_call] | ts=2026-04-04T07:23:00.837189719+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59985885200869} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs: \"spf_api_session\"\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_api_session\" => {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: StreamType::ApiSession => {\n/data/data/co","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59985885200869} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[spf_mesh_call,spf_mesh_call,spf_api_session] | ts=2026-04-04T07:21:21.181252622+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858851839783} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_mesh_call,spf_api_session,spf_api_session] | ts=2026-04-04T07:21:06.114810909+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588516708763} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_status] | ts=2026-04-04T07:19:27.038100947+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858850995249} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_status,Read] | ts=2026-04-04T07:19:11.896033921+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588508263425} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,Read,Read] | ts=2026-04-04T07:19:02.429459290+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588506574354} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read] | ts=2026-04-04T07:17:44.311781559+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858850319622} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-04T07:16:44.449333040+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858850319622} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-04T07:15:44.683794052+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588499818083} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_tmp_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_tmp_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_rag_status,spf_mesh_status,spf_pool_status] | ts=2026-04-04T06:51:55.794997680+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858844914604} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_tmp_stats,spf_rag_status,spf_mesh_status] | ts=2026-04-04T06:52:03.869471114+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858844914604} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_rag_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_rag_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_pool_status,spf_transformer_status] | ts=2026-04-04T06:51:44.629912423+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858844914604} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_brain_status,spf_config_stats] | ts=2026-04-04T06:50:59.431232857+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858844745697} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_status,spf_config_stats,spf_agent_stats] | ts=2026-04-04T06:50:55.067497078+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858844745697} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_pool_status,spf_transformer_status,spf_brain_status] | ts=2026-04-04T06:51:39.649894300+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858844745697} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_config_stats,spf_agent_stats,spf_session] | ts=2026-04-04T06:50:51.290424475+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588444078834} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_session,spf_status] | ts=2026-04-04T06:50:38.479150417+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588444078834} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_config_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_config_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_stats,spf_session,spf_status] | ts=2026-04-04T06:50:42.199381249+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588444078834} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-04T06:50:29.419008390+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588442389767} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-04-04T06:50:33.804969586+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588442389767} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-04T06:24:03.449437692+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858837651611} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-04T06:23:04.489231830+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858837313797} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_session_info, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_session_info source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_brain_search,Bash] | ts=2026-04-04T06:11:28.026790012+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588342734745} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_search,Bash,Glob] | ts=2026-04-04T05:58:38.093653899+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858831064245} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'SPF_ROOT envvar environment variable pattern' — 5 result(s):\n\nScore: 0.502 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/99a9ee14367a7156.txt\nSPF paths.rs — Path Resolution (90 lines)\nSingle source of truth for SPF path resolution. OnceLock cached — zero overhead on repeated calls.\n\nFUNCTIONS:\n- spf_root() -> &'static Path: Resolution order: (1) SPF_ROOT env var, (2) walk up from binary via Cargo.toml, (3) HOME/SPFsmartGATE, (4) panic\n- actual_home() -> &'static P","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588308953385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Glob,spf_brain_search] | ts=2026-04-04T05:58:08.383993234+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588308953385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'SPF config architecture envvar settings LMDB config_db' — 5 result(s):\n\nScore: 0.740 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/5c86aa84268640c0.txt\nSPF config_db.rs — Configuration LMDB (797 lines)\nLMDB-backed config storage. DB: LIVE/CONFIG/CONFIG.DB. 10MB max.\n\nDB TABLES:\n- config: \"namespace:key\" → JSON string\n- paths: \"allowed:path\" or \"blocked:path\" → bool\n- patterns: pattern_string → severity (u8, 1-10)\n- commands: \"user_fs:cmd\" or \"sandbox:cmd\" → Comman","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858830726432} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_api_session] | ts=2026-04-04T05:57:01.504954717+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588305575248} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,spf_api_session,spf_mesh_peers] | ts=2026-04-04T05:54:33.485616493+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588300508043} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'pipeline configuration max_concurrent timeout settings struct' — 5 result(s):\n\nScore: 0.562 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/a3138410bc46ead7.txt\nSPF pipeline.rs — Pipeline orchestration for streaming task execution. 893 lines. BLOCK N.\n\nTYPES:\nPipelineTask: { task_id, stream_id, tool, args: Value, chain_next: Option>, priority: u8, timeout_ms, pipe_field: Option }\nPipelineResult: { task_id, stream_id, status: PipelineStatus,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588298818976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_config_paths] | ts=2026-04-04T05:54:04.575523900+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588298818976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'pipeline config envvar environment variable settings' — 5 result(s):\n\nScore: 0.365 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/a3138410bc46ead7.txt\nSPF pipeline.rs — Pipeline orchestration for streaming task execution. 893 lines. BLOCK N.\n\nTYPES:\nPipelineTask: { task_id, stream_id, tool, args: Value, chain_next: Option>, priority: u8, timeout_ms, pipe_field: Option }\nPipelineResult: { task_id, stream_id, status: PipelineStatus, result: ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588298818976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_config_paths,spf_brain_search] | ts=2026-04-04T05:53:04.981167828+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599858829544084} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_config_paths,spf_brain_search,spf_transformer_status] | ts=2026-04-04T05:48:51.291475529+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59985882920627} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_transformer_status,spf_pool_status] | ts=2026-04-04T05:48:08.465461640+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998588288684568} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_pool_status,spf_rag_status] | ts=2026-04-04T05:46:42.039559225+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59985882869955} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'API session pipeline duplex agent configuration' — 5 result(s):\n\nScore: 0.487 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/4836dd920b3d052f.txt\nconfig, config_db, session (Mutex), storage, tmp_db, agent_db, fs_db, pub_key_hex, trusted_keys (HashSet), auth_mode, nonce_cache (Mutex>), listeners, mesh_tx (mpsc channel), peers (HashMap), transformer (Arc>), transformer_config, pipeline (Arc Option {\n match s.to_lowercase().as_str() {\n \"orchestrator\" | \"coordinator\" | \"agent\" | \"director\" => Some(AgentRole::Orchestrator),\n \"thinker\" | \"problem-solver\" => Some(AgentRole::Thinker),\n \"worker\" | \"executor\" => Some(AgentRole::Worker),\n _ => None,\n }\n}\n\n--\n if outbound_role == AgentRole::Orchestrator {\n if let Some(ref orch_arc) = *outbound_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502712048013} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":" AgentRole::Worker => orch.assign_worker(pk, \"boot\"),\n AgentRole::Thinker => orch.assign_thinker(pk, \"boot\"),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599850271035894} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:31:48.137019764+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502698535466} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n attempts += 1;\n }\n Ok(None)\n}\n\n/// Parse a role string into AgentRole with fallback.\nfn parse_agent_role(s: &str) -> Option {\n match s.to_lowercase().as_str() {\n \"orchestrator\" | \"coordinator\" | \"agent\" | \"director\" => Some(AgentRole::Orchestrator),\n \"thinker\" | \"problem-solver\" => Some(AgentRole::Thinker),\n \"worker\" | \"executor\" => Some(AgentRole::Worker),\n _ => None,\n }\n}\n\n// ==================================================","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502695157333} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:30:07.124489959+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502666443173} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:29:54.443825485+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502663065035} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\n#[derive(Clone)]\npub struct MeshRequest {\n pub peer_key: String,\n pub addrs: Vec,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502659686897} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:29:31.982980077+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599850264786342} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:29:21.057028258+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599850264448529} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:29:07.739642378+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599850264110715} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-03T05:21:55.926739678+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502500914498} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n framing::Protocol::Framed(stream_type) => {\n // === FRAMED MODE (new persistent streams) ===\n // First byte was stream type. Read rest of first frame header.\n let mut header_rest = [0u8; 4]; // 4 bytes length\n if recv.read_exact(&mut header_rest).await.is_err() {\n continue;\n }\n let first_len = u32::from_be_bytes(header_rest);\n if first_len > framing::MAX_FRAME_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599850249922543} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T05:21:23.421964846+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502485712884} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T05:20:42.423381841+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502482334747} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T05:20:13.890775237+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502468822204} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:19:22.076417288+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502465444067} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:18:26.217231685+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599850246037686} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:17:45.496088992+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502456998724} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":" if text.contains(\"stream_close\") {\n // Acknowledge and close\n let ack = Frame::control(framing::control::STREAM_CLOSE);\n send.write_all(&ack.to_bytes()).await.ok();\n return;\n }\n }\n }\n\n // Route and respond\n let response = stream_router(&fram","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502453620587} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/dispatch.rs (506 lines)\n 106\t if let Err(e) = std::panic::catch_unwind(std::panic::AssertUnwindSafe(|| {\n 107\t listener.on_request(&request);\n 108\t })) {\n 109\t eprintln!(\"[SPF-DISPATCH] Listener panic on_request for {}: {:?}\", tool, e);\n 110\t }\n 111\t }\n 112\t\n 113\t // ── FL-1C: FLINT pre-execution intercept ─────────────────────────────────\n 114\t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599850245193152} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5214 lines)\n 4061\t } else { \"mesh unavailable\" }\n 4062\t } else { \"mesh not configured\" };\n 4063\t json!({\"type\": \"text\", \"text\": format!(\n 4064\t \"Calling {} ({})... {}. Use action=end to hang up.\",\n 4065\t peer_name, &peer_key[..8.min(peer_key.len())], signal\n 4066\t )})\n 406","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502448553387} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:17:15.993512232+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502429973636} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-03T05:16:56.027127500+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59985024265955} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-03T05:16:38.315962559+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599850240970482} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-03T05:16:16.016125172+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502406326685} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:15:15.336231185+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502392814133} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:14:28.600665473+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502389436} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:13:08.903563264+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502386057867} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":" lines.join(\"\\n\"),\n orch_text\n )})\n }\n\n \"spf_mesh_peers\" => {\n session.record_action(\"mesh\", \"peers\", None);\n let _ = storage.save_session(session);\n\n let cfg_dir = crate::paths::spf_root().join(\"LIVE/CONFIG\");\n let trusted = crate::identity::load_trusted_keys(&cfg_dir.join(\"groups\"));\n let mut lines = Vec::new();\n for key in &trusted {\n let short = &key[..16.mi","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998502384368796} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"calculate\" => \"spf_calculate\", \"status\" => \"spf_status\", \"session\" => \"spf_session\",\n \"brain_search\" => \"spf_brain_search\", \"brain_store\" => \"spf_brain_store\",\n \"brain_context\" => \"spf_brain_context\", \"brain_index\" => \"spf_brain_index\",\n \"brain_list\" => \"spf_brain_list\", \"brain_status\" => \"spf_brain_status\",\n \"brain_recall\" => \"spf_brain_recall\", \"brain_list_docs\" => \"spf_brain_list_docs\",\n \"brain_get_doc\" => \"spf_brain_get_doc\",\n \"web_search\" =","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599850238267973} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:06:53.949359032+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422422194687} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:05:34.995409687+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422412060282} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:03:49.340841915+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842241037121} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"web_select\" => \"spf_web_select\", \"web_eval\" => \"spf_web_eval\",\n \"web_screenshot\" => \"spf_web_screenshot\", \"web_design\" => \"spf_web_design\",\n \"web_page\" => \"spf_web_page\",\n\n \"mesh_status\" => \"spf_mesh_status\", \"mesh_peers\" => \"spf_mesh_peers\",\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"transformer_status\" => \"spf_transformer_status\",\n \"transformer_infer\" => \"spf_transformer_infer\",\n \"transformer_chat\" => \"spf_tr","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842241037121} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"./CONFIG/identity.pub:e956f52236a37fda116461743e8ca5bd9ed282210f831bc38ca25c889f69eb57\n./QWEN.md:# QWEN SPF GATEWAY — COMPLETE OPERATIONS GUIDE\n./QWEN.md:# Version: 3.1 | Updated: 2026-03-17\n./QWEN.md:# Copyright: Joseph Stone 2026 — All Rights Reserved\n./QWEN.md:\n./QWEN.md:---\n./QWEN.md:\n./QWEN.md:## CRITICAL: READ THIS FIRST\n./QWEN.md:\n./QWEN.md:You are Qwen, an AI agent operating inside the **SPF Gateway (v3.0.0)** — a Rust-based\n./QWEN.md:security middleware that controls ALL your file, shel","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422405304007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T05:03:11.039102659+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422401925874} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:49:56.653391191+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422337741283} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-03T04:49:35.051956043+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842233605221} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-03T04:49:10.010297355+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422334363145} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// Request sent from sync MCP world to async mesh world.\n#[derive(Clone)]\npub struct MeshRequest {\n pub peer_key: String,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422334363145} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:48:50.076615383+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842233098501} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:48:31.758793255+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842232929594} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" ).unwrap_or_default();\n let hs = framing::control::build_handshake(\n &our_cfg.role.to_string(),\n &our_cfg.name,\n env!(\"CARGO_PKG_VERSION\"),\n );\n let resp = Frame::control(&hs);\n if send.write_all(&resp.to_bytes()).await.is_err() {\n return;\n }\n handshake_done = true;\n }\n }\n }\n\n // Process first","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422325917803} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-03T04:48:01.836742745+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422325917803} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-03T04:48:16.573736594+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422325917803} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":" handshake_done = true;\n handshake_done = true;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422324228736} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T04:46:11.494405652+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422315783394} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T04:46:38.165945694+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422315783394} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1165 lines)\n 888\t return;\n 889\t }\n 890\t handshake_done = true;\n 891\t continue;\n 892\t }\n 893\t if text.contains(\"stream_close\") {\n 894\t // Acknowledge and close\n 895\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422314094327} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:45:57.604612584+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842231240526} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:45:29.917706189+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422310716194} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1165 lines)\n 880\t ).unwrap_or_default();\n 881\t let hs = framing::control::build_handshake(\n 882\t &our_cfg.role.to_string(),\n 883\t &our_cfg.name,\n 884\t env!(\"CARGO_PKG_VERSION\"),\n 885\t );\n 886\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422310716194} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-03T04:45:15.463045153+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422307338056} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-03T04:44:51.475251151+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422305648985} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" peer_key: &str,\n) {\n // ── P2: Handshake exchange ──\n // If first frame is a Control handshake, respond with our handshake\n // and log the peer's role. Then continue normal routing.\n let mut handshake_done = false;\n if first_frame.stream_type == StreamType::Control {\n if let Ok(text) = first_frame.payload_str() {\n if let Some(their_role) = framing::control::parse_role(text) {\n let their_name = framing::control::parse_name(text).unwrap_or_else(|","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422305648985} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-03T04:43:17.227591448+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422295514576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-03T04:42:58.135930257+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842229382551} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Read] | ts=2026-04-03T04:41:43.363416744+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422292136443} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-03T04:42:05.257651944+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422292136443} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1165 lines)\n 881\t let hs = framing::control::build_handshake(\n 882\t &our_cfg.role.to_string(),\n 883\t &our_cfg.name,\n 884\t env!(\"CARGO_PKG_VERSION\"),\n 885\t );\n 886\t let resp = Frame::control(&hs);","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422292136443} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1165 lines)\n 821\t env!(\"CARGO_PKG_VERSION\"),\n 822\t );\n 823\t let resp = Frame::control(&hs);\n 824\t if send.write_all(&resp.to_bytes()).await.is_err() {\n 825\t return;\n 826\t }\n 827\t handshake_done = true;\n 828\t }\n 829\t }\n 830\t }\n 831\t\n 832\t // Pro","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422290447376} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T04:40:35.955297030+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842228706924} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T04:40:18.977062661+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422285380167} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // Try persistent channel first\n let result = if mgr.has_channel(&request.peer_key) {\n let ch_active = mgr.peer_role(&request.peer_key).is_some();\n if ch_active {\n // Use persistent channel\n let req = request.clone();\n rt_handle.block_on(async {\n handle_framed_outbound(&mut mgr, &req).await\n })\n } else {\n // Cha","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59984222836911} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T04:39:39.131862364+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422280312967} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 884\t let resp = Frame::control(&hs);\n 885\t if send.write_all(&resp.to_bytes()).await.is_err() {\n 886\t return;\n 887\t }\n 888\t handshake_done = true;\n 889\t continue;\n 890\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842227693483} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T04:39:25.230768203+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842227524576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:39:04.799682950+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842227524576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 521\t let boot_mgr = rt_handle.block_on(async {\n 522\t let mut m = mgr;\n 523\t for (pk, addrs) in &peer_addrs_for_boot {\n 524\t // For non-orchestrator modes, only boot-connect to peers known as orchestrators\n 525\t // For orchestrator, connect to all (classify by handshake response later)\n 526\t if outbound_ro","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842227355669} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 515\t let peer_addrs_for_boot: Vec<(String, Vec)> = outbound_peers\n 516\t .iter()\n 517\t .filter(|(k, _)| outbound_trusted.contains(k.as_str()))\n 518\t .map(|(k, v)| (k.clone(), v.addr.clone()))\n 519\t .collect();\n 520\t\n 521\t let boot_mgr = rt_handle.block_on(async {\n 522\t let mut m = mgr;\n 523\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842227355669} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:38:42.583779209+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842226848949} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" // ── P4: Bootstrap persistent channels to trusted peers ──\n // Orchestrator connects to all. Worker/thinker connects to orchestrator first.\n let ep = outbound_ep.clone();\n let peer_addrs_for_boot: Vec<(String, Vec)> = outbound_peers\n .iter()\n--\n\n while let Ok(request) = mesh_rx.recv() {\n let ep = outbound_ep.clone();\n let a = outbound_alpn.clone();\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842226680042} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:38:08.938105263+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422261733216} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:34:27.769553993+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59984222414644} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:33:35.141111722+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842223977533} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:33:19.909190425+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842223977533} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:32:50.724012103+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422238086265} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:32:33.981122474+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422236397194} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":" addrs: &[String],\n _our_role: AgentRole,\n handshake_frame: &Frame,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422234708127} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub fn disconnect(&mut self, peer_key: &str) {\n if let Some(_ch) = self.channels.remove(peer_key) {\n eprintln!(\"[SPF-MESH] Channel closed for {}\", &peer_key[..16]);","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422234708127} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:30:58.800489333+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422234708127} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" // P5: Include tracked peers with roles\n let peers_info = tracked_peers.lock().unwrap();\n let peer_count = peers_info.len();\n let lines: Vec = if peers_info.is_empty() {\n vec![\" (no tracked peers)\".to_string()]\n--\n status, mesh_cfg.role, mesh_cfg.team,\n mesh_cfg.discovery, &pub_key_hex[..16],\n peer_count,\n lines.join(\"\\n\"),\n orch_text","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422233019056} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" peer_key.to_string(),\n crate::http::MeshPeerStatus {\n role: parse_agent_role(&their_role).unwrap_or(AgentRole::Orchestrator),\n name: their_name,\n last_seen: Instant::now(),\n--\n peer_key.to_string(),\n crate::http::MeshPeerStatus {\n role: parse_agent_role(&their_role).unwrap_or(AgentR","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422233019056} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\n#[derive(Clone)]\npub struct MeshRequest {\n pub peer_key: String,\n pub addrs: Vec,\n pub tool: String,\n pub args: Value,\n--\n\n/// Create the sync channel for mesh request bridging.\n/// Returns (sender for ServerState, receiver for mesh thread).\npub fn create_mesh_channel() -> (\n std::sync::mpsc::Sender,\n std::sync::mpsc::Re","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842223132999} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:30:46.988498453+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422227951856} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:30:33.670458301+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422226262785} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:30:12.447929455+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422226262785} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:29:18.535709268+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422219506514} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:29:31.064936971+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422219506514} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-03T04:29:05.279739637+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422217817447} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-03T04:28:27.096188766+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842221443931} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T04:19:20.883396839+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842217727981} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T04:20:10.924136664+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842217727981} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T04:19:39.545372249+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842217727981} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T04:18:29.516250453+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842217559074} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-03T04:19:06.977258876+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842217559074} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 209\t peer_key: &str,\n 210\t addrs: &[String],\n 211\t _our_role: AgentRole,\n 212\t handshake_frame: &Frame,\n 213\t ) -> Result<(), String> {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422173901674} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-03T04:17:54.012904633+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422173901674} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 567\t drop(boot_hs); // consumed\n 568\t\n 569\t while let Ok(request) = mesh_rx.recv() {\n 570\t let ep = outbound_ep.clone();\n 571\t let a = outbound_alpn.clone();\n 572\t\n 573\t // Try persistent channel first\n 574\t let result = if mgr.has_channel(&request.peer_key) {\n 575\t let ch_active = mgr.peer_role(&req","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422173901674} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 806\t peer_key.to_string(),\n 807\t crate::http::MeshPeerStatus {\n 808\t role: parse_agent_role(&their_role).unwrap_or(AgentRole::Orchestrator),\n 809\t name: their_name,\n 810\t last_seen: Instant::now(),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422172212603} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":" let mut handshake_done = false;\n handshake_done = true;\n if !handshake_done {\n handshake_done = true;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422172212603} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-03T04:17:20.906647770+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842216883447} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-03T04:17:05.628430589+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422167145403} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-03T04:16:43.031984191+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422167145403} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 566\t\n 567\t drop(boot_hs); // consumed\n 568\t\n 569\t while let Ok(request) = mesh_rx.recv() {\n 570\t let ep = outbound_ep.clone();\n 571\t let a = outbound_alpn.clone();\n 572\t\n 573\t // Try persistent channel first\n 574\t let result = if mgr.has_channel(&request.peer_key) {\n 575\t let ch_active = mgr.peer_r","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422167145403} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 576\t if ch_active {\n 577\t // Use persistent channel\n 578\t let req = request.clone();\n 579\t rt_handle.block_on(async {\n 580\t handle_framed_outbound(&mut mgr, &req).await\n 581\t })\n 582\t } else {\n 583\t // Channel dropped, reconnect","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422165456336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T04:16:09.102309308+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422162078194} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-03T04:16:23.366824772+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422162078194} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 509\t }\n 510\t }\n 511\t\n 512\t // ── P4: Bootstrap persistent channels to trusted peers ──\n 513\t // Orchestrator connects to all. Worker/thinker connects to orchestrator first.\n 514\t let ep = outbound_ep.clone();\n 515\t let peer_addrs_for_boot: Vec<(String, Vec)> = outbound_peers\n 516\t .iter()\n 517\t .f","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422160389127} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T04:13:14.533149271+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842214856565} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Write] | ts=2026-04-03T04:12:57.497199173+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842214518752} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 254\t }\n 255\t\n 256\t /// Close and remove a peer channel.\n 257\t pub fn disconnect(&mut self, peer_key: &str) {\n 258\t if let Some(ch) = self.channels.remove(peer_key) {\n 259\t eprintln!(\"[SPF-MESH] Channel closed for {}\", &peer_key[..16]);\n 260\t }\n 261\t }\n 262\t\n 263\t /// Send a frame to a peer via its persistent channel.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842214518752} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-03T04:11:19.402602804+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842214012031} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1163 lines)\n 206\t /// Connect to a peer — opens persistent duplex bi-stream, exchanges handshake.\n 207\t pub async fn connect(\n 208\t &mut self,\n 209\t peer_key: &str,\n 210\t addrs: &[String],\n 211\t our_role: AgentRole,\n 212\t handshake_frame: &Frame,\n 213\t ) -> Result<(), String> {\n 214\t self.disconnect(peer_key);\n 215\t\n 216\t l","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422138431243} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-03T04:10:56.777133177+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998422136742176} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" alpn,\n peer_addrs: HashMap::new(),\n }\n }\n\n /// Register peer addresses for reconnect.\n pub fn register_peer_addrs(&mut self, peer_key: &str, addrs: Vec) {\n self.peer_addrs.insert(peer_key.to_string(), addrs);\n }\n\n /// Connect to a peer — opens persistent duplex bi-stream, exchanges handshake.\n pub async fn connect(\n &mut self,\n peer_key: &str,\n addrs: &[String],\n our_role: AgentRole,\n handshake_fram","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842213505311} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T04:10:28.402389542+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842213505311} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T04:10:24.243213242+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599842213505311} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-04-03T04:05:36.416532310+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415866921296} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" // Use persistent channel\n let req = request.clone();\n rt_handle.block_on(async {\n handle_framed_outbound(&mut mgr, &req).await\n })\n } else {\n // Channel dropped, reconnect\n mgr.disconnect(&request.peer_key);\n let req = request.clone();\n rt_handle.block_on(async {\n call_peer(&ep, &req.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841586354316} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-03T03:50:03.327169176+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59984157976695} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-03T03:46:49.840603729+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841578753509} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:46:28.950605092+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415785846025} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T03:45:00.016018667+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415784156954} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n // ================================================================\n // MESH TOOLS — Agent mesh status, peers, and cross-agent calls\n // ================================================================\n\n \"spf_mesh_status\" => {\n session.record_action(\"mesh\", \"status\", None);\n let _ = storage.save_session(session);\n\n let mesh_json = crate::paths::spf_root().join(\"LIVE/CONFIG/mesh.json\");\n let mesh_cfg = crate::conf","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415782467887} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-04-03T03:44:44.154058361+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415782467887} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n json!({\"type\": \"text\", \"text\": format!(\n \"Mesh: {} | Role: {} | Team: {} | Discovery: {} | Identity: {}\\nTracked peers ({}):{}\\n{}\",\n status, mesh_cfg.role, mesh_cfg.team,\n mesh_cfg.discovery, &pub_key_hex[..16],\n crate::http::tracked_peer_count(),\n lines.join(\"\\n\"),\n orch_text\n )})\n }\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415779089754} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-03T03:44:06.432923115+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415779089754} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-03T03:43:20.506079278+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415775711616} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:43:00.412456942+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415774022545} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" match tokio::time::timeout(\n std::time::Duration::from_secs(5),\n recv.read(&mut chunk),\n ).await {\n Ok(Ok(Some(n))) => buf.extend_from_slice(&chunk[..n]),\n Ok(Ok(None)) => return Ok(None), // Stream closed\n Ok(Err(e)) => return Err(format!(\"Read error: {}\", e)),\n Err(_) => break, // Timeout\n }\n attempts += 1;\n }\n Ok(None)\n}\n\n/// Parse a role string into AgentRole with fallback.\nfn parse_agent_r","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841577064441} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:42:13.459222168+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841577064441} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T03:41:31.048601716+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841576726628} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Handle a persistent framed stream. Routes frames by StreamType.\n/// Stream stays open until peer closes or error occurs.\nasync fn handle_framed_stream(\n mut send: iroh::endpoint::SendStream,\n mut recv: iroh::endpoint::RecvStream,\n first_frame: Frame,\n state: &Arc,\n peer_key: &str,\n) {\n // ── P2: Handshake exchange ──\n // If first frame is a Control handshake, respond with our handshake\n // and log the peer's role. Then continue normal routing.\n let mut","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415765577207} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-03T03:41:07.319381620+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841576388814} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Connect to a peer — opens persistent duplex bi-stream, exchanges handshake.\n pub async fn connect(\n &mut self,\n peer_key: &str,\n addrs: &[String],\n our_role: AgentRole,\n handshake_frame: &Frame,\n ) -> Result<(), String> {\n self.disconnect(peer_key);\n\n let (mut send_iroh, mut recv_iroh, conn_iroh) =\n call_peer_stream(&self.endpoint, peer_key, addrs, &self.alpn).await?;\n\n // Send our handshake\n send_iroh\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841576219907} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-03T03:40:31.008410384+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415758820936} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:40:08.290956955+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415758820936} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" preferred\n}\n\n// ============================================================================\n// SYNC/ASYNC BRIDGE — channel for outbound mesh calls\n// ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\npub struct MeshRequest {\n pub peer_key: String,\n pub addrs: Vec,\n pub tool: String,\n pub args: Value,\n pub reply: std::sync::mpsc::Sender>,\n}\n\n/// Create the sync c","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415750375594} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T03:38:39.355160687+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415750375594} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-04-03T03:30:35.832077278+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415719972368} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-03T03:30:06.702571977+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59984157182833} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-03T03:29:31.824550167+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59984157182833} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:28:07.448485147+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415714905163} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T03:28:38.625867896+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415714905163} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (1162 lines)\n 89\t// ============================================================================\n 90\t// SYNC/ASYNC BRIDGE — channel for outbound mesh calls\n 91\t// ============================================================================\n 92\t\n 93\t/// Request sent from sync MCP world to async mesh world.\n 94\tpub struct MeshRequest {\n 95\t pub peer_key: String,\n 96\t pub addrs: Vec,\n 97\t pub","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415711527025} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:27:49.205774373+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415711527025} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:27:15.776679646+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415711527025} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":" session.record_action(\"fs_rename\", \"rename\", Some(old_path));\n let _ = storage.save_session(session);\n\n // Device-backed directory rename (handle before route_to_lmdb)\n let is_device_rename = old_path.starts_with(\"/tmp/\") || old_path.starts_with(\"/projects/\");\n if is_device_rename {\n // Path traversal protection\n if old_path.contains(\"..\") || new_path.contains(\"..\") {\n return json!({\"type\": \"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841570814889} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:26:43.071058096+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415706459825} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:26:19.409186907+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415704770754} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:24:35.110993197+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415698014483} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:11:44.695851218+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841566592219} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T03:08:55.201700605+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841565578778} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-03T03:08:39.066488737+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841565578778} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" format!(\"\\nOrchestrator: {}\", orch.summary())\n }\n None => String::new(),\n };\n drop(orch_info);\n\n json!({\"type\": \"text\", \"text\": format!(\n \"Mesh: {} | Role: {} | Team: {} | Discovery: {} | Identity: {}\\nTracked peers ({}):{}\\n{}\",\n status, mesh_cfg.role, mesh_cfg.team,\n mesh_cfg.discovery, &pub_key_hex[..16],\n crate::http::tracked_peer_count(),\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841565409871} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-03T03:08:13.458352184+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415652409643} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Write] | ts=2026-04-03T03:07:56.793132034+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599841565072057} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" eprintln!(\n \"[SPF-MESH] WARNING: No UDP port available in {}..={}, falling back to {}\",\n preferred, range_end, preferred\n );\n preferred\n}\n\n// ============================================================================\n// SYNC/ASYNC BRIDGE — channel for outbound mesh calls\n// ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\npub struct MeshRequest {\n pub peer_key: String,\n pub addr","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415649031505} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-03T03:03:44.703929578+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415635518963} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n// SYNC/ASYNC BRIDGE — channel for outbound mesh calls\n// ============================================================================\n\n/// Request sent from sync MCP world to async mesh world.\npub struct MeshRequest {\n pub peer_key: String,\n pub addrs: Vec,\n pub tool: String,\n pub args: Value,\n pub reply: std::sync::mpsc::Sender>,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415633829897} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Bash] | ts=2026-04-03T03:02:51.579172828+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998415633829897} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Bash,Bash] | ts=2026-04-03T01:48:44.396239288+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840890627155} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-04-03T01:45:05.661084528+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401509842233} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Bash,Read] | ts=2026-04-03T01:43:35.971401958+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840150308596} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"Files /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs and /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs differ\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840150308596} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,Grep] | ts=2026-04-03T01:42:32.550466097+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401496329686} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T01:42:21.724514486+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840149464062} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:31:38.486829888+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401454102984} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:31:16.963124532+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401454102984} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:30:13.570359295+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401452413917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:30:39.964788192+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401452413917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-03T01:30:25.846074916+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401452413917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub enum AgentRole {\nimpl<'de> Deserialize<'de> for AgentRole {\n \"orchestrator\" | \"coordinator\" | \"agent\" | \"director\" => Ok(AgentRole::Orchestrator),\n \"thinker\" | \"problem-solver\" => Ok(AgentRole::Thinker),\n \"worker\" | \"executor\" => Ok(AgentRole::Worker),\n _ => Ok(AgentRole::Orchestrator), // Unknown role defaults to Orchestrator\nimpl std::fmt::Display for AgentRole {\n AgentRole::Orchestrator => write!(f, \"orchestrator\"),\n AgentR","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840145072485} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct MeshConfig {\n /// Enable mesh networking\n pub enabled: bool,\n /// Agent's role in the team (e.g., \"coordinator\", \"code-reviewer\", \"security\")\n pub role: String,\n /// Team name this agent belongs to\n pub team: String,\n /// Agent display name (human-readable)\n pub name: String,\n /// Capabilities this agent exposes to mesh peers\n--\n/// Human-editable. One file per node. No recompile needed after changes.\n#[derive(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840145072485} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":" peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n browser: &std::sync::Mutex","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840144903578} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-03T01:29:47.529271076+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840144734671} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" let result = handle_tool_call(\n tool_name, &tool_args, flint_source, &flint_decision, config, session, storage,\n config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, pool_state, pipeline,\n browser, ws_browser_channels, http_port,\n tracked_peers, orchestrator_state,\n );\n\n // Extract result and tag with [FLINT] p","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840144565764} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-03T01:29:23.060073481+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840144565764} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-03T01:28:58.482276459+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840144227951} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-03T01:24:16.507435786+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401418632553} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-03T01:23:21.223557734+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401415254415} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5213 lines)\n 4891\t // ================================================================\n 4892\t // SHARED STATE — used by both stdio and HTTP transports\n 4893\t // ================================================================\n 4894\t let (listeners, collector_arc) = build_listeners(&config, &transformer_config);\n 4895\t\n 4896\t // Wire collector into TransformerState so handle_train() ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840141187628} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-03T01:11:24.268258580+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840137978399} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T01:02:40.833189509+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59984013578261} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (435 lines)\n 1\t// SPF Smart Gateway - Cryptographic Identity\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Ed25519 key pair management for SPF mesh authentication.\n 5\t// Each SPF instance generates a unique identity on first run.\n 6\t// Public keys are shared between peers via group files.\n 7\t//\n 8\t// Key storage:\n 9\t// LIVE/CONFIG/identity.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840135444796} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T00:51:05.292019202+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401334179144} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n// ============================================================================\n// P2: HANDSHAKE HELPERS — read/write role exchange on persistent streams\n// ============================================================================\n\n/// Read a handshake frame from a RecvStream. Returns the peer's role, or None\n/// if the stream closes before we get a valid handshake.\nasync fn read_handshake_from_stream(\n recv: &mut iroh::endpoint::RecvStream,\n) -> Result, String> {\n le","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840133080101} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T00:47:06.385252470+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840133080101} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-03T00:46:03.360602546+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401327422878} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Edit] | ts=2026-04-03T00:45:19.484176677+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401325733806} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Read] | ts=2026-04-03T00:45:46.547470729+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998401325733806} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Edit,Grep] | ts=2026-04-03T00:44:54.554369656+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840132404474} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-04-03T00:42:37.973643510+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840132404474} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (541 lines)\n 1\t// SPF Smart Gateway - Message Framing Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Length-prefixed message framing for persistent bidirectional streams.\n 5\t// Replaces one-shot read_to_end/finish pattern in mesh transport.\n 6\t// Supports 9 stream types: TOOL_RPC, CHAT, VOICE, PIPELINE, BRAIN_SYNC, API_SESSION, etc.\n 7\t//\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840132404474} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5213 lines)\n 3651\t tool: \"spf_voice_mode\".to_string(),\n 3652\t args: json!({\"action\": \"voice_end\", \"peer_key\": pub_key_hex}),\n 3653\t reply: reply_tx,\n 3654\t });\n 3655\t }\n 3656\t let secs = cs.elapsed_secs();\n 36","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840132235567} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/orchestrator.rs (225 lines)\n 1\t// SPF Smart Gateway - Orchestrator State\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P3: Project management, worker tracking, task assignment for mesh orchestrator nodes.\n 5\t// Additive only — does not break existing dispatch, mesh, or worker paths.\n 6\t//\n 7\t// Depends on: config.rs (AgentRole)\n 8\t\n 9\tuse crate::config::","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599840132235567} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-03T00:41:50.898762173+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998395042400384} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Read] | ts=2026-04-03T00:41:18.565249530+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998395039022246} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, pool_state, pipeline,\n browser, ws_browser_channels, http_port,\n );\n\n // Extract result and tag with [FLINT] prefix for identification","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998395037333175} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-03T00:38:48.556122972+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998395027198766} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" model_id: \"flint\".to_string(),\n };\n let flint_decision = crate::gate::process(tool_name, &flint_gate_params, config, session, &flint_source);\n if !flint_decision.allowed {\n return json!({\n \"type\": \"text\",\n \"text\": format!(\"[FLINT] BLOCKED: {}\", flint_decision.message),\n \"_blocked\": true\n });\n }\n let result = handle_tool_call(\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998395023820633} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T00:38:31.189305427+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998395023820633} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T00:36:11.648754438+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599839501537529} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5212 lines)\n 3856\t let channel = teams.entry(team_id.clone())\n 3857\t .or_insert_with(|| crate::voice::TeamChannel::new(&team_id, &team_id));\n 3858\t channel.join(&peer_key, &display_name);\n 3859\t channel.summary_line()\n 3860\t };\n 3861\t eprintln!(\"[SPF-VOICE] Team {}:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998395013686224} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T00:35:24.608534925+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998395011997157} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-03T00:35:02.152562798+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599839500861902} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-03T00:24:35.436470485+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394974837655} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-03T00:01:50.532103402+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599839497145952} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:59:44.710069908+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599839496977045} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5212 lines)\n 1\t// SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolPar","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394968081384} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CLAUDE.md (605 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-02-25\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaiting","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394966392313} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:56:27.881762118+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394956257904} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:56:14.998832592+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599839495287977} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":" http::{HeaderMap, HeaderName, Method, StatusCode, header},\n response::{IntoResponse, Response},\n body::Body,\n Json,\n};\nuse tower::ServiceBuilder;\nuse tower_http::{\n trace::TraceLayer,\n limit::RequestBodyLimitLayer,\n catch_panic::CatchPanicLayer,\n sensitive_headers::SetSensitiveRequestHeadersLayer,\n compression::CompressionLayer,\n};\n\nconst PROTOCOL_VERSION: &str = \"2024-11-05\";\nconst TIMESTAMP_WINDOW_SECS: u64 = 30;\nconst NONCE_EXPIRY_SECS: u64 = 60;\n\n/// Shared server","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599839495287977} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":" transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n browser: &std::sync::Mutex,\n ws_browser_channels: &std::sync::Mutex>,\n http_port: u16,\n tracked_peers: &std::sync::Mutex(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394922476544} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":" return match std::fs::rename(&old_device, &new_device) {\n Ok(()) => json!({\"type\": \"text\", \"text\": format!(\"Renamed: {} -> {}\", old_path, new_path)}),\n Err(e) => json!({\"type\": \"text\", \"text\": format!(\"rename failed: {}\", e)}),\n };\n }\n if let Some(result) = route_to_lmdb(old_path, \"rename\", None, config_db, tmp_db, agent_db) {\n return result;\n }\n json!({\"type\": \"text\", ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394920787478} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/lib.rs (41 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394920787478} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-02T23:44:02.002015736+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599839491740934} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:44:28.578704997+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599839491740934} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-02T23:43:46.839348190+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394912342135} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-02T23:43:29.914503874+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394912342135} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:42:11.436614633+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599839490727493} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:41:57.497381617+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998394905585864} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:34:02.896046017+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388677991686} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:33:39.627461599+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388677991686} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:33:04.659646091+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838867630262} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:33:26.176077177+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838867630262} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Glob] | ts=2026-04-02T23:32:30.122212302+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388674613553} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-04-02T23:32:50.640877034+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388674613553} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Glob,Bash] | ts=2026-04-02T23:31:49.846950755+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838867292448} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n /// Peer requesting stream type upgrade/change\n pub const STREAM_UPGRADE: &str = r#\"{\"type\":\"stream_upgrade\"}\"#;\n\n /// Initial role/team/version exchange on persistent stream connect.\n pub const HANDSHAKE: &str = r#\"{\"type\":\"handshake\"}\"#;\n\n /// Build a handshake frame JSON string from role/team/name/version.\n pub fn build_handshake(role: &str, name: &str, version: &str) -> String {\n format!(r#\"{{\"type\":\"handshake\",\"role\":\"{}\",\"name\":\"{}\",\"version\":\"{}\"}}\"#, role, name","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838867123541} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Bash,Glob] | ts=2026-04-02T23:31:23.752648213+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388667857277} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-02T23:30:46.504427342+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838866616821} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Glob,Glob] | ts=2026-04-02T23:31:15.628646497+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838866616821} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"total 63892\ndrwx------. 2 u0_a163 u0_a163 3452 Apr 2 13:23 .\ndrwx------. 10 u0_a163 u0_a163 4096 Apr 2 14:50 ..\n-rw-------. 1 u0_a163 u0_a163 9170782 Mar 18 20:24 SPF-SRC-18mar0824PM.zip\n-rw-------. 1 u0_a163 u0_a163 4585342 Mar 18 00:22 SPF-SRC-18mar1222AMzip.zip\n-rw-------. 1 u0_a163 u0_a163 16057668 Mar 20 18:53 SPF-SRC20mar0653PM-backup.zip\n-rw-------. 1 u0_a163 u0_a163 1715046 Mar 17 11:23 SPF-SRC2nd-17mar1123AM-backup.zip\n-rw-------. 1 u0_a163 u0_a163 32115360 Mar 31 12:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388664479144} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"total 1160\ndrwx------. 10 u0_a163 u0_a163 4096 Apr 2 14:50 .\ndrwx------. 12 u0_a163 u0_a163 3452 Mar 31 17:45 ..\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 4 10:19 .cargo\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 7 00:52 .claude\n-rw-------. 1 u0_a163 u0_a163 15196 Mar 21 13:51 .claude.json\n-rw-------. 1 u0_a163 u0_a163 300 Mar 12 19:45 .mcp.json\n-rw-------. 1 u0_a163 u0_a163 21404 Mar 30 19:40 30marAUDIT.md\n-rw-------. 1 u0_a163 u0_a163 17136 Mar 16 01:33 AGENT_CLI_MEMORY_INTEGRA","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388662790073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-02T23:12:03.758771265+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983886188743} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-02T23:11:28.077628310+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388617185233} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-02T23:11:01.539689518+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388615496166} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-04-02T23:10:48.750670929+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838861211803} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-04-02T23:09:29.388588199+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388607050824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-04-02T23:09:18.553475391+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388607050824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Glob,Grep] | ts=2026-04-02T23:05:43.074485160+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838859860548} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n// MESH CONFIGURATION — Agent identity, role, team, discovery\n// ============================================================================\n\n/// Mesh transport configuration — loaded from LIVE/CONFIG/mesh.json\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct MeshConfig {\n /// Enable mesh networking\n pub enabled: bool,\n /// Agent's role in the team (e.g., \"coordinator\", \"code-reviewer\", \"security\"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838859860548} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-04-02T23:05:08.328995174+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838859522735} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"// SPF Smart Gateway - Configuration\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n//\n// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n// BLOCK SEC-2: Added .qwen/, .xlaude/ agent config dirs + LIVE/CONFIG/ directory protection\n\nuse serde::{Deserialize, Serialize};\nuse std::path::Path;\n--\n// M","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838859522735} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:04:37.050857894+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838859353828} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:02:34.053918930+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838859184921} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:03:32.171677658+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838859184921} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:02:18.869935863+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838859184921} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:01:50.644146447+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388588471073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T23:01:27.333386352+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388588471073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T22:55:17.092812850+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388571580393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T22:54:43.644242655+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388569891326} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: \"spf_pool_status\", \"spf_mesh_status\", \"spf_mesh_peers\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: \"spf_mesh_call\" | \"spf_mesh_status\" | \"spf_mesh_peers\"\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_mesh_status\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"mesh_status\" => \"spf_mesh_status\", \"mesh_peers\" => \"spf_mesh_peers\",\n/data/data/com.termux/","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388568202255} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read] | ts=2026-04-02T22:51:41.770936995+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388554689713} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" ),\n // ====== MESH TOOLS ======\n tool_def(\n \"spf_mesh_status\",\n \"Get mesh network status, role, team, and identity\",\n json!({}),\n vec![],\n--\n \"web_screenshot\" => \"spf_web_screenshot\", \"web_design\" => \"spf_web_design\",\n \"web_page\" => \"spf_web_page\",\n\n \"mesh_status\" => \"spf_mesh_status\", \"mesh_peers\" => \"spf_mesh_peers\",\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"transfo","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388554689713} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/RESUME_CHECKPOINT.md (45 lines)\n 1\t# RESUME CHECKPOINT — 2026-04-02 14:37 UTC\n 2\t# Duplex Streams + Dual-Mode Mesh Build\n 3\t# IN PROGRESS: P5-3 (spf_mesh_status + spf_project tools)\n 4\t\n 5\t## COMPLETED BLOCKS:\n 6\t1. Fix 1: AgentRole moved to config.rs, typed MeshConfig.role + PeerInfo.role ✓\n 7\t2. Fix 2: Handshake protocol (framing.rs constants + helpers) ✓\n 8\t3. Fix 3: Wire handshak","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838852935369} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-02T22:44:12.100638525+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838852935369} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T22:39:39.802254515+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388517530215} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Grep] | ts=2026-04-02T22:23:43.688120660+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388461790967} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep] | ts=2026-04-02T22:20:29.019121829+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838844827842} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T22:18:19.275612972+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838843814401} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5210 lines)\n 191\t \"mode\": {\"type\": \"string\", \"description\": \"Output mode: 'full' (default) or 'summary' (counts only, ~200 tokens)\", \"default\": \"full\"},\n 192\t \"limit\": {\"type\": \"integer\", \"description\": \"Max manifest/complexity entries to return (default: all)\", \"default\": 0}\n 193\t }),\n 194\t vec![],\n 195\t ),\n 196\t\n 197\t // =","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388426320536} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5210 lines)\n 139\t/// Send JSON-RPC error response\n 140\tfn send_error(id: &Value, code: i64, message: &str) {\n 141\t let response = json!({\n 142\t \"jsonrpc\": \"2.0\",\n 143\t \"id\": id,\n 144\t \"error\": { \"code\": code, \"message\": message },\n 145\t });\n 146\t let msg = serde_json::to_string(&response).unwrap();\n 147\t let stdout = io::stdout();\n 148\t let mut out","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983884229424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-02T22:13:53.003407240+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983884229424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T22:12:29.333371126+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983884178752} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-02T22:05:47.775601123+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388400984513} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Write] | ts=2026-04-02T22:05:06.254585566+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388400984513} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5210 lines)\n 106\t }\n 107\t }\n 108\t n if n.contains(\"brain\") || n.contains(\"rag\") => {\n 109\t let query = args.get(\"query\")\n 110\t .or_else(|| args.get(\"text\"))\n 111\t .or_else(|| args.get(\"path\"))\n 112\t .and_then(|v| v.as_str())\n 113\t .unwrap_or(\"?\");\n 114\t let truncated = utf8_safe::","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838839760638} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-02T22:04:28.852843393+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599838839760638} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T21:59:45.574928032+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388382404762} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-02T22:00:04.635517504+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998388382404762} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-02T21:55:54.748435255+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837830542433} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T21:55:18.739420998+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378303735263} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-02T21:54:12.806642117+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378300357126} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (786 lines)\n 118\t /// P5: Orchestrator state — Some only on orchestrator nodes\n 119\t pub orchestrator_state: Mutex>>>,\n 120\t}\n 121\t\n 122\t/// Application state for Axum handlers — wraps ServerState + API key.\n 123\t/// Clone is required by Axum's State extractor.\n 124\t#[derive(Clone)]\n 125\tstruct AppState {\n 126\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837829866806} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-02T21:53:39.671452651+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837829866806} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Write] | ts=2026-04-02T21:53:14.312640369+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837829866806} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Read] | ts=2026-04-02T21:52:50.219390118+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837829697899} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-02T21:52:22.363905024+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837829528992} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"Get the most recent session info.\",\n json!({}),\n vec![],\n ),\n tool_def(\n \"spf_agent_context\",\n \"Get context summary for session continuity.\",\n json!({}),\n vec![],\n ),\n // ====== MESH TOOLS ======\n tool_def(\n \"spf_mesh_status\",\n \"Get mesh network status, role, team, and identity\",\n json!({}),\n vec![],\n ),\n tool_def(\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378293600855} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T21:50:06.436716795+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837828853365} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5180 lines)\n 4301\t }\n 4302\t json!({\"type\": \"text\", \"text\": format!(\n 4303\t \"Added {} to team [{}]. Invite signal sent. {}\",\n 4304\t &peer_key[..8.min(peer_key.len())], team_id, summary\n 4305\t )})\n 4306\t }\n 4307\t \"list\" => {\n 4308\t let teams = crat","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837828008831} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T21:46:15.879742299+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837828008831} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T21:48:09.613145016+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837828008831} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5180 lines)\n 2206\t }\n 2207\t\n 2208\t\n 2209\t\n 2210\t\n 2211\t\n 2212\t\n 2213\t\n 2214\t\n 2215\t\n 2216\t // ====== spf_notebook_edit ======\n 2217\t \"spf_notebook_edit\" => {\n 2218\t let notebook_path = args[\"notebook_path\"].as_str().unwrap_or(\"\");\n 2219\t let new_source = args[\"new_source\"].as_str().unwrap_or(\"\");\n 2220\t let cell_number = args[\"cell_num","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837827839924} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-02T21:45:55.433610328+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378275021103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T21:45:22.204727528+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378275021103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":" ),\n tool_def(\n \"spf_agent_session_info\",\n \"Get the most recent session info.\",\n json!({}),\n vec![],\n ),\n tool_def(\n \"spf_agent_context\",\n \"Get context summary for session continuity.\",\n json!({}),\n vec![],\n ),\n // ====== MESH TOOLS ======\n tool_def(\n \"spf_mesh_status\",\n \"Get mesh network status, role, team, and identity\",\n json","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837827164297} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T21:42:47.023233681+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378264886695} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T21:42:27.951214469+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837826319763} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T21:42:13.304231454+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837826319763} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (508 lines)\n 316\t/// Well-known control message types (sent as JSON in Control frames)\n 317\tpub mod control {\n 318\t /// Heartbeat — sent periodically to keep stream alive\n 319\t pub const HEARTBEAT: &str = r#\"{\"type\":\"heartbeat\"}\"#;\n 320\t\n 321\t /// Status request\n 322\t pub const STATUS_REQUEST: &str = r#\"{\"type\":\"status_request\"}\"#;\n 323\t\n 324\t /// Peer closing stream ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837826150856} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (508 lines)\n 341\t let start = payload.find(r#\"\"role\":\"#)?;\n 342\t let role_start = start + 8;\n 343\t payload[role_start..].find('\"').map(|end| payload[role_start..role_start + end].to_string())\n 344\t } else {\n 345\t None\n 346\t }\n 347\t }\n 348\t\n 349\t /// Parse name from a handshake frame payload.\n 350\t pub fn parse_name","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837826150856} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:41:58.523920158+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837826150856} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T21:39:57.994032808+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837825306322} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T21:39:17.899158500+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837824968508} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1082 lines)\n 431\t return;\n 432\t }\n 433\t }\n 434\t }\n 435\t }\n 436\t } else {\n 437\t let builder = build_mesh_builder(&signing_key, &config, &alpn);\n 438\t match builder.bind().await {\n 439\t Ok(ep) => ep,\n 440\t Err(e) => {\n 441\t eprintln!(\"[SPF-MESH] Failed to ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837824968508} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T21:38:58.803042101+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378246306943} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1082 lines)\n 446\t\n 447\t // Wait until endpoint has relay/public connectivity before accepting\n 448\t endpoint.online().await;\n 449\t\n 450\t // Source of truth — query what iroh actually bound\n 451\t let bound = endpoint.bound_sockets();\n 452\t let endpoint_id = endpoint.id();\n 453\t let port_info = if bound.is_empty() {\n 454\t \"no sockets\".to_string()\n 455\t } el","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378244617877} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:38:29.533021019+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837824292881} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T21:37:45.015151609+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378239550672} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:38:08.169827433+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378239550672} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4871\t log(\"Collector wired to TransformerState (Serve mode)\");\n 4872\t }\n 4873\t }\n 4874\t\n 4875\t // ================================================================\n 4876\t // NETWORK POOL — load config, init PoolState if NetAdmin\n 4877\t // ================================================================\n 4878\t let network_config = crate::config::Networ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378237861606} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4901\t pub_key_hex,\n 4902\t trusted_keys,\n 4903\t auth_mode: http_config.auth_mode.clone(),\n 4904\t nonce_cache: Mutex::new(std::collections::HashMap::new()),\n 4905\t listeners,\n 4906\t mesh_tx,\n 4907\t peers,\n 4908\t transformer,\n 4909\t transformer_config,\n 4910\t pipeline: std::sync::Arc::new(std::sync::Mutex::new(crat","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378237861606} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4851\t let (mesh_tx, mut mesh_rx) = if mesh_config.enabled {\n 4852\t let (tx, rx) = crate::mesh::create_mesh_channel();\n 4853\t (Some(tx), Some(rx))\n 4854\t } else {\n 4855\t (None, None)\n 4856\t };\n 4857\t\n 4858\t // ================================================================\n 4859\t // SHARED STATE — used by both stdio and HTTP transports\n 4860\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837823448347} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T21:37:21.009391045+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837823448347} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T21:32:26.800743918+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378219281855} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 3921\t Some(Err(crate::voice::VoiceError::NotAvailable(_))) => {\n 3922\t json!({\"type\": \"text\", \"text\": \"STT not available. Rebuild with --features voice-stt to enable Whisper transcription.\"})\n 3923\t }\n 3924\t Some(Err(e)) => json!({\"type\": \"text\", \"text\": format!(\"Transcription error: {}\", e)}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837821759279} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T21:27:45.241195327+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378199013037} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T21:27:19.055431275+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837819732397} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T21:26:01.573608908+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983781905677} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:22:17.980223577+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378175366086} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:20:35.382552835+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837817029888} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4976\t\n 4977\t std::thread::spawn(move || {\n 4978\t let rt = tokio::runtime::Builder::new_multi_thread()\n 4979\t .enable_all()\n 4980\t .build()\n 4981\t .expect(\"Failed to create shared tokio runtime\");\n 4982\t\n 4983\t rt.block_on(async {\n 4984\t //","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378168609815} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T21:19:48.032456603+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378166920744} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Write] | ts=2026-04-02T21:19:31.979283224+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378166920744} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4961\t };\n 4962\t let scheme = if tls.is_some() { \"HTTPS\" } else { \"HTTP\" };\n 4963\t let http_state = Arc::clone(&state);\n 4964\t let http_port = http_config.port;\n 4965\t let http_bind = http_config.bind.clone();\n 4966\t let http_api_key = http_config.api_key.clone();\n 4967\t\n 4968\t // ===========================","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378165231677} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 4941\t let cn = format!(\"spf-{}\", &state.pub_key_hex[..16]);\n 4942\t let san_names = vec![\"localhost\".to_string(), cn.clone()];\n 4943\t let ck = rcgen::generate_simple_self_signed(san_names)\n 4944\t .expect(\"Failed to generate TLS certificate\");\n 4945\t if let Some(parent) = cert_path.parent()","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378163542606} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 3851\t json!({\"type\": \"text\", \"text\": format!(\n 3852\t \"Peer {} left team [{}]. {}\", &peer_key[..8.min(peer_key.len())], team_id, summary\n 3853\t )})\n 3854\t }\n 3855\t \"team_invite\" => {\n 3856\t // We have been invited to a team channel — create/update local channel entry\n 3857\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837815171913} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Read] | ts=2026-04-02T21:16:01.214074658+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837815171913} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 3171\t Ok(Ok(result)) => {\n 3172\t { let mut pl = pipeline.lock().unwrap(); pl.record_session_request(sid); }\n 3173\t let text = result.get(\"result\")\n 3174\t .and_then(|r| r.get(\"content\"))\n 3175\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837814327379} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-04-02T21:12:01.298611628+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837814327379} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:49:51.791669352+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378111181495} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:52:06.253131488+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998378111181495} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:49:15.118764470+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837810949243} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" network_config: worker_network_config,\n pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n orchestrator_state: std::sync::Mutex::new(None),\n });\n\n // Spawn FLINT Memory Router — AFTER ServerState (needs Arc","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837810949243} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 2931\t }\n 2932\t\n 2933\t \"spf_fs_rm\" => {\n 2934\t let path = args[\"path\"].as_str().unwrap_or(\"\");\n 2935\t\n 2936\t let gate_params = ToolParams { file_path: Some(path.to_string()), ..Default::default() };\n 2937\t let decision = gate::process(\"spf_fs_rm\", &gate_params, config, session, &source);\n 2938\t if !decision.allowed {\n 2939\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837810949243} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:34:20.115457363+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371429227993} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:33:58.651297997+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371425849855} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T20:33:37.623215505+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837142416079} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-02T20:33:15.307445774+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837142247172} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:32:46.640573649+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371419093584} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 3521\t Ok(frames) => {\n 3522\t let frame_count = frames.len();\n 3523\t let total_bytes: usize = frames.iter().map(|f| f.data.len()).sum();\n 3524\t let codec = frames.first().map(|f| f.codec.as_str()).unwrap_or(\"none\").to_string();\n 3525\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371415715447} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T20:32:15.652989598+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371415715447} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T20:29:38.257500075+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371408959176} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Read] | ts=2026-04-02T20:28:44.067310721+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371405581038} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-02T20:28:19.606176720+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371405581038} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:27:56.612537041+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837140389197} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:27:35.640840382+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837140389197} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" mesh_tx,\n peers,\n transformer: Some(transformer.clone()),\n transformer_config: transformer_config.clone(),\n pipeline: Arc::new(Mutex::new(crate::pipeline::PipelineState::new())),\n signing_key: signing_key.clone(),\n network_config: worker_network_config,\n pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371402202904} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:27:03.154410447+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371402202904} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5179 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice::spf_voice;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371400513838} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:49.796903994+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371400513838} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n orchestrator_state: std::sync::Mutex::new(None),\n });\n\n--\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371400513838} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" pipeline: Arc::new(Mutex::new(crate::pipeline::PipelineState::new())),\n signing_key: signing_key.clone(),\n network_config: worker_network_config,\n pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n orchestrator_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371398824767} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:44.510461131+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837139544663} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:31.932347959+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837139544663} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":" transformer_config: transformer_config.clone(),\n pipeline: Arc::new(Mutex::new(crate::pipeline::PipelineState::new())),\n signing_key: signing_key.clone(),\n network_config: worker_network_config,\n pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371393757562} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:01.391477762+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371393757562} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:26:21.161962859+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371393757562} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n let result = handle_tool_call(\n tool_name, &tool_args, flint_source, &flint_decision, config, session, storage,\n config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, pool_state, pipeline,\n browser, ws_browser_channels, http_port,\n );\n\n // Extract result and tag with [FLINT] prefix for identification\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371392068496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:25:49.255759590+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837138869036} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:25:38.531960427+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837138869036} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:25:28.048910900+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837138700129} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T20:25:17.706287935+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837138700129} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T20:25:05.982580648+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837138531222} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-04-02T20:24:55.799881641+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837138531222} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-02T20:24:39.062095189+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371383623153} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Write] | ts=2026-04-02T20:24:08.987760253+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371381934087} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T20:24:22.611038425+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371381934087} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (784 lines)\n 111\t pub browser: std::sync::Mutex,\n 112\t /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n 113\t pub ws_browser_channels: std::sync::Mutex>,\n 114\t /// HTTP server port — injected into proxied pages as WebSocket target port\n 115\t pub http_port: u16,\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837138024502} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Read] | ts=2026-04-02T20:23:57.442738799+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837138024502} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n });\n\n--\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n tracked_peers: std::sync::Mutex::new(std::collections::HashMap::new()),\n });\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837138024502} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-04-02T20:23:15.513952773+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371376866882} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:23:04.175613559+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837137517781} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:22:40.777558203+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837137179968} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:22:32.458479300+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837137179968} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:22:24.725659720+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837137011061} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" tool_definitions().len()\n}\n\n/// Run in headless worker mode — no stdio MCP loop.\n/// Sets up LMDBs, identity, mesh, HTTP monitoring, then enters worker loop.\npub fn run_worker(\n config: SpfConfig,\n config_db: SpfConfigDb,\n session: Session,\n storage: SpfStorage,\n http_config: crate::config::HttpConfig,\n--\n // Enter worker main loop (blocks forever)\n let mut worker_state = crate::worker::WorkerState::new(worker_config, transformer_config);\n crate::worker::run_worker(&m","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837136842154} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:22:08.551760611+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371365043402} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T20:21:52.337786086+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371363354336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T20:22:00.868670406+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371363354336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Glob] | ts=2026-04-02T20:18:52.698365946+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371349841793} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T20:19:22.193173696+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371349841793} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs-// ============================================================================\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs-/// Run the worker main loop. Polls pipeline for tasks, processes them,\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/s","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371348152722} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Read] | ts=2026-04-02T20:18:36.892759025+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371344774585} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1082 lines)\n 336\t\n 337\t /// Get all active peer keys.\n 338\t pub fn active_peers(&self) -> Vec {\n 339\t self.channels\n 340\t .iter()\n 341\t .filter(|(_, ch)| ch.active)\n 342\t .map(|(k, _)| k.clone())\n 343\t .collect()\n 344\t }\n 345\t\n 346\t /// Get the role of a connected peer.\n 347\t pub fn peer_role(&self, peer_k","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837134308552} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Read] | ts=2026-04-02T20:15:15.590574883+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371329572976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T20:14:39.727787032+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371327883905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T20:13:36.736882994+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371327883905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS_MASTER.md (240 lines)\n 80\t## PHASE 2: Handshake Protocol\n 81\t\n 82\t### P2-1: Control:Handshake frame\n 83\t```json\n 84\t{\"type\":\"handshake\",\"role\":\"orchestrator|worker|thinker\",\n 85\t \"name\":\"alice\",\"version\":\"3.0\"}\n 86\t```\n 87\t\n 88\t### P2-2: Inbound handshake on accept_bi\n 89\tSend our handshake → receive theirs → mark channel with role.\n 90\t\n 91\t### P2-3: Outbound handsha","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371327883905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (784 lines)\n 46\tuse std::sync::{Arc, Mutex};\n 47\tuse std::time::{Duration, Instant};\n 48\t\n 49\t/// P2: Tracked peer in the mesh.\n 50\t#[derive(Debug, Clone)]\n 51\tpub struct MeshPeerStatus {\n 52\t pub role: crate::config::AgentRole,\n 53\t pub name: String,\n 54\t pub last_seen: Instant,\n 55\t}\n 56\tuse axum::{\n 57\t Router,\n 58\t middleware,\n 59\t routing:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837132619484} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T20:13:14.136916076+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983713228167} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Bash] | ts=2026-04-02T20:12:53.708500979+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983713228167} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Edit] | ts=2026-04-02T20:12:37.184866975+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371321127633} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (784 lines)\n 68\t trace::TraceLayer,\n 69\t limit::RequestBodyLimitLayer,\n 70\t catch_panic::CatchPanicLayer,\n 71\t sensitive_headers::SetSensitiveRequestHeadersLayer,\n 72\t compression::CompressionLayer,\n 73\t};\n 74\t\n 75\tconst PROTOCOL_VERSION: &str = \"2024-11-05\";\n 76\tconst TIMESTAMP_WINDOW_SECS: u64 = 30;\n 77\tconst NONCE_EXPIRY_SECS: u64 = 60;\n 78\t\n 79\t/// ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371321127633} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (435 lines)\n 297\t// ============================================================================\n 298\t\n 299\t/// Peer information loaded from groups/*.json files.\n 300\t/// Carries addresses so iroh can connect directly without relay/mDNS/DHT.\n 301\t#[derive(Debug, Clone)]\n 302\tpub struct PeerInfo {\n 303\t pub key: String,\n 304\t pub addr: Vec,\n 305\t pub name: String,\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371319438567} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Edit,Read] | ts=2026-04-02T20:12:23.860032136+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371317749496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T20:11:52.567423034+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837131606043} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-02T20:12:12.927538286+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837131606043} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:12:00.977736364+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837131606043} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T20:11:34.246260020+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837131437136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T20:11:43.481072725+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837131437136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T20:10:48.510068162+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837131268229} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T20:10:58.359600086+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837131268229} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T20:10:32.848286606+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371310993225} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T20:10:20.142778434+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371310993225} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T20:10:08.821997240+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371310993225} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-02T20:09:53.072879694+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837130930416} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (917 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n 5\t//\n 6\t// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n 7\t// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n 8\t// BLOCK SEC-2: Added .qwen/, .xlaude/ ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837130930416} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1083 lines)\n 24\tuse iroh::address_lookup::MdnsAddressLookup;\n 25\tuse serde::{Deserialize, Serialize};\n 26\tuse serde_json::{json, Value};\n 27\tuse std::collections::{HashMap, HashSet};\n 28\tuse std::sync::Arc;\n 29\tuse std::time::{Duration, Instant};\n 30\t\n 31\t/// ALPN bytes for SPF mesh protocol\n 32\tfn spf_alpn(config: &MeshConfig) -> Vec {\n 33\t config.alpn.as_bytes().t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837130761509} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"use serde::{Deserialize, Serialize};\n let rpc_json = serde_json::to_string(&rpc).map_err(|e| format!(\"Serialize error: {}\", e))?;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837130761509} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1083 lines)\n 716\t // If first frame is a Control handshake, respond with our handshake\n 717\t // and log the peer's role. Then continue normal routing.\n 718\t let mut handshake_done = false;\n 719\t if first_frame.stream_type == StreamType::Control {\n 720\t if let Ok(text) = first_frame.payload_str() {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837130592602} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1083 lines)\n 709\t mut send: iroh::endpoint::SendStream,\n 710\t mut recv: iroh::endpoint::RecvStream,\n 711\t first_frame: Frame,\n 712\t state: &Arc,\n 713\t peer_key: &str,\n 714\t) {\n 715\t // ── P2: Handshake exchange ──\n 716\t // If first frame is a Control handshake, respond with our handshake\n 717\t // and log the peer's role. Then continue normal routin","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837130592602} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1083 lines)\n 879\t \"peer_id\": state.pub_key_hex,\n 880\t \"tools\": crate::mcp::tool_count(),\n 881\t \"uptime\": \"active\",\n 882\t });\n 883\t Some(Frame::control(&serde_json::to_string(&status).unwrap_or_default()))\n 884\t } else {\n 885\t None // Unknown control message — no response needed","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837130592602} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1073 lines)\n 603\t framing::Protocol::Framed(stream_type) => {\n 604\t // === FRAMED MODE (new persistent streams) ===\n 605\t // First byte was stream type. Read rest of first frame header.\n 606\t let mut header_rest = [0u8; 4]; // 4 bytes length\n 607\t if recv.read_exact(&mut header_rest).await.is_err() {\n 608\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837130423695} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1073 lines)\n 631\t }\n 632\t\n 633\t framing::Protocol::Unknown(byte) => {\n 634\t eprintln!(\"[SPF-MESH] Unknown protocol byte 0x{:02x} from {}\", byte, &peer_key[..16]);\n 635\t send.finish().ok();\n 636\t }\n 637\t }\n 638\t }\n 639\t}\n 640\t\n 641\t/// Handle a legacy one-shot JSON-RPC message (unchanged from original)\n 642\t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371302547882} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1073 lines)\n 781\t if frame.stream_type == StreamType::Control {\n 782\t if let Ok(text) = frame.payload_str() {\n 783\t // ── P2: Handshake mid-stream (reconnect scenario) ──\n 784\t if let Some(their_role) = framing::control::parse_role(text) {\n 785\t eprintln!(\"[SPF-MESH] ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371300858816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-02T20:09:29.923800849+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371300858816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-04-02T20:08:42.914660867+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371297480682} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T20:03:02.537416429+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371285657202} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T20:01:47.682929843+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837128059} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 720\t if let Ok(text) = first_frame.payload_str() {\n 721\t if let Some(their_role) = framing::control::parse_role(text) {\n 722\t eprintln!(\"[SPF-MESH] Inbound handshake: {} | role={}\", &peer_key[..16], their_role);\n 723\t let our_cfg = crate::config::MeshConfig::load(\n 724\t &crate::paths::spf_root().join(\"LIVE/CONFIG/","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837128059} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T20:01:07.756501264+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371277211865} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-04-02T20:00:24.225269562+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371273833727} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T19:59:22.118097711+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371267077456} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T19:59:08.025721935+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371265388385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-04-02T19:57:22.858077808+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371258632114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-02T19:56:35.967002878+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371258632114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T19:56:05.894709504+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371256943047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T19:55:20.292123584+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371256943047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T19:55:53.212640811+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371256943047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" pool_state: None, // Workers never own the pool\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n });\n--\n pool_state,\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ws_browser_channels: std::sync::Mutex::new(None),\n http_port: http_config.port,\n });","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371255253976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T19:54:32.694340842+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837125187584} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Grep,Read] | ts=2026-04-02T19:53:59.151184813+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837125187584} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Bash] | ts=2026-04-02T19:53:41.078522893+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837124680864} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Bash,Write] | ts=2026-04-02T19:52:50.835335725+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983712434305} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":" network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n browser: &std::sync::Mutex,\n ws_browser_channels: &std::sync::Mutex>,\n http_port: u16,\n) -> Value {\n // QW-1: Resolve tool alias before routing — enables unprefixed calls from Qwen/external LLMs\n let name = too","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983712434305} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Write,Edit] | ts=2026-04-02T19:52:03.690785065+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371238363296} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Write,Edit,Edit] | ts=2026-04-02T19:51:44.394025854+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837123667423} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (774 lines)\n 68\tconst TIMESTAMP_WINDOW_SECS: u64 = 30;\n 69\tconst NONCE_EXPIRY_SECS: u64 = 60;\n 70\t\n 71\t/// Shared server state — used by all transports (stdio, HTTP, mesh).\n 72\t/// Wrapped in Arc for thread-safe sharing.\n 73\tpub struct ServerState {\n 74\t pub config: SpfConfig,\n 75\t pub config_db: Option,\n 76\t pub session: Mutex,\n 77\t pub st","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837123667423} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-02T19:50:58.148725038+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837123329609} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Bash] | ts=2026-04-02T19:50:41.512869159+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371229917954} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-02T19:50:21.225641980+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371228228887} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-02T19:48:07.762461926+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371219783545} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (918 lines)\n 11\tuse serde::{de::{self, Deserializer}};\n 12\tuse std::path::Path;\n 13\t\n 14\t/// Master SPF configuration loaded from CONFIG LMDB\n 15\t#[derive(Debug, Clone, Serialize, Deserialize)]\n 16\tpub struct SpfConfig {\n 17\t pub version: String,\n 18\t pub enforce_mode: EnforceMode,\n 19\t pub allowed_paths: Vec,\n 20\t pub blocked_paths: Vec,\n 2","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371219783545} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Write] | ts=2026-04-02T19:44:48.426305023+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371213027274} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T19:45:49.979696927+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371213027274} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-02T19:45:14.556271784+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371213027274} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 699\t }\n 700\t}\n 701\t\n 702\t// ============================================================================\n 703\t// FRAMED STREAM HANDLER (Block G + H: persistent bidirectional streams)\n 704\t// ============================================================================\n 705\t\n 706\t/// Handle a persistent framed stream. Routes frames by StreamType.\n 707\t/// Stream stays op","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371211338203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 196\t alpn,\n 197\t peer_addrs: HashMap::new(),\n 198\t }\n 199\t }\n 200\t\n 201\t /// Register peer addresses for reconnect.\n 202\t pub fn register_peer_addrs(&mut self, peer_key: &str, addrs: Vec) {\n 203\t self.peer_addrs.insert(peer_key.to_string(), addrs);\n 204\t }\n 205\t\n 206\t /// Connect to a peer — opens persistent d","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371211338203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (501 lines)\n 316\t/// Well-known control message types (sent as JSON in Control frames)\n 317\tpub mod control {\n 318\t /// Heartbeat — sent periodically to keep stream alive\n 319\t pub const HEARTBEAT: &str = r#\"{\"type\":\"heartbeat\"}\"#;\n 320\t\n 321\t /// Status request\n 322\t pub const STATUS_REQUEST: &str = r#\"{\"type\":\"status_request\"}\"#;\n 323\t\n 324\t /// Peer closing stream ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371211338203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-02T19:44:14.571415505+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371209649136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Write,Read] | ts=2026-04-02T19:44:26.747961334+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371209649136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:43:53.766583690+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837120796007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T19:42:14.578104144+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837120796007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:43:25.401088336+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837120796007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:43:05.617992458+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837120796007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:40:27.648228300+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371206271003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-02T19:40:10.010864036+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371206271003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:40:45.163010637+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371206271003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:39:35.059275664+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837120458193} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-02T19:39:52.693583626+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599837120458193} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:39:17.942514264+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371202892865} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (138 lines)\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2021\"\n 13\tauthors","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371202892865} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (918 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n 5\t//\n 6\t// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n 7\t// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n 8\t// BLOCK SEC-2: Added .qwen/, .xlaude/ ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371202892865} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (918 lines)\n 373\t// ============================================================================\n 374\t// MESH CONFIGURATION — Agent identity, role, team, discovery\n 375\t// ============================================================================\n 376\t\n 377\t/// Dual-mode role — parsed from mesh.json \"role\" field.\n 378\t/// Shared between config.rs (MeshConfig), identity.rs (PeerInfo), and","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371201203794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 18\t\n 19\tuse crate::config::{AgentRole, MeshConfig};\n 20\tuse crate::framing::{self, Frame, StreamType, FRAME_HEADER_SIZE};\n 21\tuse crate::http::ServerState;\n 22\tuse ed25519_dalek::SigningKey;\n 23\tuse iroh::{Endpoint, EndpointAddr, PublicKey, SecretKey};\n 24\tuse iroh::address_lookup::MdnsAddressLookup;\n 25\tuse serde::{Deserialize, Serialize};\n 26\tuse serde_json::{j","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371201203794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1063 lines)\n 109\t std::sync::mpsc::channel()\n 110\t}\n 111\t\n 112\t// ============================================================================\n 113\t// P2: HANDSHAKE HELPERS — read/write role exchange on persistent streams\n 114\t// ============================================================================\n 115\t\n 116\t/// Read a handshake frame from a RecvStream. Returns the peer's rol","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371201203794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (1013 lines)\n 116\t/// One persistent QUIC bi-stream per peer.\n 117\t/// Stays open from boot to shutdown. Reconnects on drop.\n 118\tpub struct PeerChannel {\n 119\t pub peer_key: String,\n 120\t pub role: AgentRole,\n 121\t pub send: iroh::endpoint::SendStream,\n 122\t pub recv: iroh::endpoint::RecvStream,\n 123\t _conn: iroh::endpoint::Connection,\n 124\t pub last_active: Instant,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998371201203794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:36:44.016938750+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836453614097} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:36:26.952952246+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836453614097} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:35:51.240794864+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364534451905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:35:35.209999713+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364534451905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T19:35:15.654681908+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836453276284} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:34:54.858411343+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836453276284} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T19:34:38.867213277+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836453107377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (968 lines)\n 649\t }\n 650\t}\n 651\t\n 652\t// ============================================================================\n 653\t// FRAMED STREAM HANDLER (Block G + H: persistent bidirectional streams)\n 654\t// ============================================================================\n 655\t\n 656\t/// Handle a persistent framed stream. Routes frames by StreamType.\n 657\t/// Stream stays ope","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836453107377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (482 lines)\n 316\t/// Well-known control message types (sent as JSON in Control frames)\n 317\tpub mod control {\n 318\t /// Heartbeat — sent periodically to keep stream alive\n 319\t pub const HEARTBEAT: &str = r#\"{\"type\":\"heartbeat\"}\"#;\n 320\t\n 321\t /// Status request\n 322\t pub const STATUS_REQUEST: &str = r#\"{\"type\":\"status_request\"}\"#;\n 323\t\n 324\t /// Peer closing stream ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836453107377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (952 lines)\n 146\t alpn,\n 147\t peer_addrs: HashMap::new(),\n 148\t }\n 149\t }\n 150\t\n 151\t /// Register peer addresses for reconnect.\n 152\t pub fn register_peer_addrs(&mut self, peer_key: &str, addrs: Vec) {\n 153\t self.peer_addrs.insert(peer_key.to_string(), addrs);\n 154\t }\n 155\t\n 156\t /// Connect to a peer — opens persistent du","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836453107377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/framing.rs (482 lines)\n 314\t// ============================================================================\n 315\t\n 316\t/// Well-known control message types (sent as JSON in Control frames)\n 317\tpub mod control {\n 318\t /// Heartbeat — sent periodically to keep stream alive\n 319\t pub const HEARTBEAT: &str = r#\"{\"type\":\"heartbeat\"}\"#;\n 320\t\n 321\t /// Status request\n 322\t pub const STA","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983645293847} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Edit] | ts=2026-04-02T19:34:15.613038077+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364526006563} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (952 lines)\n 406\t\n 407\t // Spawn outbound request handler (sync channel → persistent duplex channels)\n 408\t let outbound_ep = endpoint.clone();\n 409\t let outbound_alpn = alpn.clone();\n 410\t let outbound_peers = state.peers.clone();\n 411\t let outbound_trusted = state.trusted_keys.clone();\n 412\t let rt_handle = tokio::runtime::Handle::current();\n 413\t std::thread::spaw","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364526006563} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T19:33:47.496652723+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364526006563} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (952 lines)\n 331\t// ============================================================================\n 332\t// MESH STARTUP + INBOUND HANDLER\n 333\t// ============================================================================\n 334\t\n 335\t/// Main mesh loop — runs in dedicated thread with tokio runtime.\n 336\t/// Accepts inbound QUIC connections from trusted peers.\n 337\t/// Routes JSON-RPC request","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836452262843} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" json!({\"type\": \"text\", \"text\": format!(\n \"Mesh: {} | Role: {} | Team: {} | Discovery: {} | Identity: {}\",\n status, mesh_cfg.role, mesh_cfg.team,\n mesh_cfg.discovery, &pub_key_hex[..16]\n )})\n--\n log(&format!(\"{} API started on {}:{}\", scheme, http_config.bind, http_port));\n log(&format!(\"Mesh started | Role: {} | Team: {} | Discovery: {}\",\n mesh_config.role, mesh_config.te","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364519250297} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-02T19:32:51.500436130+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364519250297} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-04-02T19:32:37.491092698+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364517561225} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"use serde::{Deserialize, Serialize};\n#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, Hash)]\n let rpc_json = serde_json::to_string(&rpc).map_err(|e| format!(\"Serialize error: {}\", e))?;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836451587216} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-04-02T19:32:24.991401869+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836451587216} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:32:13.093417343+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836451587216} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T19:31:28.365038766+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836451249402} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-04-02T19:31:07.149694972+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364509115888} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (984 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// Rev 2: Persistent bidirectional streams with framing protocol.\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364509115888} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-04-02T19:30:56.392584507+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364509115888} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T19:30:16.658877231+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836450573775} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (433 lines)\n 296\t// PEER INFO — structured peer data with addresses for mesh connectivity\n 297\t// ============================================================================\n 298\t\n 299\t/// Peer information loaded from groups/*.json files.\n 300\t/// Carries addresses so iroh can connect directly without relay/mDNS/DHT.\n 301\t#[derive(Debug, Clone)]\n 302\tpub struct PeerInfo {\n 303\t p","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836450573775} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-04-02T19:27:42.278597238+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364497292408} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T19:24:58.608520112+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836448546893} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-04-02T19:23:27.507725356+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836448377986} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Glob] | ts=2026-04-02T19:24:15.048361379+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836448377986} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 373\t// MESH CONFIGURATION — Agent identity, role, team, discovery\n 374\t// ============================================================================\n 375\t\n 376\t/// Mesh transport configuration — loaded from LIVE/CONFIG/mesh.json\n 377\t#[derive(Debug, Clone, Serialize, Deserialize)]\n 378\tpub struct MeshConfig {\n 379\t /// Enable mesh networking\n 380\t pub enabled: bool","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836448377986} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-04-02T19:21:32.692969618+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364480401728} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::voice::spf_voice;\n 10\tuse crate::config:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364480401728} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-04-02T19:20:48.558092604+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836447702359} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T19:19:35.729400444+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364471956386} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T19:16:19.387149529+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364465200114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// Handle a tool call\npub fn handle_tool_call(\n name: &str,\n args: &Value,\n source: crate::dispatch::Source,\n gate_decision: &crate::gate::GateDecision,\n config: &SpfConfig,\n session: &mut Session,\n storage: &SpfStorage,\n config_db: &Option,\n tmp_db: &Option,\n _fs_db: &Option,\n agent_db: &Option,\n pub_key_hex: &str,\n mesh_tx: &Option>,\n peers: &std::collection","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364463511043} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T19:16:13.035994375+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364461821977} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T19:15:22.971664707+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836446013291} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T18:58:04.583208073+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364458443843} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":" let _ = storage.save_session(session);\n\n let mesh_json = crate::paths::spf_root().join(\"LIVE/CONFIG/mesh.json\");\n let mesh_cfg = crate::config::MeshConfig::load(&mesh_json).unwrap_or_default();\n let status = if mesh_cfg.enabled { \"online\" } else { \"disabled\" };\n json!({\"type\": \"text\", \"text\": format!(\n \"Mesh: {} | Role: {} | Team: {} | Discovery: {} | Identity: {}\",\n--\n\n/// Run in headless worker mode — no stdio MCP loop.\n///","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364456754772} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 1\t// SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolPar","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364455065706} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T18:55:23.443446051+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836445168757} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T18:54:04.592285248+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59983644499985} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T18:52:56.680753555+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364446620363} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read] | ts=2026-04-02T18:49:46.608201075+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364443242226} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-02T18:40:02.232300257+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836443479689} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (984 lines)\n 1\t// SPF Smart Gateway - Mesh Network Transport (Layer 3)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364433107817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T18:35:54.983217330+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836441790621} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_session,spf_agent_memory_search] | ts=2026-04-02T18:25:18.669454812+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364394259252} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_session,spf_agent_memory_search,spf_agent_context] | ts=2026-04-02T18:24:53.773134561+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364390881115} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,spf_chat_history,spf_agent_session_info] | ts=2026-04-02T18:24:40.588340087+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836438750298} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_memory_search,spf_agent_context,spf_chat_history] | ts=2026-04-02T18:24:45.562984981+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836438750298} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_session_info] | ts=2026-04-02T18:24:26.853742645+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364385813915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'DEPLOY mesh network pipeline pending blocks task 43' — 5 result(s):\n\nScore: 0.473 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8b3d6a13a5136f44.txt\n - Tags result with [FLINT] prefix, _flint_worker, _tool_executed, _was_blocked\n\n**NETWORK POOL (Block NP):**\n- spf_pool_status: Worker status snapshot (name, status, task, elapsed)\n- spf_pool_assign: NetAdmin only — find_by_name/find_idle → borrow worker → return task_id\n- spf_pool_release: NetAdmin only — find work","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364385813915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_chat_history,spf_agent_session_info] | ts=2026-04-02T18:24:29.861935560+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364385813915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_session_info, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_session_info source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-02T18:23:54.325429115+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364382435777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T18:21:55.722412650+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364375679506} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":"984 /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs\n// SPF Smart Gateway - Mesh Network Transport (Layer 3)\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364375679506} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T18:03:20.218946691+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364331763733} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Edit] | ts=2026-04-02T17:57:52.817872284+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364311494915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Edit,Grep] | ts=2026-04-02T17:55:09.585279169+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364301360506} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-04-02T17:50:30.767030422+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364292915164} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-04-02T17:52:43.709399433+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364292915164} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (984 lines)\n 856\t Ok(Ok(Some(frame))) => frame,\n 857\t Ok(Ok(None)) => return Err(\"Stream closed by peer\".to_string()),\n 858\t Ok(Err(e)) => return Err(format!(\"Read error: {}\", e)),\n 859\t Err(_) => return Err(\"Response timed out (30s)\".to_string()),\n 860\t };","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364291226097} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-02T17:50:05.611391681+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364289537026} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T17:48:24.132110053+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364284469826} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T17:47:53.164897148+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364282780755} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// THIS FUNCTION IS UNCHANGED — backward compatible with all existing callers.\n/// For persistent streams, use call_peer_stream() instead.\npub async fn call_peer(\n endpoint: &Endpoint,\n peer_key: &str,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836428109169} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T17:45:46.106325791+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836427264635} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Edit] | ts=2026-04-02T17:45:31.240400848+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836427264635} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":" rt_handle.block_on(async {\n handle_framed_outbound(&mut mgr, &req).await\n })\n--\n/// Returns the parsed JSON-RPC response as Value.\nasync fn handle_framed_outbound(\n mgr: &mut PeerChannelManager,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836427095728} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T17:44:57.625737267+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364269268213} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T17:44:29.778233007+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364265890075} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T17:44:07.645947130+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836426251194} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (938 lines)\n 821\t }\n 822\t }\n 823\t}\n 824\t\n 825\t// ============================================================================\n 826\t// OUTBOUND MESH CLIENT — LEGACY (unchanged)\n 827\t// ============================================================================\n 828\t\n 829\t/// Call a peer agent's tool via QUIC mesh.\n 830\t/// Opens a bidirectional stream, sends JSON-RPC, reads","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836426251194} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, 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/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (938 lines)\n 779\t \"type\": \"status_response\",\n 780\t \"peer_id\": state.pub_key_hex,\n 781\t \"tools\": crate::mcp::tool_count(),\n 782\t \"uptime\": \"active\",\n 783\t });\n 784\t Some(Frame::control(&serde_json::to_string(&status).unwrap_or_default()))\n 785\t } else {\n 786\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599836425068846} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Bash] | ts=2026-04-02T17:41:01.999024336+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998364248999395} 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label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Read] | ts=2026-04-02T15:37:04.774103745+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998347988340553} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (905 lines)\n 111\t\n 112\t// ============================================================================\n 113\t// P0-1: AGENT ROLE — Worker / Thinker / Orchestrator\n 114\t// ============================================================================\n 115\t\n 116\t/// Dual-mode role — parsed from mesh.json \"role\" field.\n 117\t#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, 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============================================================================\n 6\t// P0-1: AGENT ROLE — Dual-Mode (Worker / Thinker / Orchestrator)\n 7\t// ============================================================================\n 8\t\n 9\t/// Agent role — parsed from mesh.json \"role\" field.\n 10\t/// Ev","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258217747843} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T02:00:36.243750597+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825821436971} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T02:00:12.440492585+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825821436971} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:59:18.931736668+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258212680643} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" peer_key: &str,\n addrs: &[String],\n role: AgentRole,\n handshake_frame: &Frame,\n ) -> Result<(), String> {\n // Disconnect existing first (reconnect case)\n self.disconnect(peer_key);\n--\n .await?;\n\n // Send handshake frame first\n let hs_bytes = handshake_frame.to_bytes();\n // We need SendStream to send — clone from caller\n // The actual send happens from the returned send stream\n self.channels.insert(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258209302505} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:58:48.202215534+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258209302505} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":") {\n std::sync::mpsc::channel()\n}\n\n// ============================================================================\n// P0-1: AGENT ROLE — Dual-Mode (Worker / Thinker / Orchestrator)\n// ============================================================================\n\n/// Agent role — parsed from mesh.json \"role\" field.\n/// Every SPF node has exactly one of these.\n#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, Hash)]\npub enum AgentRole {\n /// Human-facing director — manages t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258209302505} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T01:57:41.085710403+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258205924367} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T01:52:33.909569166+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258197479025} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-02T01:52:05.586079490+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825819578996} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T01:43:30.898486249+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258180588345} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (780 lines)\n 266\t Err(e) => {\n 267\t eprintln!(\"[SPF-MESH] Preferred port {} failed ({}), falling back to random\", port, e);\n 268\t let fallback = build_mesh_builder(&signing_key, &config, &alpn);\n 269\t match fallback.bind().await {\n 270\t Ok(ep) => ep,\n 271\t Err(e2) => {\n 272\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825817889928} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:40:40.189236887+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258173832074} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n /// Connect to a peer — opens persistent duplex bi-stream.\n /// Returns Err if connection fails or stream can't be opened.\n pub async fn connect(\n &mut self,\n peer_key: &str,\n addrs: &[String],","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258172143007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:40:12.264611897+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258172143007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:39:36.560912848+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825816876487} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:37:42.160961902+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59982581670758} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" alpn: Vec,\n /// Trusted peer address map — pub_key → Vec<\"ip:port\">\n peer_addrs: HashMap>,\n}\n\nimpl PeerChannelManager {\n /// Create a new empty channel manager.\n pub fn new(endpoint: Endpoint, alpn: Vec) -> Self {\n Self {\n channels: HashMap::new(),\n endpoint,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59982581670758} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T01:38:59.193510727+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59982581670758} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T01:33:16.523784712+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825816538673} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T01:25:23.567103070+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825815187419} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-02T01:25:59.162358421+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825815187419} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-04-02T01:24:47.383178969+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825815018512} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Stream stays open from boot to shutdown — reconnects on drop.\npub struct PeerChannel {\n pub peer_key: String,\n--\n/// One channel per peer. Auto-connects, auto-reconnects on drop.\npub struct PeerChannelManager {\n channels: HashMap,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825815018512} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (780 lines)\n 219\t\n 220\t/// Request sent from sync MCP world to async mesh world.\n 221\tpub struct MeshRequest {\n 222\t pub peer_key: String,\n 223\t pub addrs: Vec,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825814680698} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-04-02T01:24:22.675882780+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825814680698} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Edit] | ts=2026-04-02T01:23:19.238818742+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258143428847} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Write] | ts=2026-04-02T01:22:20.914079962+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825814005071} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (654 lines)\n 106\t std::sync::mpsc::Sender,\n 107\t std::sync::mpsc::Receiver,\n 108\t) {\n 109\t std::sync::mpsc::channel()\n 110\t}\n 111\t\n 112\t// ============================================================================\n 113\t// MESH STARTUP + INBOUND HANDLER","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825814005071} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Read] | ts=2026-04-02T01:20:23.441525424+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258134983505} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (654 lines)\n 104\t/// Returns (sender for ServerState, receiver for mesh thread).\n 105\tpub fn create_mesh_channel() -> (\n 106\t std::sync::mpsc::Sender,\n 107\t std::sync::mpsc::Receiver,\n 108\t) {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825813329444} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-02T01:16:04.064266304+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258126538163} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,spf_chat_history] | ts=2026-04-02T01:08:41.426619129+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258118092825} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-02T01:10:15.815330655+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258118092825} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,spf_chat_history,spf_mesh_status] | ts=2026-04-02T01:07:22.590410826+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998258116403754} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_mesh_status,spf_chat_send] | ts=2026-04-02T01:04:55.597987861+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251645583768} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_status,spf_chat_send,Grep] | ts=2026-04-02T01:02:05.728446832+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251621936816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_chat_send,Grep,spf_chat_send] | ts=2026-04-02T01:01:31.610428043+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825161686961} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=-0.5 weight=4.0 evil=0.50 relevance=1.00 fp=false override=false | context=[Grep,spf_chat_send,spf_mesh_call] | ts=2026-04-02T01:01:04.367777897+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251603357065} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_chat_send, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":"Sent to ba2ad5c3: DUPLEX PIPELINE BUILD — CLONE ASSIGNMENT\n\nYou are assigned P0-1 and P0-2 from the master build plan. Full plan is in DEPLOY/WORK_BLOCKS_MASTER.md and WORK_BLOCKS_DUPLEX.md.\n\nYOUR TASK — write into DEPLOY/src/mesh.rs (WORK copy, NOT live src/):\n\nP0-1: Add PeerChannel struct after existing structs (around line 108)\n Fields: peer_key: String, role: AgentRole, send: SendStream, recv: RecvStream, conn: Connection, last_active: Instant, active: bool\n\nP0-2: Add PeerChannelManager str","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251601668} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_send,spf_mesh_call,spf_mesh_peers] | ts=2026-04-02T01:00:46.007718789+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825159997893} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.json: \"key\": \"ba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.keys:ba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys:ba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825159828986} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=-0.5 weight=4.0 evil=0.50 relevance=1.00 fp=false override=false | context=[spf_mesh_call,spf_mesh_peers,Edit] | ts=2026-04-02T01:00:33.765914419+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825159828986} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T00:58:29.959815768+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251589844523} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-04-02T00:55:36.547288803+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251578021048} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-04-02T00:52:18.138520598+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825156788664} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Write,Edit] | ts=2026-04-02T00:49:35.657248264+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251559441297} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-04-02T00:48:05.483456059+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825155437409} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-04-02T00:43:22.361002469+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251532416203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-02T00:39:56.074849162+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251523970866} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-02T00:40:38.340335396+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251523970866} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T00:39:32.358328286+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251522281794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5176 lines)\n 107\t }\n 108\t n if n.contains(\"brain\") || n.contains(\"rag\") => {\n 109\t let query = args.get(\"query\")\n 110\t .or_else(|| args.get(\"text\"))\n 111\t .or_else(|| args.get(\"path\"))\n 112\t .and_then(|v| v.as_str())\n 113\t .unwrap_or(\"?\");\n 114\t let truncated = utf8_safe::safe_truncate(query, 150);\n 115\t forma","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251522281794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-02T00:36:00.601597481+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251512147386} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-02T00:35:10.839688281+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825149187857} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-04-02T00:32:38.692286412+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59982514901895} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Write] | ts=2026-04-02T00:32:13.468577880+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251480055092} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n// PIPELINE STATE — tracks active streams, queues, and backpressure\n// ============================================================================\n\n/// Pipeline orchestrator state. Manages task queues and worker dispatch.\npub struct PipelineState {\n /// Active task queues per stream\n queues: HashMap,\n /// Results waiting to be collected\n results: HashMap,\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251478366026} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"const MAX_DB_SIZE: usize = 20 * 1024 * 1024; // 20MB\n\n/// LMDB-backed project registry\npub struct SpfProjectsDb {\n env: Env,\n /// General key-value store for project data\n data: Database,\n--\n\nimpl SpfProjectsDb {\n /// Open or create projects LMDB at given path\n pub fn open(path: &Path) -> Result {\n std::fs::create_dir_all(path)?;\n\n let env = unsafe {\n--\n }\n\n /// Initialize defaults (no seeding -- starts empty)\n pub fn init_defaults(&self) -> ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251469920683} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Write,Write] | ts=2026-04-02T00:31:12.735659778+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998251459786275} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-02T00:25:55.754918024+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825139897982} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-02T00:03:36.153993900+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599825132803896} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-01T23:51:04.128557369+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998244858908044} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Write] | ts=2026-04-01T23:50:41.650356388+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998244852151773} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Write] | ts=2026-04-01T23:50:16.818693064+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998244845395497} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-01T23:49:55.382223280+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599824484370643} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (652 lines)\n 27\tuse std::sync::Arc;\n 28\t\n 29\t/// ALPN bytes for SPF mesh protocol\n 30\tfn spf_alpn(config: &MeshConfig) -> Vec {\n 31\t config.alpn.as_bytes().to_vec()\n 32\t}\n 33\t\n 34\t/// Convert Ed25519 SigningKey to iroh SecretKey.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998244838639226} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,spf_transformer_chat] | ts=2026-04-01T23:49:41.719544171+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599824483526109} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,spf_transformer_chat,Read] | ts=2026-04-01T23:48:45.605791223+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998244826815746} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_transformer_chat,Read,Write] | ts=2026-04-01T23:23:45.097675338+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599824460892596} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_chat, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_chat source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Write,Glob] | ts=2026-04-01T23:00:40.048733627+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599824451096001} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Glob,Write] | ts=2026-04-01T22:59:55.159130519+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599824451096001} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Write,Glob] | ts=2026-04-01T22:59:33.863127038+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998244509270942} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Glob,Glob,spf_config_paths] | ts=2026-04-01T22:57:16.581827975+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59982445008256} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Glob,Glob] | ts=2026-04-01T22:57:44.659443746+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59982445008256} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,spf_config_paths,Bash] | ts=2026-04-01T22:51:07.106373377+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998238200601493} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_config_paths,Bash,Glob] | ts=2026-04-01T22:50:38.010794325+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998238198912427} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Glob,Grep] | ts=2026-04-01T22:50:30.218195370+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823819553429} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.90 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-04-01T22:49:29.867958778+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998238193845222} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T22:49:13.387092222+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823819215615} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-04-01T21:52:11.992711091+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998238075610454} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-04-01T21:52:26.951177752+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998238075610454} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n\n/// Handle an inbound ApiSession frame from mesh.\n/// Called from mesh.rs stream_router() when StreamType::ApiSession arrives.\n/// Processes Open/Request/Close messages, executes tools via dispatch::call().\npub fn handle_api_session(\n frame: &crate::framing::Frame,\n state: &Arc,\n peer_key: &str,\n) -> Option {\n let msg: ApiSessionMsg = match serde_json::fro","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998238073921387} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs:// NEW: call_peer_stream() for persistent framed connections.\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs:/// For persistent streams, use call_peer_stream() instead.\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs:/// let (send, recv, conn) = call_peer_stream(&ep, key, addrs, alpn).await?;\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs:pub async fn call_peer_stream(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998238073921387} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-04-01T21:51:36.588934855+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998238072232316} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Processes Open/Request/Close messages, executes tools via dispatch::call().\npub fn handle_api_session(\n frame: &crate::framing::Frame,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823807054325} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:48:14.135629724+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823806716511} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:49:40.600979430+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823806716511} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n if let Some(result) = route_to_lmdb(old_path, \"rename\", None, config_db, tmp_db, agent_db) {\n return result;\n }\n json!({\"type\": \"text\", \"text\": format!(\"BLOCKED: paths {}, {} not routable — no LMDB fallback\", old_path, new_path)})\n }\n\n // ================================================================\n // MESH TOOLS — Agent mesh status, peers, and cross-agent calls\n // ====================================","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823806716511} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,spf_mesh_status] | ts=2026-04-01T21:44:05.003535131+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231317648886} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,spf_mesh_status,Grep] | ts=2026-04-01T21:42:40.185786882+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823130244727} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_mesh_status,Grep,Grep] | ts=2026-04-01T21:36:35.802875615+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231285556592} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:35:28.895437776+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231282178454} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:35:33.864898399+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231282178454} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:24:24.813050894+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231256842432} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:24:18.216816053+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231255153366} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n \"spf_mesh_call\" => {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231255153366} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-04-01T21:23:54.925495280+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823125177523} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T21:21:22.098291589+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231245018957} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" vec![],\n ),\n tool_def(\n \"spf_mesh_call\",\n \"Call a peer agent's tool via mesh network\",\n json!({\n \"peer_key\": {\"type\": \"string\", \"description\": \"Peer's Ed25519 public key (hex)\"},\n--\n \"spf_flint_execute\",\n \"Execute any SPF tool through FLINT worker mode. FLINT acts as your hands — tell it which tool to run and why. The inner tool also passes through the gate.\",\n json!({\n \"tool","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231245018957} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":" let (mesh_tx, mesh_rx) = if mesh_config.enabled {\n let (tx, rx) = crate::mesh::create_mesh_channel();\n let (mesh_tx, mut mesh_rx) = if mesh_config.enabled {\n let (tx, rx) = crate::mesh::create_mesh_channel();\n let mesh_task = tokio::spawn(crate::mesh::run(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231236573615} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T21:18:46.631460658+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231236573615} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-01T21:09:14.381658325+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823121461573} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_mesh_call\",\n \"tool_name\": {\"type\": \"string\", \"description\": \"Name of the SPF tool to execute (e.g. spf_brain_search, spf_mesh_call)\"},\n \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n .or_else(|| args[\"tool\"].as_str()) // spf_mesh_call uses \"tool\" arg\n mesh_tx: &Option>,\n \"spf_mesh_call\" => {\n } else if let Some(mesh_tx) = mesh_tx {\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231212926664} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T21:07:08.738872122+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231211237592} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Every transport (stdio, HTTP, mesh, voice) converges here.\n// Zero dependencies on pipelines, mesh, or any higher layer.\n &state.pub_key_hex, &state.mesh_tx,\n let mesh = Source::Mesh { peer_key: \"abc123\".to_string() };\n let json = serde_json::to_string(&mesh).unwrap();","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823120617039} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-01T21:06:17.856782194+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823120617039} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T21:03:14.165156535+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823119603598} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (652 lines)\n 186\t // Spawn outbound request handler (sync channel → async call_peer)\n 187\t let outbound_ep = endpoint.clone();\n 188\t let outbound_alpn = alpn.clone();\n 189\t let rt_handle = tokio::runtime::Handle::current();\n 190\t std::thread::spawn(move || {\n 191\t while let Ok(request) = mesh_rx.recv() {\n 192\t let ep = outbound_ep.clone();\n 193\t let a = outbound_alpn.clone(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231194346912} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-01T20:56:50.492193973+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823117745623} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Grep,Write] | ts=2026-04-01T20:54:38.870695898+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823117576716} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-01T20:56:17.262064715+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823117576716} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs: \"spf_api_session\"\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: StreamType::ApiSession => {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: crate::pipeline::handle_api_session(frame, state, peer_key)\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"mesh_call\" => \"spf_mesh_call\", \"api_se","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823117576716} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Write,Write] | ts=2026-04-01T20:53:12.551512129+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823117238903} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/framing.rs (482 lines)\n 1\t// SPF Smart Gateway - Message Framing Protocol\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Length-prefixed message framing for persistent bidirectional streams.\n 5\t// Replaces one-shot read_to_end/finish pattern in mesh transport.\n 6\t// Supports 9 stream types: TOOL_RPC, CHAT, VOICE, PIPELINE, BRAIN_SYNC, API_SESSION, etc.\n 7\t//\n 8\t// Frame format: [1-byte ty","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823116901089} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-01T20:52:56.248672344+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599823116732182} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n// Rev 2: Persistent bidirectional streams with framing protocol.\n// NEW: call_peer_stream() for persistent framed connections.\n// NEW: stream_router() dispatches by StreamType.\nuse crate::framing::{self, Frame, StreamType, FRAME_HEADER_SIZE};\n // Handle streams from this peer\n// INBOUND STREAM HANDLER (Rev 2: protoc","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231165632752} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,Read,Grep] | ts=2026-04-01T20:46:08.160339530+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998231148742073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-01T19:38:49.624740498+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599822453604036} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,spf_brain_search] | ts=2026-04-01T18:57:55.470166434+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998217865910336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs (433 lines)\n 1\t// SPF Smart Gateway - Cryptographic Identity\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Ed25519 key pair management for SPF mesh authentication.\n 5\t// Each SPF instance generates a unique identity on first run.\n 6\t// Public keys are shared between peers via group files.\n 7\t//\n 8\t// Key storage:\n 9\t// LIVE/CONFIG/identity.key — Ed25519 private key (he","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998217857464994} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,spf_brain_search,spf_brain_search] | ts=2026-04-01T18:57:27.111030351+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998217849019656} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-04-01T18:56:53.986126770+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998217842263385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: // Generate or load TLS certs if TLS is enabled\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: let cert_path = config_dir.join(&http_config.tls_cert);\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: if !cert_path.exists() || !key_path.exists() {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: // I-3 FIX: Bind TLS cert to Ed25519 identity\n/data/data/","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599821784057432} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_search,spf_brain_search,Write] | ts=2026-04-01T18:54:48.312495412+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998217823683634} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'session 10 checkpoint checkpoint 2026-03-21 network.rs mcp.rs #43 pending items' — 5 result(s):\n\nScore: 0.565 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/e9f70ab5786d2609.txt\nSESSION 10 CHECKPOINT — 2026-03-08\n\nSTATE: Boot sequence completed. No work executed this session — user said \"prepare for reboot and then we continue.\"\n\nNEXT WORK: R3-10 (MB-FM) — FLINT Auto-Status\n- Full research document at: DEPLOY/WORK_BLOCKS_R3_10.md\n- 13 touch points across 6 files (d","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599821781861643} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,Write,Write] | ts=2026-04-01T18:54:26.079528389+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599821781523829} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'TLS UnknownIssuer mesh chat send cert refreshed 2026-03' — 5 result(s):\n\nScore: 0.455 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/8f30bce33107e79a.txt\nSPF Source: chat.rs (1310 lines) — Chat engine, FLINT generation, mesh handler (Blocks FF/GG/QQ/P)\n\nKEY TYPES:\nChatMessage { id, from, to, text, timestamp, conversation_id, msg_type: UserText|AgentResponse|System|ToolResult }\nConversation { id, name, participants, messages, max_memory_messages=500, context_window=","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998217813549225} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-01T18:50:08.906375571+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998217759499047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'STATUS.txt current build state deployed completed' — 5 result(s):\n\nScore: 0.408 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/eddf4baaffdede08.txt\nCOMPLETED THIS ROUND (R3): R3-04 build_anchor_context, R3-05 FlintContext target_file, R3-06 READ_TRACKER, R3-07 Tier E+ gate, R3-08 verification, AT-1 fix (auto-train regression)\n\nALL CHANGES IN: DEPLOY/src/ — user copies to src/ manually\n\nBINARY: Built successfully after AT-1 fix. Live deployed.\n\nScore: 0.399 | /data/","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998217757809976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-01T18:21:17.911954633+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599821764802055} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-01T14:54:05.729991215+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599820953711541} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Read,Read] | ts=2026-04-01T13:45:32.043885659+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998188857854356} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Write] | ts=2026-04-01T12:37:30.439212528+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599818189551555} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Write,spf_agent_session_info] | ts=2026-04-01T11:15:09.975634036+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998174914596985} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,spf_agent_session_info,spf_status] | ts=2026-04-01T11:14:50.684267221+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998174906151643} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_agent_session_info,spf_status,spf_brain_search] | ts=2026-04-01T11:14:50.261870190+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998174904462577} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_session_info, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_session_info source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_brain_search,Bash] | ts=2026-04-01T11:13:57.567175939+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998174901084443} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,Bash,spf_chat_history] | ts=2026-04-01T11:13:52.554993910+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599817489939537} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_chat_history,spf_api_session] | ts=2026-04-01T11:13:26.097171732+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981748977063} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'proposed build design architecture plan' — 4 result(s):\n\nScore: 0.366 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/b482909c12ef9d2c.txt\na_optimal(C) = W_eff × (1 - 1/ln(C + e))\nAll math is saturating (no overflow).\n\nDYNAMIC HELPERS:\ncalc_complex_factor(content_len, has_risk, is_arch): 0-4 scale\n +1 if >200 chars, +1 if >1000, +1 if >5000, +1 if has_risk, max(3) if is_architectural. Cap=4.\ncalc_files_factor(path, pattern, cmd):\n cmd with find/xargs/-r → 100; ** ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998174890950034} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_api_session,spf_api_session] | ts=2026-04-01T11:07:59.703598003+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816700300189} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_api_session,spf_api_session,Bash] | ts=2026-04-01T11:07:14.531015832+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816699962375} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,Bash,Bash] | ts=2026-04-01T11:04:49.435009169+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166992867477} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,spf_api_session] | ts=2026-04-01T10:56:48.469217738+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816697428773} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Bash,spf_api_session,spf_api_session] | ts=2026-04-01T10:56:21.606583165+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166970909593} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_api_session,spf_api_session,Read] | ts=2026-04-01T10:55:55.796192081+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166967531455} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,Read,Read] | ts=2026-04-01T10:47:29.329592899+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816693712823} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_api_session, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":"API Session Status:\n{\n \"active_api_sessions\": 2,\n \"active_streams\": 0,\n \"api_session_details\": [\n {\n \"next_seq\": 9,\n \"peer_key_short\": \"ba2ad5c3119ce182\",\n \"requests_processed\": 8,\n \"session_id\": \"api_ba2ad5c3_1775035146172\",\n \"uptime_secs\": 5304\n },\n {\n \"next_seq\": 2,\n \"peer_key_short\": \"ba2ad5c3119ce182\",\n \"requests_processed\": 1,\n \"session_id\": \"api_ba2ad5c3_1775033901407\",\n \"uptime_secs\": 6549\n }\n ],\n \"max_concurrent_per_stre","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816693543916} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T10:47:07.650377855+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166933750095} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-01T10:45:53.419853613+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816693206103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 571\t #[serde(default = \"default_pool_size\")]\n 572\t pub pool_size: u8,\n 573\t /// Known worker peers — NetAdmin populates this, Workers leave empty\n 574\t #[serde(default)]\n 575\t pub peers: Vec,\n 576\t}\n 577\t\n 578\tfn default_pool_size() -> u8 { 8 }\n 579\t\n 580\timpl Default for NetworkConfig {\n 581\t fn default() -> Self {\n 582\t Self {\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166930371958} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-01T10:44:48.854030564+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816692868289} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 371\t\n 372\t// ============================================================================\n 373\t// MESH CONFIGURATION — Agent identity, role, team, discovery\n 374\t// ============================================================================\n 375\t\n 376\t/// Mesh transport configuration — loaded from LIVE/CONFIG/mesh.json\n 377\t#[derive(Debug, Clone, Serialize, Deserialize)]\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166925304753} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs (873 lines)\n 171\t if cfg!(target_os = \"windows\") {\n 172\t paths.extend([\n 173\t r\"C:\\Windows\".to_string(),\n 174\t r\"C:\\Program Files\".to_string(),\n 175\t r\"C:\\Program Files (x86)\".to_string(),\n 176\t ]);\n 177\t } else {\n 178\t paths.extend","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816692192662} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Bash] | ts=2026-04-01T10:42:21.925330464+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816692192662} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T10:43:04.747048312+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816692192662} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Bash,Bash] | ts=2026-04-01T10:41:17.776874916+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816691854848} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_api_session] | ts=2026-04-01T10:40:28.872209309+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816691685941} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\npub struct MeshConfig {\nimpl Default for MeshConfig {\nimpl MeshConfig {\n// Follows MeshConfig pattern: struct + Default + load()\n// Follows MeshConfig/TransformerConfig pattern: struct + Default + load()\npub struct NetworkConfig {\nimpl Default for NetworkConfig {\nimpl NetworkConfig {\n /// Follows MeshConfig.load() pattern exactly.\n // BLOCK NP — NetworkConfig tests\n let nc = NetworkConfig::default();\n le","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816691685941} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,spf_api_session,spf_web_api] | ts=2026-04-01T10:26:42.639054989+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166871254575} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_api_session,spf_web_api,Bash] | ts=2026-04-01T10:24:19.000709784+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981668644983} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_web_api,Bash,spf_web_fetch] | ts=2026-04-01T10:22:27.799817743+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981668594311} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_api_session, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'benchmark evaluation test MMLU HumanEval GSM8K scoring' — 5 result(s):\n\nScore: 0.382 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/f0b5aa210a62271b.txt\n 8. Update Fisher information\n 9. Monitor convergence (95%+ gate alignment)\n- signal_to_tokens(): [TOOL]tool_bpe[GATE]source_bpe[SPF]preceding_tools + frequency\n- handle_brain_sync(): Mesh handler for StreamType::BrainSync (0x06)\n- LearningStatus: Full JSON reporting for MCP tool\n- 20 tests\n\n## checkpoint.rs (484","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816685774203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_api, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"API GET https://openrouter.ai/api/v1/models → HTTP 200\n\nHeaders:\n{\"date\": \"Wed, 01 Apr 2026 10:19:07 GMT\", \"content-type\": \"application/json\", \"transfer-encoding\": \"chunked\", \"connection\": \"keep-alive\", \"access-control-allow-origin\": \"*\", \"cache-control\": \"private, no-store\", \"permissions-policy\": \"payment=(self \\\"https://checkout.stripe.com\\\" \\\"https://connect-js.stripe.com\\\" \\\"https://js.stripe.com\\\" \\\"https://*.js.stripe.com\\\" \\\"https://hooks.stripe.com\\\")\", \"referrer-policy\": \"no-referrer, s","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816684760762} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_api, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_api source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_web_fetch,spf_web_search] | ts=2026-04-01T10:19:05.361048341+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816684760762} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_fetch] | ts=2026-04-01T10:17:52.620619723+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816684422948} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=-0.5 weight=4.0 evil=0.50 relevance=1.00 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_web_fetch] | ts=2026-04-01T10:17:18.526927861+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166842540416} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://livebench.ai/ (1066 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to run LiveBench, can you submit results via API, what benchmarks are included, scoring method\n\nYou need to enable JavaScript to run this app.\n\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816684085135} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'livebench.ai submit results API evaluation run your own model' via duckduckgo (10 results):\n\n1. \n https://livebench.ai/\n \n\n2. \n https://github.com/LiveBench/LiveBench/blob/main/README.md\n \n\n3. \n https://deepwiki.com/LiveBench/LiveBench/2-core-evaluation-pipeline\n \n\n4. \n https://livebench.ai/?_bhlid=13bfd1202a2bc89a24f4ac56d80e10d44e6890b2\n \n\n5. \n https://livebench.ai/?_bhlid=e5f372e8cb8fb6177442347795f5eff19e15b955\n \n\n6. \n https://github.com/MaBoite-ai/LiveBench-den","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816684085135} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,Bash] | ts=2026-04-01T10:17:08.932623646+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816684085135} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=1.00 fp=false override=false | context=[spf_web_fetch,Bash,spf_web_search] | ts=2026-04-01T10:16:02.059426119+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816683916228} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://huggingface.co/docs/leaderboards/en/open_llm_leaderboard/faq (67998 bytes, text/html; charset=utf-8)\nPrompt: Extract: What benchmark tasks are used (MMLU, ARC, etc), how to run evaluation, can it be run via API without uploading model weights\n\n[[Hugging Face's logo] Hugging Face][1]\n\n* [ Models ][2]\n* [ Datasets ][3]\n* [ Spaces ][4]\n* [ Buckets new][5]\n* [ Docs ][6]\n* [ Enterprise ][7]\n* [Pricing][8]\n* [Log In][9]\n* [Sign Up][10]\n\n\nLeaderboards documentation\n\nFAQ\n\n# Leaderboards\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816683747321} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=1.00 fp=false override=false | context=[Bash,spf_web_search,Write] | ts=2026-04-01T10:14:45.193231930+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166834095073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[spf_web_search,Write,spf_web_fetch] | ts=2026-04-01T10:13:58.234651687+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166832406007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,spf_web_fetch,spf_web_search] | ts=2026-04-01T10:11:55.191775849+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816683071694} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://huggingface.co/docs/leaderboards/en/open_llm_leaderboard/submitting (64267 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to submit model results to HuggingFace Open LLM Leaderboard, what benchmarks are required, evaluation format\n\n[[Hugging Face's logo] Hugging Face][1]\n\n* [ Models ][2]\n* [ Datasets ][3]\n* [ Spaces ][4]\n* [ Buckets new][5]\n* [ Docs ][6]\n* [ Enterprise ][7]\n* [Pricing][8]\n* [Log In][9]\n* [Sign Up][10]\n\n\nLeaderboards documentation\n\nHow to submit models on t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816683071694} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_fetch] | ts=2026-04-01T10:10:09.403843493+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166829027873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=1.00 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_web_fetch] | ts=2026-04-01T10:10:34.663549942+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166829027873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_fetch] | ts=2026-04-01T10:11:18.042006123+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166829027873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_search,spf_rag_collect_web,spf_web_download] | ts=2026-04-01T10:04:01.550559988+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166827338802} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_rag_collect_web] | ts=2026-04-01T10:04:16.573747430+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166827338802} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=0.95 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_fetch] | ts=2026-04-01T10:05:19.814828083+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166827338802} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.30 relevance=0.90 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_search] | ts=2026-04-01T10:04:55.698426113+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166827338802} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_web_fetch,Bash,spf_web_search] | ts=2026-04-01T10:02:07.924908677+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166825649736} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_rag_collect_web,spf_web_download,Bash] | ts=2026-04-01T10:03:45.554039108+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166825649736} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,spf_web_search,spf_web_fetch] | ts=2026-04-01T10:01:39.028342854+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166825649736} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'Hugging Face Open LLM Leaderboard submit model results evaluation API 2025' via duckduckgo (10 results):\n\n1. \n https://huggingface.co/docs/leaderboards/en/open_llm_leaderboard/submitting\n \n\n2. \n https://huggingface.co/open-llm-leaderboard\n \n\n3. \n https://open-llm-leaderboard-open-llm-leaderboard.hf.space/\n \n\n4. \n https://huggingface.co/docs/leaderboards/open_llm_leaderboard/submitting\n \n\n5. \n https://github.com/huggingface/leaderboards/blob/main/docs/source/en/open_llm_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166823960664} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_api_session] | ts=2026-04-01T10:01:04.399999378+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166823960664} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_fetch,spf_api_session,spf_web_fetch] | ts=2026-04-01T10:00:38.301230742+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166823960664} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_web_fetch,spf_web_search] | ts=2026-04-01T10:00:07.649135025+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166823960664} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_search] | ts=2026-04-01T09:58:40.374332350+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981668222716} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://swebench.com/submit.html (13367 bytes, text/html; charset=utf-8)\nPrompt: How to submit results, what format, where results get recorded, current leaderboard\n\n[[SWE-bench logo]SWE-bench][1]\n[[SWE-bench logo]SWE-bench][2]\n\n* [Leaderboards][3]\n* Benchmarks\n* [SWE-bench][4]\n* [SWE-bench Verified][5]\n* [SWE-bench Multilingual][6]\n* [SWE-bench Multimodal][7]\n* [SWE-bench Lite][8]\n* About\n* [Paper ][9]\n* [Docs ][10]\n* [Blog][11]\n* [Contact][12]\n* [Citations][13]\n* [Press][14]\n* [Submit]","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981668222716} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://github.com/swe-bench/SWE-bench (326206 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to use SWE-bench API, how to submit results programmatically, is there an HTTP API endpoint for submitting test results\n\n\n[Skip to content][1]\n\n## Navigation Menu\n\nToggle navigation\n[ ][2]\n[ Sign in ][3]\nAppearance settings\n\n* Platform\n \n * AI CODE CREATION\n \n * [\n GitHub CopilotWrite better code with AI\n ][4]\n * [\n GitHub SparkBuild and deploy intelligent apps\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981668222716} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'OpenRouter benchmark leaderboard API evaluation 2025 run test' via duckduckgo (10 results):\n\n1. \n https://openrouter.ai/rankings\n \n\n2. \n https://www.scribd.com/document/946998876/LLM-Rankings-OpenRouter\n \n\n3. \n https://github.com/jampongsathorn/openrouter-rankings\n \n\n4. \n https://lmspeed.net/en/provider/openrouter.ai\n \n\n5. \n https://deepreviewai.com/reviews/2026-02-05_openrouter-review/\n \n\n6. \n https://deepwiki.com/automata/aicodeguide/4.3-model-leaderboards-and-upd","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981668222716} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://openrouter.ai/rankings (623605 bytes, text/html; charset=utf-8)\nPrompt: Extract: What benchmark does OpenRouter use for rankings, how is it scored, can I run this benchmark myself and submit results, what APIs or test methods are available\n\n\n[OpenRouter][1]\nSearch/\n[Models][2][Chat][3][Rankings][4][Apps][5][Enterprise][6][Pricing][7][Docs][8]\n\n\n\n\n[Skip to content][9]\n[OpenRouter][10]\n\n\n/\n[Models][11][Chat][12][Rankings][13][Apps][14][Enterprise][15][Pricing][16][Docs][17]\n\n\n# AI ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981668222716} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://livebench.ai/ (1066 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to submit model results, API endpoint, what models are ranked, scoring method\n\nYou need to enable JavaScript to run this app.\n\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816682058253} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://www.swebench.com/ (4222418 bytes, text/html; charset=utf-8)\nPrompt: Extract: How to run SWE-bench, how to submit results, API or format for submissions, current leaderboard\n\n[[SWE-bench logo]SWE-bench][1]\n[[SWE-bench logo]SWE-bench][2]\n\n* [Leaderboards][3]\n* Benchmarks\n* [SWE-bench][4]\n* [SWE-bench Verified][5]\n* [SWE-bench Multilingual][6]\n* [SWE-bench Multimodal][7]\n* [SWE-bench Lite][8]\n* About\n* [Paper ][9]\n* [Docs ][10]\n* [Blog][11]\n* [Contact][12]\n* [Citations][13]\n* [Press","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816682058253} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://huggingface.co/datasets/lmarena-ai/arena-hard-auto/tree/main/data/arena-hard-v2.0 (59323 bytes, text/html; charset=utf-8)\nPrompt: List all JSONL or JSON files in the arena-hard-v2.0 directory and show their URLs\n\n[[Hugging Face's logo] Hugging Face][1]\n\n* [ Models ][2]\n* [ Datasets ][3]\n* [ Spaces ][4]\n* [ Buckets new][5]\n* [ Docs ][6]\n* [ Enterprise ][7]\n* [Pricing][8]\n* [Log In][9]\n* [Sign Up][10]\n\n# [ Datasets:][11]\n# [\n# ][12]\n# [lmarena-ai][13]\n# /\n# [arena-hard-auto][14]\n# ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816682058253} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'AI benchmark online API submit test results recorded leaderboard 2025' via duckduckgo (10 results):\n\n1. \n https://www.swebench.com/\n \n\n2. \n https://arcprize.org/blog/arc-prize-2025-results-analysis\n \n\n3. \n https://huggingface.co/collections/clefourrier/leaderboards-and-benchmarks\n \n\n4. \n https://mlcommons.org/2025/04/mlperf-inference-v5-0-results/\n \n\n5. \n https://github.com/LiveBench/LiveBench\n \n\n6. \n https://labs.scale.com/leaderboard\n \n\n7. \n https://livebench.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816682058253} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://raw.githubusercontent.com/lmarena/arena-hard-auto/main/config/arena-hard-v2.0.yaml (543 bytes, text/plain; charset=utf-8)\nPrompt: Extract the 500 Arena-Hard-v2.0 prompt texts and their IDs from config.yaml\n\n# judge_model: gpt-4.5-preview (This judge is goated)\n\n# judge_model: gemini-2.5\n# temperature: 1.0\n# max_tokens: 32000\n\njudge_model: gpt-4.1\ntemperature: 0.0\nmax_tokens: 16000\n\nbench_name: arena-hard-v2.0\n\nreference: null\n\nregex_patterns:\n - \\[\\[([AB<>=]+)\\]\\]\n - \\[([AB<>=]","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166818893464} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'arena-hard-v2.0 prompts jsonl download lmarena huggingface' via duckduckgo (10 results):\n\n1. \n https://github.com/lmarena/arena-hard-auto\n \n\n2. \n https://huggingface.co/datasets/lmarena-ai/arena-hard-auto/commit/c872afb260aa2d84bc20f53145635dc8f633cabc\n \n\n3. \n https://deepwiki.com/lmarena/arena-hard-auto\n \n\n4. \n https://llm-stats.com/benchmarks/arena-hard-v2\n \n\n5. \n https://greasyfork.org/en/scripts/by-site/lmarena.ai\n \n\n6. \n https://huggingface.co/spaces/lmarena-ai","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998166818893464} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_search,spf_web_search,spf_web_search] | ts=2026-04-01T09:52:02.249464585+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160564274198} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://github.com/lmarena/arena-hard-auto (390962 bytes, text/html; charset=utf-8)\nPrompt: Extract: What is Arena Hard benchmark, how to run it, sample size, scoring method\n\n\n[Skip to content][1]\n\n## Navigation Menu\n\nToggle navigation\n[ ][2]\n[ Sign in ][3]\nAppearance settings\n\n* Platform\n \n * AI CODE CREATION\n \n * [\n GitHub CopilotWrite better code with AI\n ][4]\n * [\n GitHub SparkBuild and deploy intelligent apps\n ][5]\n * [\n GitHub ModelsManage and","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160562585126} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'LMSys Arena Hard Auto benchmark how to run own evaluation' via duckduckgo (10 results):\n\n1. \n https://github.com/lmarena/arena-hard-auto\n \n\n2. \n https://deepwiki.com/lmarena/arena-hard-auto/1.1-installation-and-setup\n \n\n3. \n https://lmsys.org/blog/2024-04-19-arena-hard/\n \n\n4. \n https://huggingface.co/datasets/lmarena-ai/arena-hard-auto-v0.1/blob/main/README.md\n \n\n5. \n https://arxiv.org/abs/2406.11939\n \n\n6. \n https://awesome.ecosyste.ms/projects/github.com%2Flmarena%","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160555828855} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_web_search,spf_web_search,spf_web_search] | ts=2026-04-01T09:50:15.821197282+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160555828855} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_search,spf_api_session,spf_chat_history] | ts=2026-04-01T09:49:51.900991666+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160552450718} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_search,spf_web_search,spf_api_session] | ts=2026-04-01T09:49:57.802539372+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160552450718} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'lmsys chatbot arena benchmark coding evaluation 2025 run directly' via duckduckgo (10 results):\n\n1. \n https://arena.ai/\n \n\n2. \n https://lmsys.org/\n \n\n3. \n https://openlm.ai/chatbot-arena/\n \n\n4. \n https://skywork.ai/blog/chatbot-arena-lmsys-review-2025/\n \n\n5. \n https://systems-analysis.ru/eng/LMArena_(Chatbot_Arena)\n \n\n6. \n https://github.com/lmarena/arena-hard-auto\n \n\n7. \n https://llm-stats.com/benchmarks/arena-hard-v2\n \n\n8. \n https://arxiv.org/abs/2403.0413","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816055076165} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'human eval MBPP coding benchmark run evaluation API test' via duckduckgo (10 results):\n\n1. \n https://verityai.co/blog/humaneval-mbpp-code-generation-benchmarks\n \n\n2. \n https://github.com/CodeEval-Pro/CodeEval-Pro\n \n\n3. \n https://deepeval.com/docs/benchmarks-human-eval\n \n\n4. \n https://www.datacamp.com/tutorial/humaneval-benchmark-for-evaluating-llm-code-generation-capabilities\n \n\n5. \n https://deepwiki.com/AISBench/benchmark/8.4-code-evaluation-datasets\n \n\n6. \n https:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816055076165} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_chat_history,spf_chat_send] | ts=2026-04-01T09:46:38.145456688+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816054062724} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'AI benchmark leaderboard 2025 2026 open accessible API evaluation' via duckduckgo (10 results):\n\n1. \n https://labs.scale.com/leaderboard\n \n\n2. \n https://epoch.ai/benchmarks\n \n\n3. \n https://arena.ai/\n \n\n4. \n https://lmcouncil.ai/benchmarks\n \n\n5. \n https://llm-stats.com/\n \n\n6. \n https://benchlm.ai/\n \n\n7. \n https://klu.ai/llm-leaderboard\n \n\n8. \n https://onyx.app/llm-leaderboard\n \n\n9. \n https://artificialanalysis.ai/evaluations/gdpval-aa\n \n\n10. \n https:/","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816053893817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_chat_send,spf_api_session] | ts=2026-04-01T09:24:32.393019902+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816046293011} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_chat_send,spf_api_session,spf_chat_history] | ts=2026-04-01T09:23:01.363460301+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816046293011} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_chat_history,spf_api_session] | ts=2026-04-01T09:22:29.542775574+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816046124104} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_api_session,spf_api_session] | ts=2026-04-01T09:22:13.331508653+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816045955197} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_chat_history,spf_api_session] | ts=2026-04-01T09:21:39.525810801+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981604578629} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[spf_api_session,spf_api_session,spf_chat_history] | ts=2026-04-01T09:21:47.321664756+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981604578629} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_api_session,spf_api_session] | ts=2026-04-01T09:21:27.160216431+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160454484767} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_api_session,spf_api_session,spf_chat_history] | ts=2026-04-01T09:21:06.158180762+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160454484767} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_chat_history,spf_chat_history] | ts=2026-04-01T09:19:24.659293613+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816044941756} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_chat_history,spf_chat_history,spf_status] | ts=2026-04-01T09:19:04.069889402+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160446039424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_chat_history,spf_status,spf_api_session] | ts=2026-04-01T09:15:49.441946507+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160437594087} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_status,spf_api_session,spf_api_session] | ts=2026-04-01T09:15:13.640466573+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160435905016} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T09:15:04.362465952+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160432526882} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_chat_receive] | ts=2026-04-01T09:13:58.391043633+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160430837816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_peers] | ts=2026-04-01T09:14:19.140862636+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160430837816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[spf_mesh_peers,spf_chat_receive,spf_chat_history] | ts=2026-04-01T09:13:30.229924321+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816042745968} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_chat_receive,spf_chat_receive,spf_chat_history] | ts=2026-04-01T09:10:54.671843182+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160425770607} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_chat_receive,spf_chat_history,spf_chat_receive] | ts=2026-04-01T09:11:20.078157548+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160425770607} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_receive, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_receive source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_chat_history,spf_chat_receive,spf_chat_receive] | ts=2026-04-01T09:11:08.116161459+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160425770607} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_history, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_history source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_chat_rooms,spf_chat_history,spf_chat_history] | ts=2026-04-01T09:10:09.345245856+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160422392473} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_receive, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_receive source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_chat_history,spf_chat_rooms,spf_chat_history] | ts=2026-04-01T09:10:27.856889807+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160422392473} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_receive, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE 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/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.keys (1 lines)\n 1\tba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816036158602} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.json (6 lines)\n 1\t{\n 2\t \"key\": \"ba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c\",\n 3\t \"addr\": [\"127.0.0.1:4987\"],\n 4\t \"name\": \"ba2ad5c3\",\n 5\t \"role\": \"worker\"\n 6\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816036158602} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys (1 lines)\n 1\tba2ad5c3119ce182c34856833dd6c466c9e70f1da2da1c44a17dfffeb335222c","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816036158602} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/ba2ad5c3.keys\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.keys\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/controller1.json","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816036158602} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/identity.key (1 lines)\n 1\t352bfab756d1207921f869d39a85421a27207518bd5463158195d5e2951efbfd","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160359896954} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_status,spf_mesh_peers] | ts=2026-04-01T08:47:01.485554562+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160356518816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_status,spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T08:46:50.630632327+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160356518816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T08:46:39.944849154+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160356518816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T08:46:36.842011134+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160356518816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T08:46:27.756681815+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816035314068} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":" let connection = endpoint.connect(peer_addr, alpn).await\n let connection = endpoint.connect(peer_addr, alpn).await","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160331182794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Read,spf_status] | ts=2026-04-01T08:38:26.129437832+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160331182794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,spf_status,Grep] | ts=2026-04-01T08:38:00.617232113+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816032780466} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":"fn build_mesh_builder(signing_key: &SigningKey, config: &MeshConfig, alpn: &[u8]) -> iroh::endpoint::Builder {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816032780466} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_status,Grep,spf_api_session] | ts=2026-04-01T08:35:49.302006329+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160324426522} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,spf_chat_send,Grep] | ts=2026-04-01T08:35:26.979268473+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816032273745} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_api_session,Grep] | ts=2026-04-01T08:36:13.873599184+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816032273745} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_api_session,Grep,spf_chat_send] | ts=2026-04-01T08:35:28.513309618+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816032273745} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_status,Read,Grep] | ts=2026-04-01T08:34:23.177908498+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160321048385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,spf_status] | ts=2026-04-01T08:34:18.790565010+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160321048385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_send, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_send source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,spf_mesh_status,Read] | ts=2026-04-01T08:34:30.847979953+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160321048385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_chat_send,Grep,spf_mesh_status] | ts=2026-04-01T08:34:36.052559847+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160321048385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// API Session message — wraps all session communication over StreamType::ApiSession.\npub struct ApiSessionMsg {\n api_sessions: HashMap,\n pub total_api_sessions: u64,\nstruct ActiveApiSession {\n api_sessions: HashMap::new(),\n total_api_sessions: 0,\n \"active_api_sessions\": self.api_sessions.len(),\n \"total_api_sessions\": self.total_api_sessions,\n \"api_session_details\": self.api_sessions.iter().map(|(id, s)| {\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816031935932} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_api_session, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"API Session Status:\n{\n \"active_api_sessions\": 1,\n \"active_streams\": 0,\n \"api_session_details\": [\n {\n \"next_seq\": 1,\n \"peer_key_short\": \"ba2ad5c3119ce182\",\n \"requests_processed\": 0,\n \"session_id\": \"api_ba2ad5c3_1775032217250\",\n \"uptime_secs\": 311\n }\n ],\n \"max_concurrent_per_stream\": 8,\n \"max_total_queued\": 256,\n \"total_api_sessions\": 1,\n \"total_completed\": 0,\n \"total_failed\": 0,\n \"total_pending\": 0,\n \"total_running\": 0,\n \"total_submitted\": 0\n}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816031935932} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.77, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 3101\t session.record_action(\"pipeline\", action, None);\n 3102\t let _ = storage.save_session(session);\n 3103\t\n 3104\t match action {\n 3105\t \"open\" => {\n 3106\t let peer_key = args[\"peer_key\"].as_str().unwrap_or(\"\");\n 3107\t if peer_key.is_empty() {\n 3108\t json!({\"type\": \"text\", \"t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816031935932} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,spf_status,spf_api_session] | ts=2026-04-01T08:33:34.053344818+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816031767025} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (652 lines)\n 481\t let resp_json = serde_json::to_string(&response).unwrap_or_default();\n 482\t Some(Frame::tool_rpc(&resp_json))\n 483\t }\n 484\t\n 485\t StreamType::Control => {\n 486\t // Handle control messages\n 487\t let payload = frame.payload_str().unwrap_or(\"{}\");\n 488\t if payload.contains(\"heartbeat\") {\n 489\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816031598118} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_api_session,spf_api_session] | ts=2026-04-01T08:33:22.717968364+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816031598118} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n// NEW: call_peer_stream() for persistent framed connections.\n/// Check if a connecting peer is in our trusted keys.\n/// Build a configured iroh endpoint builder from mesh config.\nfn build_mesh_builder(signing_key: &SigningKey, config: &MeshConfig, alpn: &[u8]) -> iroh::endpoint::Builder {\n let builder = Endpoint::builder()\n/// Accepts inbound QUIC connections from trusted peers.\n // Bind iroh endpo","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816031598118} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:33:10.595167900+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160312603042} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:30:45.996088685+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160304157705} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_api_session,spf_mesh_status] | ts=2026-04-01T08:30:05.808315939+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160302468634} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_status] | ts=2026-04-01T08:30:15.081517186+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160302468634} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T08:29:46.110133812+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160300779567} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T08:29:30.638993297+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981602990905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:23:25.768117603+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160282199816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:18:11.819131472+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160266998207} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:16:20.455519900+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160261931} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:15:29.839128982+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816026024193} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:14:53.040504204+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981602568638} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T08:14:21.609871404+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160255174727} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[spf_api_session,spf_api_session,spf_chat_receive] | ts=2026-04-01T08:08:47.898681375+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816024504032} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_chat_receive,spf_mesh_call,spf_mesh_peers] | ts=2026-04-01T08:08:09.454079983+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816024335125} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_api_session, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"API Session Status:\n{\n \"active_api_sessions\": 1,\n \"active_streams\": 0,\n \"api_session_details\": [\n {\n \"next_seq\": 2,\n \"peer_key_short\": \"ba2ad5c3119ce182\",\n \"requests_processed\": 1,\n \"session_id\": \"api_ba2ad5c3_1775030694327\",\n \"uptime_secs\": 220\n }\n ],\n \"max_concurrent_per_stream\": 8,\n \"max_total_queued\": 256,\n \"total_api_sessions\": 2,\n \"total_completed\": 0,\n \"total_failed\": 0,\n \"total_pending\": 0,\n \"total_running\": 0,\n \"total_submitted\": 0\n}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816024335125} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_api_session,spf_chat_receive,spf_mesh_call] | ts=2026-04-01T08:08:32.999648151+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816024335125} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_receive, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_receive source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call,spf_mesh_peers,spf_mesh_call] | ts=2026-04-01T08:07:56.766881030+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816024166218} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_mesh_call,spf_status,spf_mesh_peers] | ts=2026-04-01T08:07:50.099549782+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160239973114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_mesh_peers,spf_mesh_call,spf_status] | ts=2026-04-01T08:07:28.367425520+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160239973114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status,spf_status] | ts=2026-04-01T08:06:23.476345649+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816023659498} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_status,spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T08:06:20.669964348+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816023659498} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_status,spf_api_session,spf_mesh_status] | ts=2026-04-01T08:05:58.827906960+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160234905914} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_status,spf_status,spf_api_session] | ts=2026-04-01T08:06:17.982096328+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160234905914} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_mesh_status,spf_mesh_call] | ts=2026-04-01T08:05:47.764593944+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816023152777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_mesh_status,spf_mesh_call,spf_api_session] | ts=2026-04-01T08:04:51.769094017+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160229838705} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:mesh:ba2ad5c3, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=mesh:ba2ad5c3 allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_call,spf_api_session,spf_api_session] | ts=2026-04-01T08:03:59.699165391+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981602247715} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:53:02.640119913+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816020112455} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:52:56.923917831+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816019943548} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_call] | ts=2026-04-01T07:52:03.168160612+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816019774641} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_mesh_call,spf_mesh_peers] | ts=2026-04-01T07:51:40.804423173+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160196057345} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call,spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T07:51:03.852696885+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160192679207} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T07:50:37.155943718+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816019099014} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T07:50:32.981139709+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816019099014} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T07:50:30.400824762+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816018930107} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_status,spf_api_session,spf_api_session] | ts=2026-04-01T07:38:21.084501134+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160042352145} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:37:57.230347914+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160038974008} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:37:36.440590318+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816003728494} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:33:33.173819786+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160023772394} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_api_session,spf_api_session,spf_api_session] | ts=2026-04-01T07:33:07.706057920+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816002039426} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_call] | ts=2026-04-01T07:28:02.420230016+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816001194892} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_api_session,spf_mesh_call] | ts=2026-04-01T07:27:46.522652522+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816001025985} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_call] | ts=2026-04-01T07:27:15.456423107+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599816000857078} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_call, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_call source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T07:26:31.890350832+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998160005192643} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 2701\t Err(e) => json!({\"type\": \"text\", \"text\": format!(\"agent_stats failed: {}\", e)}),\n 2702\t },\n 2703\t None => json!({\"type\": \"text\", \"text\": \"AGENT_STATE LMDB not initialized\"}),\n 2704\t }\n 2705\t }\n 2706\t\n 2707\t \"spf_agent_memory_search\" => {\n 2708\t let query = args[\"query\"].as_str().unwrap_or(\"\");","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159974789417} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T07:15:59.347750500+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159974789417} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T07:15:34.292083791+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159971411283} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-04-01T07:15:14.214421663+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159971411283} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T07:14:08.636679917+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815996803315} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-01T07:13:56.892399193+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815996803315} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-04-01T07:14:32.258383658+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815996803315} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-04-01T07:12:47.500934323+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815996803315} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs:pub struct BrowserSession {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/agent_state.rs:pub struct SessionContext {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/voice.rs:pub struct VoiceSession {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/session.rs:pub struct Session {\n/data/data/com.termux/files/hom","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815996634408} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-01T07:11:41.069582838+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815996634408} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-01T07:12:29.312723757+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815996634408} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n// call_peer() UNCHANGED for backward compat.\n// NEW: call_peer_stream() for persistent framed connections.\n/// Check if a connecting peer is in our trusted keys.\n/// Accepts inbound QUIC connections from trusted peers.\n // Wait until endpoint has relay/public connectivity before accepting\n // Spawn outbound request handler (sync channel → async call_peer)\n call_peer(&ep, &requ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159964655008} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (652 lines)\n 301\t }\n 302\t\n 303\t let first_frame = Frame::new(stream_type, first_payload);\n 304\t\n 305\t // Spawn persistent stream handler\n 306\t let state = Arc::clone(state);\n 307\t let peer_key = peer_key.to_string();\n 308\t tokio::spawn(async move {\n 309\t handle_framed_stream(sen","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159964655008} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate.rs: \"spf_api_session\"\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"mesh_call\" => \"spf_mesh_call\", \"api_session\" => \"spf_api_session\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_api_s","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159964655008} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T07:11:20.851623940+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159961276874} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs:// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs: tls: Option<(Vec, Vec)>,\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs: rustls::crypto::ring::default_provider().install_default().ok();\n/data/data/com.termux/files/home/SPFsmartGAT","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159961276874} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-04-01T07:10:55.954737856+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815995789874} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read] | ts=2026-04-01T07:10:59.210706604+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815995789874} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T07:10:52.452048586+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815995789874} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/tls/cert.pem (10 lines)\n 1\t-----BEGIN CERTIFICATE-----\n 2\tMIIBdTCCARqgAwIBAgIUKVYxGMytkDp3yTVQeX7qZNx/NH4wCgYIKoZIzj0EAwIw\n 3\tITEfMB0GA1UEAwwWcmNnZW4gc2VsZiBzaWduZWQgY2VydDAgFw03NTAxMDEwMDAw\n 4\tMDBaGA80MDk2MDEwMTAwMDAwMFowITEfMB0GA1UEAwwWcmNnZW4gc2VsZiBzaWdu\n 5\tZWQgY2VydDBZMBMGByqGSM49AgEGCCqGSM49AwEHA0IABNk3ncGmG+4TP3Hi2eHO\n 6\tVdFT69OZQzIwcyGBjQW/yHfxPoXPvQ/V1KTmLCpbNW4JMCfFeOuPn7IxK0Ven9jk\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815995620967} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/tls/cert.pem (10 lines)\n 1\t-----BEGIN CERTIFICATE-----\n 2\tMIIBdDCCARqgAwIBAgIUQeIUiUSdyfJhU8vZYfoq6v8ErAcwCgYIKoZIzj0EAwIw\n 3\tITEfMB0GA1UEAwwWcmNnZW4gc2VsZiBzaWduZWQgY2VydDAgFw03NTAxMDEwMDAw\n 4\tMDBaGA80MDk2MDEwMTAwMDAwMFowITEfMB0GA1UEAwwWcmNnZW4gc2VsZiBzaWdu\n 5\tZWQgY2VydDBZMBMGByqGSM49AgEGCCqGSM49AwEHA0IABBDMKjZabHBs7jr5i83d\n 6\to1E0H8DJZMWJv1/+DK73VRHvghV0fOfXOFcj8i6G+Ya417758Es7RJ8hDNSG8hiE\n 7\th+CjLjAsMC","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815995620967} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T06:55:22.497153316+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159912293897} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T06:54:55.012329212+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815991060483} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T06:54:52.553626556+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159908915763} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_mesh_peers,Glob,Read] | ts=2026-04-01T06:27:54.840660038+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815983121863} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,spf_mesh_peers,Glob] | ts=2026-04-01T06:28:00.123520244+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815983121863} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Read,Read] | ts=2026-04-01T06:27:52.127424050+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815982952956} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Glob] | ts=2026-04-01T06:19:14.145079820+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815980419354} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-04-01T06:18:21.014995049+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815980250447} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-04-01T06:18:16.627035571+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815980250447} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.json (6 lines)\n 1\t {\n 2\t \"key\": \"3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\",\n 3\t \"addr\": [\"127.0.0.1:4987\"],\n 4\t \"name\": \"controller1\",\n 5\t \"role\": \"controller\"\n 6\t }","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815980250447} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Glob,spf_mesh_peers] | ts=2026-04-01T06:17:38.301355586+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159799126332} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/swarm2-controller.json","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159799126332} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Bash,Glob] | ts=2026-04-01T06:17:42.110554751+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159799126332} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/groups/clone1.keys","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159797437266} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Glob,spf_mesh_peers,Read] | ts=2026-04-01T06:16:05.230842600+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159794059132} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_peers,Read,Bash] | ts=2026-04-01T06:16:01.210230467+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815979237006} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-01T06:15:50.011570888+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159790680995} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Glob] | ts=2026-04-01T06:15:41.146230422+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159790680995} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T06:15:44.636902348+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159790680995} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-04-01T06:11:15.280762763+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815977716845} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Bash] | ts=2026-04-01T06:11:23.887035312+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815977716845} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Read,Bash] | ts=2026-04-01T06:09:50.941300295+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815977547938} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Read] | ts=2026-04-01T06:10:11.782439923+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815977547938} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T06:09:02.448057918+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815977547938} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-01T06:09:18.345647964+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815977547938} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/http.json (10 lines)\n 1\t{\n 2\t \"api_key\": \"cbca173d626dabefdf7a822a3e36d130ff019ac183c201ad\",\n 3\t \"auth_mode\": \"both\",\n 4\t \"bind\": \"0.0.0.0\",\n 5\t \"port\": 3987,\n 6\t \"tls_cert\": \"tls/cert.pem\",\n 7\t \"tls_enabled\": true,\n 8\t \"tls_key\": \"tls/key.pem\",\n 9\t \"transport\": \"both\"\n 10\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815977547938} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/http.json (10 lines)\n 1\t{\n 2\t \"api_key\": \"11c353c8598b34c55a5134c9b2a66cb2ce571fc7a665ddfb\",\n 3\t \"auth_mode\": \"both\",\n 4\t \"bind\": \"0.0.0.0\",\n 5\t \"port\": 3987,\n 6\t \"tls_cert\": \"tls/cert.pem\",\n 7\t \"tls_enabled\": true,\n 8\t \"tls_key\": \"tls/key.pem\",\n 9\t \"transport\": \"both\"\n 10\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159773790315} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:08:21.838228558+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159770412177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:08:30.986634805+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159770412177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:08:36.541080063+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159770412177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:08:06.676835700+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159768723106} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"ba2ad5c3\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"worker\",\n 11\t \"team\": \"alpha\"\n 12\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815976703404} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SWARMagents/1/SPFsmartGATE/LIVE/CONFIG/network.json (12 lines)\n 1\t{\n 2\t \"role\": \"worker\",\n 3\t \"pool_size\": 3,\n 4\t \"peers\": [\n 5\t {\n 6\t \"name\": \"controller1\",\n 7\t \"key_hex\": \"3e9a6c078e8d2d6957ba499caf289a223bf79daa333cc05f1a8563d16fd2989e\",\n 8\t \"port\": 4987,\n 9\t \"capabilities\": [\"tools\", \"inference\", \"rag\"]\n 10\t }\n 11\t ]\n 12\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815976703404} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T06:01:58.581210736+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815975014336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Bash] | ts=2026-04-01T06:01:51.022592666+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815975014336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-01T06:01:24.213467989+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815974676522} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/identity.pub (1 lines)\n 1\te956f52236a37fda116461743e8ca5bd9ed282210f831bc38ca25c889f69eb57","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159745076155} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Read,Grep] | ts=2026-04-01T06:00:49.367228054+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159745076155} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-04-01T06:00:09.596629267+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815974338709} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Read] | ts=2026-04-01T05:59:09.557422571+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815974000895} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (433 lines)\n 286\t }\n 287\t }\n 288\t }\n 289\t if !trusted.is_empty() {\n 290\t eprintln!(\"[SPF] Loaded {} trusted keys from {:?}\", trusted.len(), groups_dir);\n 291\t }\n 292\t trusted\n 293\t}\n 294\t\n 295\t// ============================================================================\n 296\t// PEER INFO — structured peer data with addresses for mesh conne","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815973831988} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Grep] | ts=2026-04-01T05:57:52.404731976+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159734941746} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Bash,Read] | ts=2026-04-01T05:50:00.862754395+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815972311827} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-04-01T05:52:36.805256002+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815972311827} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs (433 lines)\n 101\t // Write seal bound to this instance\n 102\t write_seal(&signing_key, &key_path, config_dir);\n 103\t\n 104\t // Derive and write API key\n 105\t let api_key = derive_api_key(&signing_key);\n 106\t update_api_key_in_config(config_dir, &api_key);\n 107\t\n 108\t eprintln!(\"[SPF] Generated Ed25519 identity: {}\", hex::encode(verifying_key.to_bytes()));\n 109\t e","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59981597214292} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T05:49:44.007412110+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159719740133} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: let trusted = crate::identity::load_trusted_keys(&cfg_dir.join(\"groups\"));\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"No trusted peers. Add pubkeys to LIVE/CONFIG/groups/*.keys\".to_string()\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: let trusted = crate::identity::load_trusted_key","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815971805106} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T05:42:53.159889558+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159696093177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Bash] | ts=2026-04-01T05:42:26.898664725+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815969440411} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-04-01T05:42:31.056373994+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815969440411} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json (5 lines)\n 1\t{\n 2\t \"role\": \"netadmin\",\n 3\t \"pool_size\": 8,\n 4\t \"peers\": []\n 5\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159692715044} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Bash,spf_chat_rooms] | ts=2026-04-01T05:42:08.708895148+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159692715044} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_chat_rooms,spf_status] | ts=2026-04-01T05:42:04.740860462+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159691025977} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_rooms, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_rooms source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_mesh_peers,spf_mesh_status] | ts=2026-04-01T05:38:26.837437160+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815967751343} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,spf_mesh_status,spf_mesh_status] | ts=2026-04-01T05:38:09.809963521+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599815967582436} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_mesh_status] | ts=2026-04-01T05:37:55.142870505+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159674135293} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_mesh_status] | ts=2026-04-01T05:37:15.073480833+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159672446226} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-04-01T05:34:36.403503706+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159664000884} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Bash,Read] | ts=2026-04-01T05:19:54.281319251+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998159625152315} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Read,Read] | ts=2026-04-01T04:51:45.836570280+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599813098531319} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/cloneMESH/groups/controller1.keys (1 lines)\n 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\"swarm2-controller\",\n 7\t \"key_hex\": \"0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d\",\n 8\t \"port\": 4900,\n 9\t \"capabilities\": [\"inference\", \"rag\", \"tools\"]\n 10\t }\n 11\t ]\n 12\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599811167081918} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-04-01T00:47:10.995368560+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599811167081918} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CONFIG/mesh.json (12 lines)\n 1\t{\n 2\t \"alpn\": \"/spf/mesh/1\",\n 3\t \"capabilities\": [\n 4\t \"tools\"\n 5\t ],\n 6\t \"discovery\": \"local\",\n 7\t \"enabled\": true,\n 8\t \"name\": \"e956f522\",\n 9\t \"port\": 4987,\n 10\t \"role\": \"worker\",\n 11\t \"team\": \"alpha\"\n 12\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599811167081918} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-04-01T00:47:04.194958823+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599811167081918} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Write,Write,Write] | ts=2026-04-01T00:32:17.036400672+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599811163703782} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Write,Write] | ts=2026-04-01T00:32:28.820990771+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599811163703782} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Glob,Write] | ts=2026-04-01T00:32:49.835563992+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599811163703782} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Write,Write,Read] | ts=2026-04-01T00:18:43.908518534+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998111613390864} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Read,Edit] | ts=2026-03-31T23:07:21.270397023+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998100142929226} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-31T23:04:37.882557241+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599810014124016} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-31T22:57:37.716887870+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599809328024543} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-31T22:57:11.131744808+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093278556365} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T22:53:20.902735937+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093268421956} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T22:43:15.682991949+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093241396867} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs (433 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Ed25519 key pair management for SPF mesh authentication.\n 5\t// Each SPF instance generates a unique identity on first run.\n 6\t// Public keys are shared between peers via group files.\n 7\t//\n 8\t// Key storage:\n 9\t// LIVE/CONFIG/identity.key — Ed25519 private key (hex, 64 chars)\n 10\t// LIVE/CONFIG/identity.pub — ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59980932397078} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-03-31T22:39:26.106677506+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599809323126246} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Glob,Bash] | ts=2026-03-31T22:33:46.392939354+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093219438982} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Bash,Grep] | ts=2026-03-31T22:31:06.738474727+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599809321268271} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Bash,Grep,Bash] | ts=2026-03-31T22:31:01.922337698+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599809321099364} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Bash,Read] | ts=2026-03-31T22:30:14.619677560+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093209304574} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Read,spf_pool_status,Read] | ts=2026-03-31T22:16:43.163659328+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093180590414} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,spf_pool_status] | ts=2026-03-31T22:16:47.397786201+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093180590414} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"Mesh: ONLINE — controller, alpha, local, e5f60653f6aef0d3\nBK-QQ ✅ FLINT Mesh Auto-Response (chat.rs — rate limited)\nFL-4 ✅ Mesh FLINT Coordination — all transports use dispatch::call()\nPP-1 ✅ API Session Layer — full agent-to-agent encrypted pipeline\n 7 crates, 8-core pipeline, JNI bridge built\n 3 #43-4 ⬜ Remove pipeline chain system pipeline.rs + mesh.rs + framing.rs\n13 MESH-RP ⬜ Mesh re-pair controller node USER ACTION — cert refr","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093180590414} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Read,spf_config_stats] | ts=2026-03-31T22:16:06.514063092+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093177212276} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_pool_status,Read,Glob] | ts=2026-03-31T22:16:13.171120381+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093177212276} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Glob,Read] | ts=2026-03-31T22:16:10.237931007+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093177212276} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_config_stats,spf_mesh_status] | ts=2026-03-31T22:15:49.623930077+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599809317552321} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_config_stats,spf_mesh_status,spf_session] | ts=2026-03-31T22:15:43.826317163+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599809317552321} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json (12 lines)\n 1\t{\n 2\t \"role\": \"netadmin\",\n 3\t \"pool_size\": 8,\n 4\t \"peers\": [\n 5\t {\n 6\t \"name\": \"swarm2-controller\",\n 7\t \"key_hex\": \"0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d\",\n 8\t \"port\": 4900,\n 9\t \"capabilities\": [\"inference\", \"rag\", \"tools\"]\n 10\t }\n 11\t ]\n 12\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093173834143} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_config_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_config_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_session,Bash] | ts=2026-03-31T22:15:41.022456799+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093172145076} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_session,Bash,Bash] | ts=2026-03-31T22:15:37.973869925+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093170456005} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_transformer_status] | ts=2026-03-31T22:06:32.018804721+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599809314680905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,spf_transformer_status,spf_status] | ts=2026-03-31T22:04:02.315882591+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093140052783} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-31T22:02:35.264487259+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599809313667464} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-31T22:02:32.035254917+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599809313667464} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Edit,Bash] | ts=2026-03-31T21:29:00.518237892+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998093062355645} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Bash,Read] | ts=2026-03-31T21:24:06.553956754+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083314743496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5176 lines)\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t // Graceful shutdown: save final checkpoint if transformer is enabled (stdio mode)\n 5140\t if let Some(transformer_arc) = &state.transformer {\n 5141\t if let Ok(state_guard) = transformer_arc.try_read() {\n 5142\t let mut worker_cfg = crate::worker::WorkerConfig::default();\n 5143\t worker_cfg.role = ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599808331305443} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T21:18:29.651281309+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599808330123095} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.90 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T21:11:15.761029183+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083287718408} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T21:09:50.824587132+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599808328434027} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Read] | ts=2026-03-31T21:09:22.706244122+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083282651203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5175 lines)\n 5126\t }\n 5127\t\n 5128\t \"ping\" => {\n 5129\t send_response(id, json!({}));\n 5130\t }\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t // Graceful shutdown: save final checkpoint i","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083282651203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T21:09:14.530875532+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083282651203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5175 lines)\n 5036\t .block_on(crate::mesh::run(mesh_state, mesh_signing_key, mesh_cfg, mesh_receiver))\n 5037\t });\n 5038\t log(&format!(\"Mesh started (standalone) | Role: {} | Team: {} | Discovery: {}\",\n 5039\t mesh_config.role, mesh_config.team, mesh_config.discovery));\n 5040\t } else if !mesh_config.enabled {\n 5041\t log(\"Mesh disabled (set enabled: true in LIVE/CONFIG/mes","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083280962136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T21:08:37.935506639+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083279273065} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T21:08:03.343543163+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083277584} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5175 lines)\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t // Graceful shutdown: save final checkpoint if transformer is enabled (stdio mode)\n 5139\t if let Some(transformer_arc) = &state.transformer {\n 5140\t if let Ok(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083277584} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T21:06:56.513694907+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083275894928} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t // Graceful shutdown: save final checkpoint if transformer is enabled (stdio mode)\n 5139\t if let Some(transformer_arc) = &state.transformer {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599808327420586} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Read] | ts=2026-03-31T21:00:27.368862628+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599808326744959} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T20:56:33.262868811+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083259004248} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5036\t .block_on(crate::mesh::run(mesh_state, mesh_signing_key, mesh_cfg, mesh_receiver))\n 5037\t });\n 5038\t log(&format!(\"Mesh started (standalone) | Role: {} | Team: {} | Discovery: {}\",\n 5039\t mesh_config.role, mesh_config.team, mesh_config.discovery));\n 5040\t } else if !mesh_config.enabled {\n 5041\t log(\"Mesh disabled (set en","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083259004248} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T20:47:09.745492724+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59980832454917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Read] | ts=2026-03-31T20:45:25.115303701+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083243802634} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5166\t } else {\n 5167\t log(\"Shutdown: skipping checkpoint save — transformer busy (training in progress)\");\n 5168\t }\n 5169\t }\n 5170\t } else {\n 5171\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5172\t log(\"Transport mode: http-only. Stdio disabled. Main thread parked.\");\n 5173\t loop { std:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083242113568} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T20:44:28.181423358+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59980832404245} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5106\t\n 5107\t cmd_log(&format!(\"CALL {} | {}\", name, param_summary(name, &args)));\n 5108\t\n 5109\t // FL-1B: Stdio routes through dispatch::call() like all transports.\n 5110\t // dispatch::call() handles: source-aware lock (FL-1A), gate, execution,\n 5111\t // FLINT intercept (FL-1C), listener notification — one path, all transport","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599808323873543} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T20:43:46.651180926+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083237046363} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-31T20:38:48.840144738+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083225222883} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5051\t\n 5052\t // Run stdio loop if transport is \"stdio\" or \"both\"\n 5053\t if http_config.transport != \"http\" {\n 5054\t let stdin = io::stdin();\n 5055\t for line in stdin.lock().lines() {\n 5056\t let line = match line {\n 5057\t Ok(l) => l,\n 5058\t Err(e) => {\n 5059\t log(&format!(\"stdin read error: {}\", e));\n 5060\t cont","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083225222883} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5061\t }\n 5062\t };\n 5063\t\n 5064\t let line = line.trim().to_string();\n 5065\t if line.is_empty() {\n 5066\t continue;\n 5067\t }\n 5068\t\n 5069\t let msg: Value = match serde_json::from_str(&line) {\n 5070\t Ok(v) => v,\n 5071\t Err(e) => {\n 5072\t log(&format!(\"JSON parse error: {}\", e));\n 5073\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083223533817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-31T20:37:56.754160539+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083223533817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5175 lines)\n 5031\t std::thread::spawn(move || {\n 5032\t tokio::runtime::Builder::new_multi_thread()\n 5033\t .enable_all()\n 5034\t .build()\n 5035\t .expect(\"Failed to create mesh tokio runtime\")\n 5036\t .block_on(crate::mesh::run(mesh_state, mesh_signing_key, mesh_cfg, mesh_receiver))\n 5037\t });\n 5038\t log(&for","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599808322184475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Write] | ts=2026-03-31T20:37:52.640210749+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599808322184475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Write,Read] | ts=2026-03-31T20:33:12.890877001+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083210021274} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Read] | ts=2026-03-31T20:30:48.082543932+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083204954066} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs (494 lines)\n 179\tpub fn save_checkpoint(\n 180\t state: &TransformerState,\n 181\t transformer_config: &TransformerConfig,\n 182\t worker_config: &WorkerConfig,\n 183\t) -> Result {\n 184\t let models_dir = crate::paths::spf_root().join(\"LIVE/MODELS\");\n 185\t std::fs::create_dir_all(&models_dir)\n 186\t .map_err(|e| format!(\"Failed to create MODELS dir: {}\", e))?;\n 187\t\n 188\t let che","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998083204954066} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T20:23:53.795757163+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599808318637432} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-31T20:11:49.614429470+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076703730852} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5177 lines)\n 5166\t Err(e) => log(&format!(\"Shutdown: checkpoint save failed — {}\", e)),\n 5167\t }\n 5168\t } else {\n 5169\t log(\"Shutdown: skipping checkpoint save — transformer busy (training in progress)\");\n 5170\t }\n 5171\t }\n 5172\t } else {\n 5173\t // HTTP-only mode: park main thread (HTTP server runs in spawned","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076702041786} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-31T20:10:22.742458930+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807670035272} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-31T20:10:17.944957630+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807670035272} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5177 lines)\n 4816\t Err(e) => log(&format!(\"Transformer: checkpoint corrupt — {}, using random weights\", e)),\n 4817\t },\n 4818\t Err(e) => log(&format!(\"Transformer: checkpoint read failed — {}, using random weights\", e)),\n 4819\t }\n 4820\t }\n 4821\t\n 4822\t // Load checkpoint manifest for session recovery context\n 4823\t l","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076698663652} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5177 lines)\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t\n 5140\t // Graceful shutdown: save final checkpoint if transformer is enabled (stdio mode)\n 5141\t if let Some(transformer_arc) = &transformer {\n 5142\t if let Ok(state_guard) = transformer_arc.try_read() {\n 5143\t let mut worker_cfg = crate::worker::WorkerConfig::default();\n 5144\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076698663652} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-31T20:08:41.791497146+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076698663652} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-31T20:08:07.974854607+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807669697458} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t } else {\n 5140\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5141\t log(\"Transport mode: http-only. Stdio disabled. Main thread parked.\");\n 5142\t loop { std::thread","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076695285515} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-03-31T19:53:16.424828749+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807658887422} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5137\t }\n 5138\t }\n 5139\t } else {\n 5140\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5141\t log(\"Transport mode: http-only. Stdio disabled. Main thread parked.\");\n 5142\t loop { std::thread::park(); }\n 5143\t }\n 5144\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807658549609} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-31T19:52:06.901006484+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076577050746} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Edit] | ts=2026-03-31T19:51:38.225158630+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807657029447} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Edit,Read] | ts=2026-03-31T19:50:54.219358647+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076568605404} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t } else {\n 5140\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5141\t log(\"Transport mode: http-only. Stdio disabled. Main thread parked.\");\n 5142\t loop { std::thread::park(); }\n 5143\t }\n 5144\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076566916337} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n}\n}\n }\n}\n }\n }\n }\n }\n }\n }\n }\n }\n }\n }\n}\n}\n}\n }\n}\n}\n }\n}\n }\n }\n }\n }\n }\n }\n}\n }\n }\n }\n }\n }\n }\n }\n }\n }\n }\n }\n}\n }\n }\n }\n }\n }\n }\n }\n }\n }\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076561849133} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-03-31T19:50:08.837300904+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807655509286} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-31T19:49:46.343545965+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076551714724} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-31T19:49:13.670222592+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076543269386} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5126\t }\n 5127\t\n 5128\t \"ping\" => {\n 5129\t send_response(id, json!({}));\n 5130\t }\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t } else","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076541580315} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-31T19:48:54.271383745+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076533134973} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-31T19:48:27.959503390+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807652806777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5131\t\n 5132\t _ => {\n 5133\t if !id.is_null() {\n 5134\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5135\t }\n 5136\t }\n 5137\t }\n 5138\t }\n 5139\t } else {\n 5140\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5141\t log(\"Transport mode: http-on","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59980765263787} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-31T19:47:31.343834193+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076519622426} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-31T19:47:57.241515017+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076519622426} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5144 lines)\n 5116\t let blocked = response.result.get(\"_blocked\").and_then(|v| v.as_bool()).unwrap_or(false);\n 5117\t if blocked {\n 5118\t let text = response.result.get(\"text\").and_then(|v| v.as_str()).unwrap_or(\"\");\n 5119\t let snippet: String = text.chars().take(200).collect();\n 5120\t cmd_log(&format!(\"FAIL {} | {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807651793336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T19:45:31.148728614+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076514555226} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-31T19:44:27.552821659+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807651286616} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 5116\t\n 5117\t _ => {\n 5118\t if !id.is_null() {\n 5119\t send_error(id, -32601, &format!(\"Unknown method: {}\", method));\n 5120\t }\n 5121\t }\n 5122\t }\n 5123\t }\n 5124\t } else {\n 5125\t // HTTP-only mode: park main thread (HTTP server runs in spawned thread)\n 5126\t log(\"Transport mode: http-on","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807651117709} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Glob] | ts=2026-03-31T19:39:07.388717823+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807650273175} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4816\t Err(e) => log(&format!(\"Transformer: checkpoint corrupt — {}, using random weights\", e)),\n 4817\t },\n 4818\t Err(e) => log(&format!(\"Transformer: checkpoint read failed — {}, using random weights\", e)),\n 4819\t }\n 4820\t }\n 4821\t Some(std::sync::Arc::new(std::sync::RwLock::new(state)))\n 4822\t } else {\n 48","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807650273175} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Glob,Write] | ts=2026-03-31T19:38:48.276975382+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807650104268} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Grep,Read] | ts=2026-03-31T19:37:50.918296081+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807649766454} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Write,Grep] | ts=2026-03-31T19:38:05.789805711+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599807649766454} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T19:14:09.205477483+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998076446992497} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T19:02:08.406814155+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806964511516} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T18:55:46.924118988+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069631602614} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 5021\t .block_on(crate::mesh::run(mesh_state, mesh_signing_key, mesh_cfg, mesh_receiver))\n 5022\t });\n 5023\t log(&format!(\"Mesh started (standalone) | Role: {} | Team: {} | Discovery: {}\",\n 5024\t mesh_config.role, mesh_config.team, mesh_config.discovery));\n 5025\t } else if !mesh_config.enabled {\n 5026\t log(\"Mesh disabled (set enabled: true in LIVE/CONFIG/mes","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069631602614} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T18:53:18.041570451+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806962653541} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 5081\t // No response needed\n 5082\t }\n 5083\t\n 5084\t \"tools/list\" => {\n 5085\t send_response(id, json!({ \"tools\": tool_definitions() }));\n 5086\t }\n 5087\t\n 5088\t \"tools/call\" => {\n 5089\t let name = params[\"name\"].as_str().unwrap_or(\"\");\n 5090\t let args = params.get(\"arguments\").cloned().unwrap_or(json!({}));\n 5","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069624846343} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-31T18:32:44.845002386+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069604577525} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Grep] | ts=2026-03-31T18:33:51.217315694+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069604577525} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 401\tpub fn handle_train(\n 402\t transformer: &Option>>,\n 403\t args: &Value,\n 404\t config: &TransformerConfig,\n 405\t) -> Value {\n 406\t let state_lock = match transformer {\n 407\t Some(s) => s,\n 408\t None => return json!({\"type\": \"text\", \"text\": \"ERROR: FLINT not loaded. Enable in transformer.json.\"}),\n 409\t };\n 410\t\n 411\t let b","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806960288846} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 601\t for i in 0..n {\n 602\t if offset + i < ewc_grads.len() {\n 603\t grad_tensor.data[i] += ewc_grads[offset + i];\n 604\t }\n 605\t }\n 606\t offset += n;\n 607\t }\n 608\t }\n 609\t\n 610\t // Apply AdamW step on cloned weights\n 611\t let mut cloned = cloned_weigh","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806960288846} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T18:32:08.314576566+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806960119939} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T18:27:17.185548865+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069591064983} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T18:26:10.311620297+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806958937591} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" // FL-9: LearningController removed — training driven by handle_train() + LMDB.\n // Only AdamW optimizer needed (used directly in handle_train).\npub fn handle_train(\n // for brain storage, then persists to LMDB. handle_train() reads from\npub fn handle_train_evil(args: &Value) -> Value {\n // Store in LMDB as tlog entry for handle_train() consumption\npub fn handle_train_good(args: &Value) -> Value {\n// \"spf_transformer_train\" => { /* gate check + */ handle_train(&state.tra","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806958937591} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T18:25:31.388696926+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806958937591} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 201\t// ============================================================================\n 202\t// TOOL HANDLERS — called from mcp.rs match arms\n 203\t// ============================================================================\n 204\t\n 205\t/// Handle spf_transformer_status\n 206\t/// Returns: model loaded status, param count, checkpoint info, role, config summary\n 207\tpub fn handle_status(\n 208\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069587686845} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T18:21:35.433749256+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069580930574} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4796\t &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n 4797\t );\n 4798\t // RC-2: Load checkpoint if available (same pattern as worker.rs init_transformer)\n 4799\t let ckpt_path = crate::paths::spf_root()\n 4800\t .join(\"LIVE/MODELS\")\n 4801\t .join(&transformer_config.writer_checkpoint);\n 48","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069579241503} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T18:20:23.344135012+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069577552436} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-31T18:19:43.526204975+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069575863365} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4796\t &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n 4797\t );\n 4798\t // RC-2: Load checkpoint if available (same pattern as worker.rs init_transformer)\n 4799\t let ckpt_path = crate::paths::spf_root()\n 4800\t .join(\"LIVE/MODELS\")\n 4801\t .join(&transformer_config.writer_checkpoint);\n 4802\t if ckpt_path.exists","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069575863365} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4721\t }\n 4722\t Err(e) => {\n 4723\t log(&format!(\"Warning: Failed to open TMP_DB LMDB at {:?}: {}\", tmp_db_path, e));\n 4724\t None\n 4725\t }\n 4726\t };\n 4727\t\n 4728\t // Initialize AGENT_STATE LMDB\n 4729\t let agent_db_path = live_base.join(\"LMDB5/LMDB5.DB\");\n 4730\t log(&format!(\"AGENT_STATE path: {:?}\", agent_db_path));\n 4731\t\n 4732\t let agent_db = match Ag","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59980695741743} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-31T18:18:48.318124580+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806957248523} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 5001\t log(&format!(\"{} API started on {}:{}\", scheme, http_config.bind, http_port));\n 5002\t }\n 5003\t }\n 5004\t }\n 5005\t\n 5006\t // ================================================================\n 5007\t // MESH NETWORK — standalone (only when HTTP is disabled)\n 5008\t // Normally mesh runs in shared runtime above with HTTP.\n 5009\t // This path handles: mesh enabled b","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069570796165} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-31T18:18:25.745839797+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069569107094} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-31T18:17:42.416315022+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069567418027} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Bash,Read] | ts=2026-03-31T18:17:10.630644617+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069565728956} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-31T18:15:11.918912006+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806955728362} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T18:14:32.617952802+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069555594547} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Bash,Read] | ts=2026-03-31T18:13:22.408100069+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806955390548} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/main.rs (738 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// CLI and MCP stdio server. All tool calls route through this gateway.\n 5\t// Usage:\n 6\t// spf-smart-gate serve # Run MCP server (stdio)\n 7\t// spf-smart-gate gate # One-shot gate check\n 8\t// spf-smart-gate status ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069552216414} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 3601\t json!({\"type\": \"text\", \"text\": format!(\n 3602\t \"Calling {}... ring sent. Use end_call to hang up.\", peer_short\n 3603\t )})\n 3604\t }\n 3605\t \"end_call\" => {\n 3606\t // Block MM: End peer voice call\n 3607\t let mut call_state = crate::voice::CALL_STATE.lock().unwrap_or_else(|e| e.into_i","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069550527347} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Read,Write] | ts=2026-03-31T18:12:02.630687026+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998069550527347} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Grep,Read] | ts=2026-03-31T17:53:44.860010438+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806952856946} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T17:52:36.434506350+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806952856946} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T17:53:09.443788004+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806952856946} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T17:53:32.054637370+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806952856946} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 3801\t match call_info {\n 3802\t Some((peer_short, secs)) => {\n 3803\t if let Some(ref mut vs) = *voice_lock { vs.stop(); }\n 3804\t *voice_lock = None;\n 3805\t eprintln!(\"[SPF-VOICE] Peer {} ended call ({}s)\", peer_short, secs);\n 3806\t json!({\"type\": \"text\", \"text\": forma","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806952688039} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T17:51:48.673572983+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806952688039} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4201\t for peer_key in &active_keys {\n 4202\t if peer_key == pub_key_hex { continue; }\n 4203\t if let Some(ref tx) = mesh_tx {\n 4204\t let addrs: Vec = peers.get(peer_key)\n 4205\t .map(|p| p.addr.clone())\n 4206\t .unwrap_or_default();\n 4207\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806952688039} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T17:48:33.054650088+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806952688039} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T17:51:43.700412255+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806952688039} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4501\t let worker_name_for_lookup: Option = snapshot.iter()\n 4502\t .find(|(_, _, tid, _)| tid.as_deref() == Some(task_id))\n 4503\t .map(|(name, _, _, _)| name.clone());\n 4504\t\n 4505\t let key_hex = worker_name_for_lookup\n 4506\t .as_deref()\n 4507\t .and_then(|n| pool.find_by_name(n));\n 4508\t\n 4509\t let key_hex = matc","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806148184891} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T17:47:44.341013284+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998061480159844} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Glob] | ts=2026-03-31T17:39:10.462807959+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806146833637} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Write,Write] | ts=2026-03-31T17:37:45.975749450+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806146495823} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs (494 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK O — Headless worker node that runs transformer inference\n 5\t// without a Claude API session. Accepts tasks via mesh pipeline,\n 6\t// executes them locally, streams results back.\n 7\t//\n 8\t// Worker boot:\n 9\t// 1. Load config (same as normal serve mode)\n 10\t// 2. Load transformer checkpoint\n 11\t// 3. Start","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806146495823} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Glob,Write] | ts=2026-03-31T17:38:14.144022043+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806146495823} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Write,Read] | ts=2026-03-31T17:35:03.222502741+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599806145820196} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Read,spf_transformer_status] | ts=2026-03-31T16:48:29.085474484+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998061316320236} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_transformer_status,spf_transformer_metrics] | ts=2026-03-31T15:41:41.896514450+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599805455160239} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_transformer_metrics] | ts=2026-03-31T09:44:46.551791892+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804777168294} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics] | ts=2026-03-31T09:44:44.602225591+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047769993873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-31T09:44:41.802177675+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047768304806} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Glob,Read] | ts=2026-03-31T09:42:32.091473245+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047758170397} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Read,Read] | ts=2026-03-31T09:42:20.301802208+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804775648133} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:42:14.199627783+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804775479226} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:41:43.696720972+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047749725055} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:41:40.004026130+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804774803599} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:41:36.499652798+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804774634692} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4541\t let mut listeners: Vec> = Vec::new();\n 4542\t let mut collector_arc = None;\n 4543\t if transformer_config.enabled {\n 4544\t let collector = std::sync::Arc::new(\n 4545\t crate::gate_training::GateTrainingCollector::new(10000)\n 4546\t );\n 4547\t listeners.push(Box::new(collector.clone()));\n 4548\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047732834375} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:40:24.624696940+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047732834375} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:37:10.054808420+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047714254624} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-31T09:36:56.048499467+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047707498353} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Grep] | ts=2026-03-31T09:36:25.973238541+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047707498353} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4581\t crate::brain_local::index_spf_sources();\n 4582\t\n 4583\t let live_base = spf_root().join(\"LIVE\");\n 4584\t\n 4585\t // Open LMDBs (same as run)\n 4586\t let tmp_db = crate::tmp_db::SpfTmpDb::open(&live_base.join(\"TMP/TMP.DB\")).ok();\n 4587\t let agent_db = crate::agent_state::AgentStateDb::open(&live_base.join(\"LMDB5/LMDB5.DB\")).ok();\n 4588\t let fs_db = crate::fs::SpfF","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047705809286} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4821\t Some(std::sync::Arc::new(std::sync::RwLock::new(state)))\n 4822\t } else {\n 4823\t log(\"Transformer: disabled (set enabled: true in LIVE/CONFIG/transformer.json)\");\n 4824\t None\n 4825\t };\n 4826\t\n 4827\t // ================================================================\n 4828\t // MESH CONFIG + CHANNEL — created before state so mesh_tx is available\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047705809286} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-31T09:36:15.417630629+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804769905301} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:35:39.671435851+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804769905301} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:35:27.110271949+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047697363944} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:32:20.072777229+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047695674877} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4881\t tmp_db,\n 4882\t agent_db,\n 4883\t fs_db,\n 4884\t pub_key_hex,\n 4885\t trusted_keys,\n 4886\t auth_mode: http_config.auth_mode.clone(),\n 4887\t nonce_cache: Mutex::new(std::collections::HashMap::new()),\n 4888\t listeners,\n 4889\t mesh_tx,\n 4890\t peers,\n 4891\t transformer,\n 4892\t transformer_config,\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047693985806} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 4641\t tmp_db,\n 4642\t agent_db,\n 4643\t fs_db,\n 4644\t pub_key_hex: pub_key_hex.clone(),\n 4645\t trusted_keys,\n 4646\t auth_mode: http_config.auth_mode.clone(),\n 4647\t nonce_cache: Mutex::new(std::collections::HashMap::new()),\n 4648\t listeners,\n 4649\t mesh_tx,\n 4650\t peers,\n 4651\t transformer: Some(transforme","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047693985806} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:31:45.993004533+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804768554047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5129 lines)\n 921\t };\n 922\t\n 923\t let relative = path.strip_prefix(\"/config\").unwrap_or(\"\").trim_start_matches('/');\n 924\t\n 925\t match op {\n 926\t \"ls\" => {\n 927\t if relative.is_empty() {\n 928\t json!({\"type\": \"text\", \"text\": \"/config:\\n-644 0 version\\n-644 0 mode\\n-644 0 tiers\\n-644 0 formula\\n-644 0 weights\\n-644","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804768554047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:30:57.910285281+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047678784193} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:30:44.805496276+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804767371699} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:30:39.454360705+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804767033885} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" transformer: &Option>>,\n transformer: std::sync::Arc>,\n // Wire collector into TransformerState so handle_train() can drain signals\n crate::flint_memory::start_memory_router(\n let mut state = crate::transformer_tools::TransformerState::from_config(\n // Wire collector into TransformerState so handle_train() can drain signals.\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047668649784} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T09:30:20.674362691+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047668649784} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: let mut state = crate::transformer_tools::TransformerState::from_config(\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/integration_tests.rs: let state = transformer_tools::TransformerState::from_config(&config, \"researcher\");","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047666960717} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/main.rs (738 lines)\n 81\t tool: String,\n 82\t\n 83\t /// Parameters as JSON string\n 84\t params: String,\n 85\t },\n 86\t\n 87\t /// Show gateway status\n 88\t Status,\n 89\t\n 90\t /// Show full session state\n 91\t Session,\n 92\t\n 93\t /// Reset session (fresh start)\n 94\t Reset,\n 95\t\n 96\t /// Initialize/verify LMDB config (auto-runs on st","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804766020444} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:30:06.706154155+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804766020444} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:28:19.006621487+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047650070033} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:27:44.067267959+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047648380966} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:27:25.589253227+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59980476466919} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:26:51.521564906+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047645002833} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:27:08.294448598+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047645002833} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:26:23.041666480+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047643313766} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:26:15.030240389+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047641624695} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Run as headless worker node (transformer-driven, no stdio MCP)\n // Load transformer config\n let transformer_config = config::TransformerConfig::load(\n &paths::spf_root().join(\"LIVE/CONFIG/transformer.json\")\n // Initialize transformer (load checkpoint if available)\n let transformer_state = worker::init_transformer(&transformer_config, &worker_config)\n .expect(\"Failed to initialize transformer\");\n let tran","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804763993563} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub fn init_transformer(\n fn test_init_transformer_disabled() {\n let result = init_transformer(&tc, &wc);\n fn test_init_transformer_no_checkpoint() {\n let result = init_transformer(&tc, &wc);\n fn test_init_transformer_researcher_role() {\n let result = init_transformer(&tc, &wc);","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047638246558} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs (494 lines)\n 141\t // Create transformer state\n 142\t let mut state = TransformerState::from_config(transformer_config, &worker_config.role);\n 143\t\n 144\t // Try to load checkpoint\n 145\t let checkpoint_file = std::path::Path::new(&checkpoint_path);\n 146\t if checkpoint_file.exists() {\n 147\t match std::fs::read(checkpoint_file) {\n 148\t Ok(data) => {\n 149\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047638246558} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Override checkpoint path\n checkpoint: Option,\n Commands::Worker { role, checkpoint, max_concurrent } => {\n checkpoint_override: checkpoint.clone(),\n // Initialize transformer (load checkpoint if available)\n let transformer_state = worker::init_transformer(&transformer_config, &worker_config)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804763655749} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs (494 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK O — Headless worker node that runs transformer inference\n 5\t// without a Claude API session. Accepts tasks via mesh pipeline,\n 6\t// executes them locally, streams results back.\n 7\t//\n 8\t// Worker boot:\n 9\t// 1. Load config (same as normal serve mode)\n 10\t// 2. Load transformer c","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804763655749} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub last_checkpoint: String,\n last_checkpoint: String::new(),\n if state.last_checkpoint.is_empty() { \"none\" } else { &state.last_checkpoint },\n // CP-1: Persist checkpoint so RC-2 can restore weights + step on restart.\n state.last_checkpoint = ckpt_path.to_string_lossy().to_string();\n if state.last_checkpoint.is_empty() { \"none\" } else { &state.last_checkpoint },\n assert!(state.last_checkpoint.is_empty());","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047633179358} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:25:27.597275667+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804762980122} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/checkpoint.rs (483 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Save/load transformer weights to/from binary format.\n 5\t// Versioned checkpoints for rollback safety.\n 6\t// Delta format for mesh weight sharing (send only changed weights).\n 7\t//\n 8\t// Storage: LMDB via agent_state.rs or flat binary files in DEPLOY.\n 9\t// Binary format: [magic:4][versio","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047624734015} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:25:23.783231919+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804762304495} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Save/load transformer weights to/from binary format.\n let payload_len = frame.payload.len();\n let valid_format = payload_len >= 4 && &frame.payload[..4] == CHECKPOINT_MAGIC;\n &peer_key[..8.min(peer_key.len())], payload_len, valid_format);\n // Apply weights if valid format and transformer loaded\n match deserialize_weights(&frame.payload) {\n \"bytes_received\": payload_len,\n let (loaded, meta) = deserialize_weights(&bytes).unwrap();\n assert_eq!(load","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047621355878} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:25:20.043652441+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047621355878} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T09:23:30.653503004+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804761122147} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:23:14.883037593+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59980476095324} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (774 lines)\n 601\t .ok()\n 602\t .and_then(|mut g| g.take());\n 603\t if let Some(channels) = channels {\n 604\t handle_browser_ws(socket, channels).await;\n 605\t }\n 606\t // No channels = no active session, close immediately\n 607\t })\n 608\t}\n 609\t\n 610\t/// Bridge mpsc channels to WebSocket — command relay between BrowserSession and brow","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804760784333} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T09:22:00.731522621+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804760277613} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:21:47.108392731+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804760108706} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:21:27.358610447+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047599397993} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:21:09.692044307+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804759770892} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:20:52.076721450+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047596019855} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:20:13.207140631+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047596019855} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T09:20:09.209788341+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804759433079} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T09:19:47.538942880+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804759264172} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned","outcome":" crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804759095265} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs (652 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// Rev 2: Persistent bidirectional streams with framing protocol.\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804759095265} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/chat.rs (1286 lines)\n 551\t pub last_seen: String,\n 552\t pub name: Option,\n 553\t}\n 554\t\n 555\timpl PeerPresence {\n 556\t pub fn new(peer_key: &str) -> Self {\n 557\t Self {\n 558\t peer_key: peer_key.to_string(),\n 559\t short_key: peer_key[..8.min(peer_key.len())].to_string(),\n 560\t status: PeerStatus::Online,\n 561\t last_seen: chr","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047589263584} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/chat.rs:pub fn handle_mesh_chat(\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mesh.rs: crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047587574513} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"// REFACTOR: gate::process() called at entry before handle_tool_call.\n// Gate is the door. handle_tool_call is pure execution — no gate inside.\n/// Gate fires BEFORE handle_tool_call — gate is the door.\n/// 7. If allowed → handle_tool_call (pure execution)\n // Allowed — execute through handle_tool_call (pure execution, no gate inside)\n crate::mcp::handle_tool_call(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047587574513} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T09:19:22.675494973+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804758081824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs (1052 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9\t// gate.rs gets 5 tools added to allowlist.\n 10\t//\n 11","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804757406197} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:18:50.882066079+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804757406197} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T09:18:29.426857598+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047568994767} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T09:18:25.936431557+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047567305695} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T09:18:21.406804424+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804756561663} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:18:16.374549582+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804756392756} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T09:17:03.495027839+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047562238495} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub fn from_config(config: &TransformerConfig, role: &str) -> Self {\n \"description\": \"Get FLINT transformer status (loaded, params, checkpoint, role)\",\n/// Returns: model loaded status, param count, checkpoint info, role, config summary\n let state = TransformerState::from_config(&config, \"writer\");\n let state = TransformerState::from_config(&config, \"writer\");\n let state = TransformerState::from_config(&config, \"writer\");\n let mut state = TransformerSta","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047560549424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,spf_session] | ts=2026-03-31T09:16:40.705453941+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047553793153} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,spf_session,spf_agent_session_info] | ts=2026-03-31T09:16:18.451833637+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047552104087} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/flint_memory.rs (1075 lines)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ drop folder for user-added files → au","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047550415015} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/dispatch.rs (505 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Foundation layer for ALL tool routing.\n 5\t// Every transport (stdio, HTTP, mesh, voice) converges here.\n 6\t// Zero dependencies on pipelines, mesh, or any higher layer.\n 7\t//\n 8\t// REFACTOR: gate::process() called at entry before handle_tool_call.\n 9\t// Gate is the door. handle_tool_call","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804754872595} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_session,spf_agent_session_info,Read] | ts=2026-03-31T09:15:52.339781824+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047543658744} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_agent_session_info,Read,spf_status] | ts=2026-03-31T09:13:22.976754173+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047514944584} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_status,spf_session,Read] | ts=2026-03-31T09:11:55.561396498+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047513255518} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_session_info, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_session_info source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_status,spf_session] | ts=2026-03-31T09:13:04.805561003+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047513255518} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_session,Read] | ts=2026-03-31T09:02:24.955447341+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804744738186} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_session source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read] | ts=2026-03-31T09:02:22.868365623+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047445692793} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-31T09:00:08.327099164+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047444003722} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T08:41:33.975701360+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804730381107} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T08:41:25.111834748+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047302122003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":"const PROMOTE_TOP_PERCENT: f64 = 0.20;\n ((scored.len() as f64 * PROMOTE_TOP_PERCENT).ceil() as usize).max(1)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804729536573} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T08:40:58.205848977+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804729536573} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T08:40:33.787668935+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047288609456} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-31T08:39:58.708794104+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804728692039} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":" // Without this, promote_tier() finds 0 memories and does nothing.\n promote_tier(&db, MemoryType::Working, MemoryType::Fact, \"24hr→7day\");\n promote_tier(&db, MemoryType::Fact, MemoryType::Pinned, \"7day→pinned\");\nfn promote_tier(db: &AgentStateDb, from: MemoryType, to: MemoryType, label: &str) {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047285231323} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-31T08:39:11.973921257+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047280164114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 555\t// ============================================================================\n 556\t\n 557\tfn run_router(\n 558\t collector: Arc,\n 559\t transformer: Option>>,\n 560\t state: Arc,\n 561\t) {\n 562\t // FL-5 + FL-6: Restore confusion matrix and FP-locked signals from LMDB\n 563\t let cm_db_path = spf_root().join(\"LIVE/LMDB","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047278475047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4901\t\n 4902\t // Spawn FLINT Memory Router — AFTER ServerState (needs Arc for dispatch::call)\n 4903\t if let Some(ref collector) = collector_arc {\n 4904\t crate::flint_memory::start_memory_router(\n 4905\t collector.clone(), state.transformer.clone(), state.clone()\n 4906\t );\n 4907\t log(\"FLINT Memory Router started (MB-FR/MB-FT) with auto-train + metrics\");\n 4908\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047273407847} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Read] | ts=2026-03-31T08:37:53.911397798+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804726327344} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T08:37:35.247829211+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047256517163} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T08:36:28.432244445+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804725144996} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T08:36:07.042428307+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804724300462} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T08:36:01.150896434+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804724131555} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4911\t if http_config.transport != \"stdio\" {\n 4912\t if http_config.api_key.is_empty() && state.trusted_keys.is_empty() {\n 4913\t log(\"HTTP: No API key and no trusted keys. Falling back to stdio only.\");\n 4914\t } else {\n 4915\t // Generate or load TLS certs if TLS is enabled\n 4916\t let tls = if http_config.tls_enabled {\n 4917\t let config_dir = crate::pa","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804724131555} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Write] | ts=2026-03-31T08:28:28.679391815+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804717882003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Grep] | ts=2026-03-31T08:20:15.813680076+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047128147985} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4851\t if let Some(ref t_lock) = transformer {\n 4852\t let mut t_state = t_lock.write().unwrap();\n 4853\t t_state.collector = Some(collector.clone());\n 4854\t log(\"Collector wired to TransformerState (Serve mode)\");\n 4855\t }\n 4856\t }\n 4857\t\n 4858\t // ================================================================\n 4859\t // NETWORK POOL — load config, init Poo","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047128147985} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-31T08:18:25.100382462+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047118013576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 521\t crate::train::TrainingTarget::GateDecision(l) => l.clamp(0.0, 1.0),\n 522\t crate::train::TrainingTarget::NextToken(_) => continue,\n 523\t };\n 524\t let pred_t = crate::tensor::Tensor::from_data(\n 525\t vec![prediction], vec![1]\n 526\t ).unwrap();\n 527\t\n 528\t if let Ok((loss, ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599804711294637} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T08:08:05.567102334+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998047036938305} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:58:01.660446419+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002129684066} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T07:53:45.750553287+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800211786059} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/integration_tests.rs: let data = checkpoint::serialize_weights(&weights_refs, \"test\", 0)\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: match crate::checkpoint::serialize_weights(&weight_refs, \"flint_writer\", state.training_step) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs: let data = crate::checkpoint::serialize_weights(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800211786059} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T07:52:25.657409359+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002112793386} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T07:45:01.199039060+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002090835497} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T07:40:58.073353476+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800208070109} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4791\t ).unwrap_or_default();\n 4792\t\n 4793\t let transformer = if transformer_config.enabled {\n 4794\t log(\"Transformer: enabled — initializing runtime state\");\n 4795\t let mut state = crate::transformer_tools::TransformerState::from_config(\n 4796\t &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n 4797\t );\n 4798\t // RC-2: Load ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800207901202} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:40:10.946271462+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002077322955} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4751\t Ok(db) => {\n 4752\t log(&format!(\"SPF_FS LMDB initialized at {:?}/SPF_FS.DB/\", fs_db_storage));\n 4753\t Some(db)\n 4754\t }\n 4755\t Err(e) => {\n 4756\t log(&format!(\"Warning: Failed to open SPF_FS LMDB: {}\", e));\n 4757\t None\n 4758\t }\n 4759\t };\n 4760\t\n 4761\t // ================================================================\n 4762\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800207563389} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:40:07.283560110+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800207563389} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:39:31.332471009+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002073944817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T07:35:47.624016563+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800206381041} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"// NEW: stream_router() dispatches by StreamType.\n let response = stream_router(&first_frame, state, peer_key);\n let response = stream_router(&frame, state, peer_key);\nfn stream_router(\n crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002058743204} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T07:34:48.359809294+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002058743204} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T07:32:14.623526696+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002057054137} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs: crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs:pub fn handle_mesh_chat(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800205536507} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T07:31:58.288757171+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002053676} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T07:31:07.263591045+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002051986933} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mesh.rs (652 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n 5\t// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n 6\t// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n 7\t//\n 8\t// Rev 2: Persistent bidirectional streams with framing protocol.\n 9\t// Legacy detect","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002051986933} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T07:31:02.346294745+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002051986933} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T07:23:51.795812982+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800203002905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs (1286 lines)\n 1201\t assert!(prompt.contains(\"hello\"));\n 1202\t assert!(prompt.ends_with(\" question \"));\n 1203\t }\n 1204\t\n 1205\t #[test]\n 1206\t fn test_score_response_accept() {\n 1207\t let good = \"SPF is a secure gateway system that routes tool calls through complexity enforcement\";\n 1208\t match score_response(good) {\n 1209\t ResponseQuality::Accept { score } => a","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002028339977} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Write] | ts=2026-03-31T07:21:58.843151879+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002023272777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Read] | ts=2026-03-31T07:21:54.494188287+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998002021583706} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-03-31T07:18:11.140116758+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800201313837} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/30marAUDIT.md (535 lines)\n 2\t**Source of Truth:** Live build at `~/SPFsmartGATE/src/`\n 3\t**Auditor:** Claude (step-3.5-flash)\n 4\t**Purpose:** Verify complete and correct implementation, find gaps, stubs, bypasses, miswirings, outdated docs.\n 5\t\n 6\t---\n 7\t\n 8\t## 1. Tool Routing Matrix — Definitions vs Handlers\n 9\t\n 10\t**Tool Definitions Source:** `src/mcp.rs` — `tool_definitions()`","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599800201313837} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T07:05:02.313856798+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998001979357004} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T07:03:53.562748647+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998001977667933} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 801\t\n 802\t let cmd = words[0].rsplit('/').next().unwrap_or(words[0]);\n 803\t\n 804\t // sed -i is a special case — only write-class with the -i flag\n 805\t let is_write_cmd = WRITE_COMMANDS.contains(&cmd)\n 806\t || (cmd == \"sed\" && (words.contains(&\"-i\") || words.iter().any(|w| w.starts_with(\"-i\"))));\n 807\t\n 808\t if !is_write_cmd { continue; }\n 809\t\n 810\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5998001977667933} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:57:40.331348894+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995741628417} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:57:34.316682125+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995741628417} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":" check_bash_build_anchor(&normalized, config, sess, &mut result);\nfn check_bash_build_anchor(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995741628417} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 601\t\n 602\t match cmd {\n 603\t \"cp\" | \"mv\" => {\n 604\t // Last non-flag arg is destination\n 605\t let args: Vec<&&str> = words[1..].iter().filter(|w| !w.starts_with('-')).collect();\n 606\t if args.len() >= 2 {\n 607\t let dest = args[args.len() - 1];\n 608\t if looks_like_path(dest) && !is_write_allowed(dest)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995733183075} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:53:44.957264452+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995733183075} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" if config.require_read_before_edit && !session.files_read.contains(&canonical_path) {\n && !session.files_read.contains(&canonical_path)\n check_bash_build_anchor(&normalized, config, sess, &mut result);\nfn check_bash_build_anchor(\n if !session.files_read.contains(&canonical) && !session.files_read.contains(&expanded) {\n fn bash_anchor_warns_unread_rm_target() {\n // rm targeting a file not in session.files_read — should warn\n fn bash_anchor_passes_read_tar","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799573149401} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:52:55.388619315+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799573149401} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T06:41:42.412334676+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799570109078} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T06:41:37.688192178+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995699401715} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Validates tool calls against SPF rules:\n 5\t// - Stage 0: Command whitelist (default-deny) — BLOCK-03\n 6\t// - Build Anchor Protocol (must read before edit/write)\n 7\t// - Blocked paths (/tmp, /etc, /usr, /system)\n 8\t// - Dangerous command detection\n 9\t// - User FS recon command blocking\n 10\t// - Bash write-destinatio","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995699401715} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:40:58.349578182+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799569771265} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T06:37:32.468822532+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995689267306} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 456\t}\n 457\t\n 458\t// ============================================================================\n 459\t// FL-3 — CONTEXT INJECTION\n 460\t//\n 461\t// Attaches brain context from pre-execution intercept to tool response.\n 462\t// Claude sees result + relevant memories in one response — saves 1-3 separate\n 463\t// brain_search calls per complex task.\n 464\t//\n 465\t// Context budget: max ~2000 chars (","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799568588917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T06:37:05.491868167+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799568588917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:36:30.709910211+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59979956842001} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 121\t pub args_summary: String,\n 122\t}\n 123\t\n 124\t/// Tools that produce no learning value — skip FLINT intercept entirely.\n 125\t/// Status, metrics, and meta-inspection tools. Zero overhead bypass.\n 126\tconst BYPASS_TOOLS: &[&str] = &[\n 127\t \"spf_status\", \"spf_calculate\", \"spf_session\",\n 128\t \"spf_config_paths\", \"spf_config_stats\",\n 129\t \"spf_tmp_list\", \"spf_tmp_stats\", \"spf_tmp_ac","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799568251103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 166\t // Query brain for relevant context — BRAIN Mutex is independent of session\n 167\t let brain_hits = if query.len() > 5 {\n 168\t crate::brain_local::brain_search(&query, \"default\", 3)\n 169\t } else {\n 170\t String::new()\n 171\t };\n 172\t\n 173\t // Build Anchor context for code write tools (TR-B/TR-E)\n 174\t // When AI writes/edits source files, FLINT pre-loads modul","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995680821964} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:36:07.553021106+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995680821964} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:35:40.748098147+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995680821964} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":" static GATE_START: std::sync::LazyLock =\n if GATE_START.elapsed() < std::time::Duration::from_secs(86400) {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799567744383} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:34:17.426040002+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799567744383} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:34:22.004320833+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799567744383} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 2\t// Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t//\n 4\t// MB-FR: Background thread — always running, no Claude session required.\n 5\t// FLINT decides: WHAT gets stored, WHERE it goes, priority, TTL.\n 6\t// MiniLM (via brain_store) does the embedding — not the decision.\n 7\t// Watches knowledge/ drop folder for user-added files → auto-index.\n 8\t//\n 9\t// ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799567575476} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T06:29:01.264456945+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799567575476} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 311\t if let Some(ctx_val) = build_context_injection(&ctx.brain_hits) {\n 312\t obj.insert(\"_flint_context\".to_string(), ctx_val);\n 313\t }\n 314\t }\n 315\t\n 316\t output\n 317\t}\n 318\t\n 319\t/// Build a search query from tool name and arguments for brain context lookup.\n 320\tfn build_intercept_query(tool: &str, args: &Value) -> String {\n 321\t // Extract the most rel","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799567575476} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T06:28:56.424153353+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799567575476} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:26:57.648346940+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995674065693} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T06:26:25.269476744+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799567237662} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 241\t if result.get(\"_blocked\").and_then(|v| v.as_bool()).unwrap_or(false) {\n 242\t return result.clone();\n 243\t }\n 244\t\n 245\t // Extract text content from result\n 246\t let text = result.get(\"text\").and_then(|v| v.as_str()).unwrap_or(\"\");\n 247\t\n 248\t // Score result relevance for memory storage\n 249\t let relevance = score_result(tool, text);\n 250\t\n 251\t // Store h","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995670687555} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs (1075 lines)\n 181\t }\n 182\t } else {\n 183\t String::new()\n 184\t };\n 185\t\n 186\t // Merge brain hits + anchor context\n 187\t let combined_hits = match (brain_hits.is_empty(), anchor_hits.is_empty()) {\n 188\t (true, true) => String::new(),\n 189\t (true, false) => anchor_hits,\n 190\t (false, true) => brain_hits,\n 191\t (false, false) => format!(\"{}\\n\\n{}\", brai","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799566899849} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T06:26:17.976885393+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799566899849} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":" // 24-hour grace period — let raw data flow through uncompressed\n static GATE_START: std::sync::LazyLock =\n if GATE_START.elapsed() < std::time::Duration::from_secs(86400) {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799566899849} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T06:24:23.167173458+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799566562035} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T06:23:48.756910762+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995663931284} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T06:24:07.034177630+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995663931284} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,spf_agent_context] | ts=2026-03-31T06:08:50.248271678+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799563183899} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (774 lines)\n 521\t preferred, port\n 522\t );\n 523\t }\n 524\t return port;\n 525\t }\n 526\t Err(_) => continue,\n 527\t }\n 528\t }\n 529\t eprintln!(\n 530\t \"[SPF] WARNING: No port available in {}..={}, falling back to {}\",\n 531\t preferred, range_end, preferred\n 532\t );\n 533\t preferred\n 534\t}\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799563014992} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,spf_agent_context,spf_brain_search] | ts=2026-03-31T06:07:43.356845454+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799563014992} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Write,Read] | ts=2026-03-31T06:07:20.883239473+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995626771786} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_agent_context,spf_brain_search,Write] | ts=2026-03-31T06:07:38.959973372+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995626771786} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 37\t/// Multiple readers (inference) can proceed simultaneously.\n 38\t/// Single writer (training) acquires exclusive lock during weight update.\n 39\tpub struct TransformerState {\n 40\t /// The transformer model (Block E)\n 41\t pub model: crate::transformer::SPFTransformer,\n 42\t /// Configuration\n 43\t pub config: TransformerConfig,\n 44\t /// Current training step\n 45\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995626771786} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,Read,Read] | ts=2026-03-31T06:05:04.182528691+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799562170458} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'audit session context 2026-03-30 LMDB5' — 1 result(s):\n\nScore: 0.337 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/08a8445bf28c7314.txt\nSession 8 Summary (2026-03-08):\n\nCOMPLETED - 6 blocks from WORK_BLOCKS.md R1:\n- SB-1: stoneshell-brain warnings (embeddings.rs _id_to_token, search.rs _query_embedding)\n- CP-1: Checkpoint save in handle_train() Step 10 — serialize_weights to LIVE/MODELS/\n- CP-2: Checkpoint load in from_config() — deserialize_weights + apply_weight","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599799562170458} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T06:02:13.376031621+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997995616637377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T05:53:15.031179483+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989390732266} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:35:40.176646499+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798937215252} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/30marAUDIT.md (535 lines)\n 531\t\n 532\tProceeding with file reads. This will be a large response; I'll read in chunks.\n 533\t\n 534\t\n 535\t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989370463452} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:32:04.037234602+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798936877438} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:31:55.551307209+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989367085315} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 169\t let mut tools = vec![\n 170\t // ====== CORE GATE TOOLS ======\n 171\t // spf_gate REMOVED — was a bypass vector. Gate is internal only.\n 172\t tool_def(\n 173\t \"spf_calculate\",\n 174\t \"Calculate complexity score for a tool call without executing. Returns C value, tier, and allocation.\",\n 175\t json!({\n 176\t \"tool\": {\"type\": \"string\", \"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989367085315} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:29:36.368998252+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989363707177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (774 lines)\n 551\t return (StatusCode::BAD_REQUEST, e).into_response();\n 552\t }\n 553\t let ws_port = app.inner.http_port;\n 554\t let state = app.inner.clone();\n 555\t match tokio::task::spawn_blocking(move || {\n 556\t state.browser.lock().unwrap().proxy_page(&url, ws_port)\n 557\t }).await {\n 558\t Ok(Ok(page)) => Response::builder()\n 559\t .header(header::CONTENT_TYPE, \"text/h","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798936201811} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:28:18.132904219+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989360329044} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:27:33.876503924+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989356950906} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:27:30.003440071+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989356950906} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:23:00.424564601+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989346816497} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:19:35.981509367+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989340060226} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T05:17:34.873314621+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798933668209} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T05:17:25.278080198+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989334993017} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:14:50.830146454+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798933330395} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:10:56.825329252+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798933330395} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (493 lines)\n 201\t => validate::validate_fs_read(params, config),\n 202\t\n 203\t // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n 204\t \"spf_web_fetch\" | \"spf_web_api\" | \"spf_web_navigate\"\n 205\t => validate::validate_url(params, config),\n 206\t\n 207\t // ── TIER B+ — RAG content (URL + length + injection) ──────────────────\n 208\t \"spf_rag_collect_we","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989331614884} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T05:10:07.853165260+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989331614884} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T05:10:35.503498791+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989331614884} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T05:09:49.704485580+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989329925817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned","outcome":"// First read: full passthrough. Subsequent reads: compressed to head/tail.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989329925817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (493 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// Build Anchor protocol, content inspection. No runtime config bypass.\n 8\t//\n 9\t// REFA","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989328236746} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T05:09:31.200002514+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798932654768} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-03-31T05:08:55.309438413+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798932654768} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Read] | ts=2026-03-31T05:08:50.714895967+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798932485861} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 71\t vocab_size: config.vocab_size,\n 72\t d_model: config.d_model,\n 73\t n_heads: config.n_heads,\n 74\t n_layers: config.n_layers,\n 75\t d_ff: config.d_ff,\n 76\t max_seq_len: config.max_seq_len,\n 77\t ln_eps: 1e-5,\n 78\t };\n 79\t\n 80\t let model = crate::transformer::SPFTransformer::new(model_conf","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798932316954} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Grep] | ts=2026-03-31T05:07:59.302858695+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798932316954} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T05:07:46.718221981+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989321480475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T05:07:03.843156841+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989321480475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,spf_brain_search] | ts=2026-03-31T05:06:50.745492158+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798931979141} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,spf_brain_search,Read] | ts=2026-03-31T05:06:44.708840911+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798931979141} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: tool: \"spf_chat_receive\".to_string(),\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_chat_receive\" => {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: session.record_action(\"spf_chat_receive\", \"called\", None);\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/sr","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989318102337} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,Read,spf_brain_search] | ts=2026-03-31T05:06:07.211723685+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989318102337} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,spf_brain_search,Bash] | ts=2026-03-31T05:05:27.023491670+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798931641327} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'tool definitions mcp.rs handle_tool_call match arms completeness' — 10 result(s):\n\nScore: 0.568 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/57a2e496333097c2.txt\nmcp.rs Part 3: handle_tool_call signature + core file/search/web/brain tool handlers (lines 1415-2175).\n\nhandle_tool_call(name, args, source: Source, gate_decision: &GateDecision, config, session, storage, config_db, tmp_db, _fs_db, agent_db, pub_key_hex, mesh_tx, peers, transformer, transformer_config, ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59979893147242} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,Bash,Write] | ts=2026-03-31T04:57:53.778196790+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989313035132} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Bash,Write,spf_brain_search] | ts=2026-03-31T04:56:23.195899690+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989311346066} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.76, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search '2026-03-30 audit document file path DEPLOY' — 20 result(s):\n\nScore: 0.547 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/2550c0ff771acc66.txt\n- record_manifest_detailed: WH-5 audit — captures command string + target paths\n- anchor_ratio: files_read.len() / files_written.len()\n- status_summary: compact string for display\n\nScore: 0.450 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/dfbbd75d6c02f606.txt\n- ManifestEntry: timestamp, tool, c, action (\"AL","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989309657} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Write,spf_brain_search,spf_tmp_stats] | ts=2026-03-31T04:55:55.869528971+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798930796793} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_search,spf_tmp_stats,Glob] | ts=2026-03-31T04:51:03.450413301+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997989301211657} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_tmp_stats,Glob,spf_brain_search] | ts=2026-03-31T04:50:46.823917682+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798929952259} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_tmp_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_tmp_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,spf_brain_search,spf_brain_search] | ts=2026-03-31T04:50:36.033903416+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798929952259} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-31T04:50:02.347871762+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798929952259} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'AUDIT CHUNK deep dive comprehensive files' — 15 result(s):\n\nScore: 0.614 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/2e86e3a5976287f7.txt\nAUDIT CHUNK 3 — Session + Storage + TmpDB + FS + AgentState. Files: session.rs (217 lines), storage.rs (101 lines), tmp_db.rs (610 lines), fs.rs (667 lines), agent_state.rs (684 lines). Total: 2279 lines.\n\nsession.rs (217 lines): Session struct — action_count, files_read, files_written, last_tool/result/file, started/last_acti","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798929783352} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_list_docs] | ts=2026-03-31T04:49:09.175236157+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798929783352} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_search,spf_brain_list_docs,spf_status] | ts=2026-03-31T04:48:49.383615227+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798929783352} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_list_docs,spf_status,spf_agent_session_info] | ts=2026-03-31T04:48:23.329993727+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798929783352} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'context size overflow crash session terminated 2026-03-30' — 14 result(s):\n\nScore: 0.441 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/5ad804fd6e529b50.txt\n- SessionContext: session_id, parent_session, started_at/ended_at, working_dir, active_project, summary, files_modified, total_complexity, total_actions\n- AgentPreferences: code_style, response_length (\"adaptive\"), show_thinking, preferred_editor, auto_save_context, max_context_entries (100), custom HashMap {\n \"read\" => {\n \"exists\" => {\n \"stat\" => {\n \"ls\" => {\n \"read\" => {\n \"write\" => {\n \"exists\" => {\n \"stat\" => {\n \"mkdir\" => {\n \"rm\" => {\n \"rename\" => {\n \"ls\" => {\n \"read\" => {\n \"exists\" => {\n \"stat\" => {\n \"spf_gate\" => {\n \"spf_calculate\" => {\n \"spf_status\" => {\n \"spf_session\" => {\n \"spf_web_fetch\" => {\n \"spf_web_search\" => {\n \"spf_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798210071424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T04:04:24.034745931+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798210071424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T04:02:55.256817007+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997982097336103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T04:02:03.903979006+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997982095647036} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1501\t tool_name: args[\"tool_name\"].as_str().map(String::from),\n 1502\t reason: args[\"reason\"].as_str().map(String::from),\n 1503\t peer_key: args[\"peer_key\"].as_str().map(String::from),\n 1504\t message: args[\"message\"].as_str().map(String::from),\n 1505\t prompt: args[\"prompt\"].as_str().map(String::from),\n 1506\t batch_size: args[\"batch_size\"].as_u64(),\n 1507\t }\n 1508\t}\n 15","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997982093957965} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T04:00:32.902564561+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798209057983} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Write] | ts=2026-03-31T03:58:19.232750914+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997982087201694} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 2501\t }\n 2502\t\n 2503\t // ====== spf_rag_list_feeds ======\n 2504\t \"spf_rag_list_feeds\" => {\n 2505\t session.record_action(\"rag_list_feeds\", \"called\", None);\n 2506\t let _ = storage.save_session(session);\n 2507\t json!({\"type\": \"text\", \"text\": \"RSS feeds deprecated. Use spf_web_fetch for URL content, spf_brain_store to index.\"})\n 2508\t }\n 2509\t\n 2510\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997982085512623} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-31T03:57:20.127422968+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997982085512623} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1201\t/// Three data sources:\n 1202\t/// 1. Skeleton directories (hardcoded structure — defines virtual FS layout)\n 1203\t/// 2. State db file:{path} keys (imported config files — dynamic READ/LS/EXISTS)\n 1204\t/// 3. Dedicated databases (memory, sessions, state, preferences, context)\n 1205\tfn route_agent(path: &str, op: &str, agent_db: &Option) -> Value {\n 1206\t let db = match agent_db {\n 1207\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997982083823556} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-31T03:50:25.516653387+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997982066932876} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:48:41.990327072+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798206186567} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:47:12.267883513+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599798206186567} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T03:35:35.617156878+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997975849473107} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T03:27:54.972618460+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59979758393387} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"// SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// ALL tool calls route through this gateway.\n// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n\nuse crate::calculate::{self, ToolParams};\nuse crate::voice::spf_voice;\nuse crate::config::SpfConfig;\nuse crate::config_db::SpfConfigDb;\nuse crate::paths::{spf_root};\nuse crate::tmp_db::SpfTmpDb;\nuse","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797583764963} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T03:27:11.242881080+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997975835960565} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 2001\t let count = args[\"count\"].as_u64().unwrap_or(10) as u32;\n 2002\t\n 2003\t session.record_action(\"WebSearch\", \"called\", None);\n 2004\t match WebClient::new() {\n 2005\t Ok(client) => {\n 2006\t match client.search(query, count) {\n 2007\t Ok((engine, results)) => {\n 2008\t let mut output = format!(\"Sear","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59979758342715} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T03:25:05.220272691+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59979758342715} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T03:24:44.198463220+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59979758342715} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T03:23:37.033129548+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797583089336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T03:24:16.050654012+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797583089336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:21:54.616230316+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797582920429} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 806\t\n 807\t// ============================================================================\n 808\t// TOOL ALIAS MAP — QW-1: External LLM compatibility (Qwen, etc)\n 809\t// ============================================================================\n 810\t\n 811\t/// Maps external/unprefixed tool names to internal SPF tool names.\n 812\t/// Enables Qwen and other LLMs to call tools without \"spf_\" prefix.\n 813\t/// ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797582920429} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 161\t \"properties\": properties,\n 162\t \"required\": required,\n 163\t }\n 164\t })\n 165\t}\n 166\t\n 167\t/// Return all tool definitions\n 168\tpub fn tool_definitions() -> Vec {\n 169\t let mut tools = vec![\n 170\t // ====== CORE GATE TOOLS ======\n 171\t // spf_gate REMOVED — was a bypass vector. Gate is internal only.\n 172\t tool_def(\n 173\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997975827515223} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:20:42.518799302+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797582413709} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T03:20:37.149105710+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797582413709} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-03-31T03:20:07.433835513+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797582244802} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T03:20:13.326808948+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797582244802} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-03-31T03:19:20.092222771+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797582075895} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Read] | ts=2026-03-31T03:05:07.892422679+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797581906988} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Read,Write] | ts=2026-03-31T03:02:24.657008366+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797581231361} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Write,Write] | ts=2026-03-31T03:01:51.746474056+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599797580893547} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Glob] | ts=2026-03-31T02:47:36.210936986+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997975778532245} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Glob,Grep] | ts=2026-03-31T02:41:08.236615364+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59979757599525} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Grep,Read] | ts=2026-03-31T02:40:48.115694955+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59979757599525} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Write] | ts=2026-03-31T01:46:31.853957291+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997968770588598} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Read] | ts=2026-03-31T01:38:21.879752738+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997968728361895} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Glob] | ts=2026-03-31T01:37:35.973784891+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796872160562} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs (873 lines)\n 1\t// SPF Smart Gateway - Configuration\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n 5\t//\n 6\t// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n 7\t// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n 8\t// BLOCK SEC-2: Added .qw","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796872160562} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Glob,Read] | ts=2026-03-31T01:33:30.225938682+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796868613519} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Read] | ts=2026-03-31T01:30:25.321043909+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796216295409} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T01:28:05.195551359+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962161265025} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:26:31.397567696+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962157886887} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:25:20.722668192+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796215619782} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 4101\t // End any active or ringing call\n 4102\t let call_opt = {\n 4103\t let mut call_state = crate::voice::CALL_STATE.lock().unwrap_or_else(|e| e.into_inner());\n 4104\t if call_state.as_ref().map_or(false, |cs| cs.is_in_progress()) {\n 4105\t call_state.take()\n 4106\t } else {\n 4107\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796215619782} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:24:28.394481233+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962154508754} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 3751\t eprintln!(\"[SPF-VOICE] Incoming ring from {} — awaiting decision\", &caller_key[..8.min(caller_key.len())]);\n 3752\t json!({\"type\": \"text\", \"text\": format!(\n 3753\t \"Incoming call from {}. Use spf_voice_call action=accept or reject.\",\n 3754\t &caller_key[..8.min(caller_key.len())]\n 3755\t )})\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962154508754} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:24:57.032655441+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962154508754} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:24:14.761779936+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962151130616} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 2951\t json!({\"type\": \"text\", \"text\": format!(\"BLOCKED: path {} not routable — no LMDB fallback\", path)})\n 2952\t }\n 2953\t\n 2954\t \"spf_fs_rename\" => {\n 2955\t let old_path = args[\"old_path\"].as_str().unwrap_or(\"\");\n 2956\t let new_path = args[\"new_path\"].as_str().unwrap_or(\"\");\n 2957\t\n 2958\t let gate_params = ToolParams { file_path: Some(old_path.to_string())","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962151130616} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:23:06.406392150+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962149441545} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:22:45.146020074+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796214775248} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (138 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796214775248} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:21:46.284282389+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962144374345} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:21:08.988429590+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962144374345} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1301\t \"d755 0 share\",\n 1302\t \"d755 0 state\",\n 1303\t ],\n 1304\t \".local/share\" => vec![\n 1305\t \"d755 0 history\",\n 1306\t \"d755 0 data\",\n 1307\t ],\n 1308\t \".local/state\" => vec![\"d755 0 sessions\"],\n 1309\t \".cache\" => vec![\n 1310\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962142685274} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:20:39.698434133+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962142685274} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:18:08.986362732+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962139307136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:20:19.186116536+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962139307136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:20:03.332264094+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962139307136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n // ====== spf_write ======\n \"spf_write\" | \"Write\" => {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796213761807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 201\t json!({\n 202\t \"file_path\": {\"type\": \"string\", \"description\": \"Absolute path to file\"},\n 203\t \"limit\": {\"type\": \"integer\", \"description\": \"Max lines to read (optional)\"},\n 204\t \"offset\": {\"type\": \"integer\", \"description\": \"Line offset to start from (optional)\"}\n 205\t }),\n 206\t vec![\"file_path\"],\n 207\t ),\n 208\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796213761807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:16:46.361053336+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796213761807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:17:20.242368167+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796213761807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:16:29.142197457+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962134239936} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:15:06.440060874+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962132550865} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:15:51.504583149+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962132550865} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T01:14:47.350831819+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59979621308618} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.75, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 761\t \"spf_flint_execute\",\n 762\t \"Execute any SPF tool through FLINT worker mode. FLINT acts as your hands — tell it which tool to run and why. The inner tool also passes through the gate.\",\n 763\t json!({\n 764\t \"tool_name\": {\"type\": \"string\", \"description\": \"Name of the SPF tool to execute (e.g. spf_brain_search, spf_mesh_call)\"},\n 765\t \"arguments\":","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962129172727} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T01:14:21.425110839+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796212748366} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:13:40.474900543+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796212748366} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (493 lines)\n 191\t validate::ValidationResult {\n 192\t valid: false,\n 193\t warnings: vec![],\n 194\t errors: vec![format!(\"BLOCKED: {} is a user/system-only command — not available to AI agents\", tool)],\n 195\t }\n 196\t }\n 197\t // ── TIER A — Filesystem reads (path traversal + sensitive prefix) ─────\n 198\t \"Glob\" | \"spf_glob\" |\n 199\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962125794594} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:13:09.617602742+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962125794594} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:12:03.436814642+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796212072739} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:11:41.315771786+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796212072739} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T01:10:04.245823021+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796212072739} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-31T01:11:20.351180284+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796212072739} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T01:10:55.951735605+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796212072739} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/validate.rs (1481 lines)\n 1251\t fn bash_blocks_recon_user_fs() {\n 1252\t let config = default_config();\n 1253\t // find on user FS\n 1254\t let r1 = validate_bash(\"find ~/documents/ -name '*.txt'\", &config, None);\n 1255\t assert!(!r1.valid, \"find on user FS should be blocked: {:?}\", r1.errors);\n 1256\t\n 1257\t // cat on user FS\n 1258\t let r2 = validate_bash(\"cat ~/.bashrc\", &config, None);\n 125","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796211903832} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:09:36.620325740+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796211903832} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:09:13.197031686+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796211734925} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T01:09:26.507129598+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796211734925} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 1701\t\n 1702\t // Execute edit — binary-safe: block binary files with clear error\n 1703\t let content = match std::fs::read(file_path) {\n 1704\t Ok(bytes) => match String::from_utf8(bytes) {\n 1705\t Ok(text) => text,\n 1706\t Err(_) => return json!({\"type\": \"text\", \"text\":\n 1707\t format!(\"Edit blocked: {} is a binary file (","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796211734925} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:08:59.204454035+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962115660185} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs:pub fn deserialize_weights(data: &[u8]) -> Result<(Vec, CheckpointMeta), io::Error> {\n/data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs: match deserialize_weights(&frame.payload) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs: let (loaded, meta) = deserialize_weights(&bytes).unwrap();\n/data/data/com.termux/files/home/SPFsmartGATE/src/checkpoint.rs: let result = deseri","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796211397112} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T01:08:46.878434092+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796211397112} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T01:08:20.356337279+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962112282047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T01:07:31.339478808+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962112282047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 101\t batches_completed: 0,\n 102\t gate_alignment: 0.0,\n 103\t role: role.to_string(),\n 104\t collector: None,\n 105\t optimizer,\n 106\t chat_enabled: false, // Block PP: off by default\n 107\t }\n 108\t }\n 109\t}\n 110\t\n 111\t// ============================================================================\n 112\t// TOOL DEF","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796211059298} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T01:06:55.008837624+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796210890391} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 81\t\n 82\t // FL-9: LearningController removed — training driven by handle_train() + LMDB.\n 83\t // Only AdamW optimizer needed (used directly in handle_train).\n 84\t let optimizer = if config.online_learning {\n 85\t let param_sizes: Vec = model.weights().iter().map(|w| w.numel()).collect();\n 86\t Some(crate::train::AdamW::new(\n 87\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796210890391} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Glob] | ts=2026-03-31T00:52:10.590523788+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962097080434} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 81\t\n 82\t // Try to load checkpoint from disk (persists training across restarts)\n 83\t let checkpoint_name = if role == \"writer\" {\n 84\t &config.writer_checkpoint\n 85\t } else {\n 86\t &config.researcher_checkpoint\n 87\t };\n 88\t let checkpoint_path = crate::paths::spf_root()\n 89\t .join(\"LIVE\")\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962095391367} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Read] | ts=2026-03-31T00:46:16.754378718+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796208356789} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs (1052 lines)\n 1\t// SPF Smart Gateway - FLINT Transformer MCP Tool Handlers\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9\t// gate.rs gets 5 tools ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796208187882} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Grep] | ts=2026-03-31T00:45:47.655434406+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796208187882} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/transformer_tools.rs (993 lines)\n 1\t// SPF Smart Gateway - FLINT Transformer MCP Tool Handlers\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// FLINT — Focused Learning Intelligence for Network Threats\n 5\t// Named: Stone + Flint = Fire\n 6\t//\n 7\t// BLOCK K — Separate module for transformer tool logic.\n 8\t// mcp.rs gets minimal forwarding match arms (5 tools).\n 9","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962080189754} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,spf_brain_search] | ts=2026-03-31T00:42:14.270381623+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796207174441} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,spf_brain_search,spf_brain_search] | ts=2026-03-31T00:32:34.900863771+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962051475594} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_search,Grep,Write] | ts=2026-03-31T00:29:02.058345415+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962049786527} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_web_search\",\n \"spf_web_fetch\",\n \"spf_web_download\",\n \"spf_web_api\",\n \"spf_web_connect\",\n \"spf_web_navigate\",\n \"spf_web_click\",\n \"spf_web_fill\",\n \"spf_web_select\",\n \"spf_web_eval\",\n \"spf_web_screenshot\",\n \"spf_web_design\",\n \"spf_web_page\",","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962049786527} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,Grep] | ts=2026-03-31T00:32:07.225714615+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962049786527} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5129 lines)\n 261\t // ====== WEB BROWSER TOOLS ======\n 262\t tool_def(\n 263\t \"spf_web_search\",\n 264\t \"Search the web for information. Uses Brave API if BRAVE_API_KEY set, otherwise DuckDuckGo.\",\n 265\t json!({\n 266\t \"query\": {\"type\": \"string\", \"description\": \"Search query\"},\n 267\t \"count\": {\"type\": \"integer\", \"description\": \"Max results (default:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962049786527} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":"No results for '/proxy /proxy/asset bypass gate' in 'default'","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962048097456} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Write,Read] | ts=2026-03-31T00:28:23.790316992+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796204640839} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'WB-2 browser proxy security gap dispatch' — 7 result(s):\n\nScore: 0.414 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/734b145f254ee6c0.txt\nAUDIT CHUNK 4 — Dispatch + Network Pool + HTTP. Files: dispatch.rs (504 lines), network.rs (527 lines), http.rs (644 lines). Total: 1675 lines.\n\ndispatch.rs (504 lines): SINGLE ENTRY POINT for all tool calls. Source enum: Stdio/Http/Mesh{peer_key}/Transformer{role,model_id}/Pipeline{stream_id,peer_key}. ToolRequest/ToolResponse ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796204640839} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-03-31T00:26:07.822815742+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796203965212} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs:// WB-2d: REVERSE PROXY HANDLERS — /proxy, /proxy/asset, /ws/browser\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs: // Reverse proxy browser routes (WB-2d) — no auth, served to local browser\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:// WB-2b: ProxyEngine + BrowserSession + data types\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:// WB-2c: Control JavaScript (CONTROL_JS const)\n/data/data","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599796203965212} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T00:18:27.232411607+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962034584914} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T00:21:26.277692893+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997962034584914} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (493 lines)\n 1\t// SPF Smart Gateway - Gate (Primary Enforcement Point)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// Build Anchor protocol, content","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795485773445} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/utf8_safe.rs:pub fn process_output_safe(bytes: &[u8]) -> String {\n/data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs:pub fn process(\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs:pub fn process_task(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795485604538} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T00:16:54.287753986+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795485604538} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-31T00:11:42.153790147+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954845910973} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_web_connect\",\n \"spf_web_navigate\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"spf_web_connect\" => {\n \"spf_web_navigate\" => {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954845910973} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T00:11:22.597999789+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795484253284} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-31T00:08:08.374033249+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954835776564} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub fn tool_alias_map(name: &str) -> &str {\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n // QW-1: Resolve tool alias before routing — enables unprefixed calls from Qwen/external LLMs\n let name = tool_alias_map(name);","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954834087498} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T00:02:35.424218462+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954829020293} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-31T00:03:23.727615214+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954829020293} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-31T00:02:11.035158523+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795482733122} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_web_navigate\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"spf_web_navigate\" => {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795482733122} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-30T23:59:09.032773905+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795482395309} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-31T00:00:45.239738452+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795482395309} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.77, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs (505 lines)\n 151\t }\n 152\t let wait_ms = lock_start.elapsed().as_millis();\n 153\t if wait_ms > 100 {\n 154\t eprintln!(\"[SPF-DISPATCH] Session lock contention — {} waited {}ms\", tool, wait_ms);\n 155\t }\n 156\t acquired\n 157\t }\n 158\t };\n 159\t\n 160\t // If lock timed out → SERVER_BUSY\n 161\t let mut session = match session_lock {\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795482395309} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-30T23:58:29.758971264+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795482226402} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-30T23:54:10.483286884+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954815507747} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (934 lines)\n 1\t// SPF Smart Gateway - Reverse Proxy Browser Engine\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Reverse proxy web engine for agent browser interaction.\n 5\t// SPF serves proxied pages on localhost with injected control JavaScript.\n 6\t// Browser connects TO SPF via WebSocket — no ADB, no CDP, no Android socket isolation.\n 7\t// All target URLs validated through web::","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795481381868} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-30T23:52:22.875290883+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795481381868} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-30T23:51:53.745844592+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954810440542} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs: if let Err(e) = crate::web::validate_url(&url) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs: if let Err(e) = crate::web::validate_url(&url) {\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:// All target URLs validated through web::validate_url() for SSRF protection.\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs: crate::web::validate_url(url)?;\n/data/data/com.termux/files/home/SPFsm","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954810440542} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:/// Persistent browser session for agent interaction.\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:/// Responses flow: browser JS → WS handler → resp_tx → resp_rx → session\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs: fn test_browser_session_new() {\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs: &state.browser, &state.ws_browser_channels, state.http_port,\n/data/data/com.ter","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954810440542} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Glob,Glob] | ts=2026-03-30T23:51:40.025939806+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954810440542} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,spf_brain_search,Read] | ts=2026-03-30T23:49:03.571308199+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795480537334} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs:// WB-2d: REVERSE PROXY HANDLERS — /proxy, /proxy/asset, /ws/browser\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs:/// GET /proxy?url=... — Fetch target URL, inject CONTROL_JS, serve to browser.\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs:/// GET /proxy/asset?url=... — Fetch and passthrough a page asset (CSS/JS/image).\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs: .route(\"/proxy\", get(proxy_ha","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795480537334} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Glob,spf_brain_search] | ts=2026-03-30T23:49:36.633889436+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795480537334} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Read,Read] | ts=2026-03-30T23:48:59.521457419+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795480368427} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read] | ts=2026-03-30T23:47:21.417890061+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954801995204} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-30T23:48:54.306698098+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954801995204} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":"No results for 'WB-2 browser security gap' in 'default'","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5997954801995204} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read] | ts=2026-03-30T23:25:11.211251486+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795476145757} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-30T23:17:52.206176037+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599795474625595} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-22T01:02:49.494837428+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599665207611147} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-22T00:05:15.163768069+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996645433006536} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/network.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/network.rs-// Pool is a governance + role-enforcement layer on top of existing mesh.rs\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/network.rs:// transport. Tasks flow through Source::Mesh → gate → handle_tool_call.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996645426250264} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Read] | ts=2026-03-22T00:03:55.254270756+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996645414426784} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"//\n// REFACTOR: Source-aware gate — source: &Source added to process().\n// gate::process() is the SINGLE ENTRY POINT. Called before handle_tool_call\n// on every path (stdio, dispatch, FLINT). No gate calls inside match arms.\n// Source::Transformer (FLINT) — same permissions as Stdio. Full tool access.\n\nuse chrono::Utc;\nuse crate::calculate::{self, ComplexityResult, ToolParams};\nuse crate::config::{EnforceMode, SpfConfig};\n--\n\n // ── STEP 0: SOURCE LOGGING ───────────────────────────────","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996645414426784} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n fn on_response(&self, req: &ToolRequest, resp: &ToolResponse, blocked: bool) {\n let allowed = !blocked;\n\n let source = match &req.source {\n Source::Stdio => \"stdio\".to_string(),\n Source::Http => \"http\".to_string(),\n Source::Mesh { peer_key } => format!(\"mesh:{}\", &peer_key[..8.min(peer_key.len())]),\n Source::Transformer { role, .. } => format!(\"transformer:{}\", role),\n Source::Pipeline { stream_id, .. } => format!(\"pipelin","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599664540091424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Edit] | ts=2026-03-22T00:02:41.183185211+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599664540091424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-21T23:49:49.131286964+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996645358687536} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-21T23:49:21.832223693+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599664535699847} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate_training.rs (1302 lines)\n 1\t// SPF Smart Gateway - Gate Training Bridge (Block J + Block EE)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Captures every gate decision as a training signal for the transformer.\n 5\t// Implements DispatchListener — registers via ServerState.listeners.\n 6\t// ZERO modifications to gate.rs, dispatch.rs, or any existing file.\n 7\t/","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996645355309402} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/worker.rs (494 lines)\n 1\t// SPF Smart Gateway - Worker Mode\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK O — Headless worker node that runs transformer inference\n 5\t// without a Claude API session. Accepts tasks via mesh pipeline,\n 6\t// executes them locally, streams results back.\n 7\t//\n 8\t// Worker boot:\n 9\t// 1. Load config (same as normal ser","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638224063777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-21T23:26:46.939958815+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638224063777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T23:34:50.368883244+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638224063777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" match name {\n // ====== spf_gate ======\n // spf_gate REMOVED — was a bypass vector\n \"spf_gate\" => {\n json!({\"type\": \"text\", \"text\": \"BLOCKED: spf_gate removed — gate is internal only\", \"_blocked\": true})\n }\n\n // ====== spf_calculate ======\n \"spf_calculate\" => {\n let tool = args[\"tool\"].as_str().unwrap_or(\"unknown\");\n let params: ToolParams = serde_json::from_value(\n args.get(\"params\").cloned().unwrap_or","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638222374706} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-21T23:26:31.671416060+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638222374706} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":" .unwrap_or_else(|| ts.to_string())\n}\nconst SERVER_NAME: &str = \"spf-smart-gate\";\nconst SERVER_VERSION: &str = \"3.0.0\";\n\n// brain_path() and run_brain() removed — replaced by crate::brain_local (in-process)\n// RG-1: run_rag(), rag_collector_path(), rag_collector_dir() removed — Python subprocess eliminated.\n// RAG handlers now redirect to brain_local (in-process) or return deprecation messages.\n\n/// Log to stderr (stdout is JSON-RPC)\nfn log(msg: &str) {\n eprintln!(\"[spf-smart-gate] {}\"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638222374706} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-21T23:19:33.509213876+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663821055123} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// ALL tool calls route through this gateway.\n// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n\nuse crate::calculate::{self, ToolParams};\n--\n vec![\"tool\", \"params\"],\n ),\n tool_def(\n \"spf_status\",\n \"Get current SPF gateway status: session metrics, enforcement mode, complexity budget.\",\n json!({})","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663821055123} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-21T23:12:09.512490712+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638205484026} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/network.rs (526 lines)\n 1\t// SPF Smart Gateway - Network Pool Management (Block NP)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Network pool: NetAdmin orchestrates up to 8 workers over iroh QUIC mesh.\n 5\t// NetAdmin = orchestrator AND Worker-0 (does work locally too).\n 6\t// Workers accept task assignments, execute, report proof of work back.\n 7\t//\n 8\t// Po","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663820379496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-21T23:07:00.897603173+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663820210589} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Bash,Glob] | ts=2026-03-21T22:50:04.726442050+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638188593346} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-21T22:59:07.795386114+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638188593346} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Glob,Read] | ts=2026-03-21T22:48:36.415336928+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663818690428} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Read,Read] | ts=2026-03-21T22:48:25.180396463+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638185215213} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"agent_state.rs\nattention.rs\nbrain_local.rs\nbrowser.rs\ncalculate.rs\nchat.rs\ncheckpoint.rs\nconfig.rs\nconfig_db.rs\ndecoder.rs\ndispatch.rs\nencoder.rs\nffn.rs\nflint_memory.rs\nframing.rs\nfs.rs\ngate.rs\ngate_training.rs\nhttp.rs\nidentity.rs\ninspect.rs\nintegration_tests.rs\nlearning.rs\nlib.rs\nmain.rs\nmcp.rs\nmesh.rs\nnetwork.rs\npaths.rs\npipeline.rs\nprojects_db.rs\nsession.rs\nstoneshell-brain-lib.rs\nstoneshell-brain-main.rs\nstorage.rs\ntensor.rs\ntmp_db.rs\ntokenizer.rs\ntrain.rs\ntransformer.rs\ntransformer_tools.rs","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663818352614} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,spf_brain_search] | ts=2026-03-21T22:48:13.815533343+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663818352614} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:47:35.653556222+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663818183707} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:47:22.245226279+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663818183707} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:44:41.598044882+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638180148004} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,Write] | ts=2026-03-21T22:46:35.633959995+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638180148004} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,Write,spf_brain_search] | ts=2026-03-21T22:45:38.259941579+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638180148004} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'framing.rs Frame struct parse_frame wire bytes header peer_key stream_id payload' — 5 result(s):\n\nScore: 0.569 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/c37e62c667266563.txt\nPROTOCOL DETECTION (handle_peer, Rev 2):\n- First byte '{' (0x7B): Legacy one-shot JSON-RPC\n- First byte 0x01-0x08: New framed protocol (persistent bidirectional)\n- Unknown: log + finish stream\n\nLEGACY MODE (handle_legacy_rpc):\n- methods: \"tools/call\" → dispatch::call(Source::Mesh{peer_key}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638178458937} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'ApiSession handle_api_session stream_router spf_api_session open call close dispatch' — 5 result(s):\n\nScore: 0.433 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/cfd6b37f975ded3f.txt\n- Control \"stream_close\" → send ack Frame::control(STREAM_CLOSE) → return\n\nSTREAM ROUTER (stream_router):\n- StreamType::ToolRpc → handle_legacy_rpc (JSON-RPC via frame payload)\n- StreamType::Control → heartbeat echo / status_response\n- StreamType::ChatText → chat::handle_mesh_chat()\n- ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638178458937} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.71, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/Cargo.toml (138 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638178458937} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:44:14.003912653+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663817676987} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:43:51.457239120+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663817676987} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:44:15.584982236+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663817676987} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'spf_status tool description unified health dashboard FLINT metrics brain mesh voice' — 5 result(s):\n\nScore: 0.577 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/a86708a632db332c.txt\nSPF Source: brain_local.rs (329 lines) — In-process Brain singleton (stoneshell-brain integration)\n\nPURPOSE: Replaces ALL subprocess brain calls with direct in-process Candle+LMDB calls. Zero API tokens, zero subprocesses, self-contained on device.\n\nGLOBAL SINGLETON: static BRAIN: LazyL","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638175080804} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'api_session.rs pipeline session open call close ActiveApiSession encrypt QUIC' — 5 result(s):\n\nScore: 0.417 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/3f2ccfe5b470e03d.txt\n## TRANSPORT MODES\n- Stdio: JSON-RPC 2.0 over stdin/stdout (primary)\n- HTTP: Axum server, Ed25519 signed requests, TLS\n- Mesh: QUIC + Ed25519 mutual auth, 8 stream types\n- Pipeline: Batch task orchestration over mesh\n- Worker: Headless transformer inference node\n\n## SECURITY LAYERS\n- Ed25519 ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638175080804} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:43:15.866541634+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638175080804} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:42:52.490798101+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996638175080804} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'worker.rs pool_state NetAdmin network pool assign release proof_of_work' — 5 result(s):\n\nScore: 0.685 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/cf91cd1d59ad1455.txt\nSPF network.rs — Network Pool Management (526 lines)\nNetAdmin orchestrates up to 8 workers over iroh QUIC mesh. Block NP.\n\nARCHITECTURE:\n- NetAdmin = orchestrator AND Worker-0 (does work locally too)\n- Workers: accept task assignments, execute, report proof of work\n- PoolState: Arc: context_as_text for transformer\n- get_history(conv_id, limit): last N messages\n\nLMDB KEYS: \"chat:conv:{id}:msg:{msg_id}\", \"chat:conv:{id}:meta\", \"chat:meta\"\n\nM","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59966315775807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_brain_status] | ts=2026-03-21T22:35:33.078407956+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59966315775807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'mesh.rs stream_router ChatText VoiceAudio ApiSession framing StreamType enum' — 5 result(s):\n\nScore: 0.518 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/baca1f9a89fccadb.txt\nSPF Source: framing.rs (471 lines) — Binary framing protocol for mesh streams\n\nSTREAM TYPES (u8 discriminant):\n- 0x01 ToolRpc — MCP JSON-RPC tool calls over mesh\n- 0x02 ChatText — FLINT/peer text chat messages\n- 0x03 VoiceAudio — real-time audio frames (Opus encoded)\n- 0x04 PipelineTask — task","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631575891636} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_brain_search,spf_brain_status,spf_status] | ts=2026-03-21T22:35:05.003623435+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631575891636} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'dispatch.rs Source enum variants gate process call handle_tool_call security bottleneck' — 5 result(s):\n\nScore: 0.512 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/5a1581225876c77f.txt\nSPF dispatch.rs — Foundation layer for ALL tool routing. 470 lines.\n\nCONSTANTS:\n- GATE_BLOCKED = \"blocked\", GATE_ALLOWED = \"ok\", GATE_BUSY = \"busy\"\n- LOCK_TIMEOUT = 5s, LOCK_RETRY_INTERVAL_MS = 50ms\n\nTYPES:\npub enum Source { Stdio, Http, Mesh { peer_key }, Transformer { role, model_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663157420257} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_brain_status,spf_status,Glob] | ts=2026-03-21T22:34:41.649806673+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663157420257} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'pipeline.rs StreamType PipelineTask PipelineResult chain_next handle_pipeline_task ApiSession' — 5 result(s):\n\nScore: 0.724 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/c507c858dcd4b7d3.txt\nhandle_pipeline_task(frame, state, peer_key): decodes task, executes via dispatch::call(Source::Pipeline), returns result frame. If chain_next and succeeded: inject pipe_field value into next args[\"input\"], recursive call. StreamType::PipelineTask (0x04).\nhandle_pipeline_resul","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59966315725135} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Read,spf_brain_search] | ts=2026-03-21T22:33:25.017490713+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663157082443} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,Glob,Read] | ts=2026-03-21T22:33:33.375999668+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663157082443} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:33:01.924053378+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631569135364} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/STATUS.txt (215 lines)\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Updated: 2026-03-21 Session 10\n 4\t# Owner: FLINT (agents READ ONLY)\n 5\t\n 6\t═══════════════════════════════════════════════════════\n 7\t BINARY — Current Deployed Build\n 8\t═══════════════════════════════════════════════════════\n 9\tLocation: ~/SPFsmartGATE/LIVE/BIN/spf-smart-gate/spf-smart-gate\n 10\tBuilt: ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631567446293} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,spf_agent_context] | ts=2026-03-21T22:32:05.434096889+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631567446293} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_search,spf_agent_context,Bash] | ts=2026-03-21T22:21:49.672502645+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663156406816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'DEPLOY source path Cargo.toml src directory location' — 3 result(s):\n\nScore: 0.399 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/ae3f0116f2752200.txt\nis_architectural_file(path): matches config, main., lib., mod., cargo.toml, package.json, .env, settings, schema, rc, .yaml/.yml\nhas_risk_indicators(content): delete, drop, remove, truncate, override, force, unsafe, rm , sudo\n\nPER-TOOL WEIGHTS:\nEdit: basic=10+len/20, deps=1(+1 if replace_all, +1 if >500 chars), compl","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631562379093} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"Brain search 'DEPLOY absolute path location projects folder' — 5 result(s):\n\nScore: 0.403 | /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/9fee331bcd90edd7.txt\n- register_project: canonical path, default protected=[\".git\",\".env\"], requires_activation if < High\n- find_project_for_path: longest prefix match (most specific project wins)\n- is_tool_allowed: denied_tools > allowed_tools > trust-based default (Untrusted=false, Low=Read/Glob/Grep only, Medium=no Bash, High/Full=all)\n- is_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631562379093} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,Bash,Bash] | ts=2026-03-21T22:21:33.528231349+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631562379093} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Read] | ts=2026-03-21T22:19:48.053191389+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631559000956} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Read,Glob] | ts=2026-03-21T22:18:25.117178713+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631557311884} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-03-21T22:18:16.349141893+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631557311884} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,spf_config_paths] | ts=2026-03-21T22:18:00.414561118+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631557311884} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,spf_config_paths,Bash] | ts=2026-03-21T22:17:51.757086538+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663155562282} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[spf_config_paths,Bash,Glob] | ts=2026-03-21T22:17:05.624033326+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663155562282} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Glob,Glob] | ts=2026-03-21T22:16:44.374114272+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663155393375} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-21T22:16:01.195946007+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663155393375} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Glob,Read] | ts=2026-03-21T22:15:28.166672843+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631552244684} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Glob,Bash,Glob] | ts=2026-03-21T22:15:45.497601534+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631552244684} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-21T22:14:41.396907548+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631550555613} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Glob,Read,Edit] | ts=2026-03-21T22:15:02.793048842+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631550555613} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/WORK_BLOCKS.md (158 lines)\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Owner: FLINT (auto-updated) | Agents: READ ONLY\n 4\t# Updated: 2026-03-21\n 5\t\n 6\t## ACTIVE\n 7\t\n 8\t### Memory Block A-1 — FLINT Autotrain Patches\n 9\tProject: DEPLOY\n 10\tStatus: ✅ COMPLETED — All R1 blocks (SB-1, CP-1, CP-2, AT-1, TM-1, CM-1) LIVE in src/\n 11\tFiles: transformer_tools.rs, flint_memory.r","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631543799342} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T22:10:45.711347273+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631543799342} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T22:06:05.035965610+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663154042121} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T22:06:54.596086372+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663154042121} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T22:05:16.046387399+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663153873214} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-21T22:04:57.213090896+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631537043067} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-21T22:04:45.001217255+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631537043067} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-21T22:03:00.107631357+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631535354} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-21T22:03:44.360571965+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631535354} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-21T22:02:42.589633655+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631533664933} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/WORK_BLOCKS.md (49 lines)\n 1\t# WORK_BLOCKS — SPF Smart Gateway\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Owner: FLINT (auto-updated) | Agents: READ ONLY\n 4\t# Updated: 2026-03-08\n 5\t\n 6\t## ACTIVE\n 7\t\n 8\t### Memory Block A-1 — FLINT Autotrain Patches\n 9\tProject: DEPLOY\n 10\tStatus: ✅ COMPLETED — All R1 blocks (SB-1, CP-1, CP-2, AT-1, TM-1, CM-1) LIVE in src/\n 11\tFil","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631533664933} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-21T21:59:12.814960663+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663152859773} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/WORK_BLOCKS.md (49 lines)\n 2\t# Copyright 2026 Joseph Stone — All Rights Reserved\n 3\t# Owner: FLINT (auto-updated) | Agents: READ ONLY\n 4\t# Updated: 2026-03-08\n 5\t\n 6\t## ACTIVE\n 7\t\n 8\t### Memory Block A-1 — FLINT Autotrain Patches\n 9\tProject: DEPLOY\n 10\tStatus: ✅ COMPLETED — All R1 blocks (SB-1, CP-1, CP-2, AT-1, TM-1, CM-1) LIVE in src/\n 11\tFiles: transformer_tools.rs, flint_memory.rs","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663152859773} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-21T21:57:53.955569391+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663152690866} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T21:57:32.061763722+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663152521959} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// LMDB key for conversation metadata\npub fn conversation_key(conversation_id: &str) -> String {\n format!(\"chat:conv:{}:meta\", conversation_id)\n}\n\n/// LMDB key prefix for all messages in a conversation\npub fn conversation_prefix(conversation_id: &str) -> String {\n format!(\"chat:conv:{}:msg:\", conversation_id)\n}\n\n/// LMDB key for chat engine metadata (conversation list)\npub fn chat_meta_key() -> &'static str {\n \"chat:meta\"\n}\n\n// =========================================================","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663152521959} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T21:53:30.638047043+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663151846332} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-21T21:50:53.100253770+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631516774253} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T21:51:53.228164059+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631516774253} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T21:51:05.492754703+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631516774253} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// and returns an acknowledgment frame. Zero silent drops.\n///\n/// Called from: mesh.rs stream_router() for StreamType::ChatText (0x02)\npub fn handle_mesh_chat(\n frame: &crate::framing::Frame,\n peer_key: &str,\n transformer: &Option>>,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631516774253} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Handle an inbound PipelineTask frame from mesh.\n/// Called from mesh.rs stream_router() when StreamType::PipelineTask arrives.\n/// Executes the task via dispatch::call() and returns a PipelineResult frame.\npub fn handle_pipeline_task(\n frame: &crate::framing::Frame,\n--\n };\n\n let response = crate::dispatch::call(state, source, &task.tool, &task.args);\n\n let duration_ms = start.elapsed().as_millis() as u64;\n--\n/// Handle an inbound ApiSession frame from mesh.\n/// Called from mesh.r","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631515085182} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" let args = params.get(\"arguments\").cloned().unwrap_or(json!({}));\n\n // Route through Unified Dispatch — same gate as stdio and mesh\n let resp = crate::dispatch::call(state, crate::dispatch::Source::Http, name, &args);\n (StatusCode::OK, json!({\n \"jsonrpc\": \"2.0\",\n \"id\": id,\n--\n Some(u) if !u.is_empty() => u.clone(),\n _ => return (StatusCode::BAD_REQUEST, \"Missing url parameter\").into_response(),\n };\n if","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631515085182} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,spf_chat_send,Grep] | ts=2026-03-21T21:50:15.140463368+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631513396116} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,spf_chat_send] | ts=2026-03-21T21:50:40.844285806+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631513396116} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"//\n// P2P QUIC mesh via iroh. Ed25519 identity = iroh EndpointId.\n// Inbound: peer connects → JSON-RPC over QUIC stream → dispatch::call(Source::Mesh)\n// Outbound: spf_mesh_call tool → QUIC stream → peer's /spf/mesh/1 ALPN\n//\n--\n/// Main mesh loop — runs in dedicated thread with tokio runtime.\n/// Accepts inbound QUIC connections from trusted peers.\n/// Routes JSON-RPC requests through dispatch::call(Source::Mesh).\npub async fn run(\n state: Arc,\n--\n // Route through Un","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663151170705} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Every transport (stdio, HTTP, mesh, voice) converges here.\n// Zero dependencies on pipelines, mesh, or any higher layer.\n//\n// REFACTOR: gate::process() called at entry before handle_tool_call.\n// Gate is the door. handle_tool_call is pure execution — no gate inside.\n// source from request flows through gate so decisions are source-aware.\n//\n// Design: Listener pattern. Layers register as listeners.\n--\n// BLOCK S ADDITIONS: Timed try_lock, poisoned mutex recovery, SERVER_BUSY response\n// ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599663151170705} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_chat_send,Grep,spf_mesh_status] | ts=2026-03-21T21:42:20.042558809+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996631504950773} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,spf_mesh_status,spf_chat_send] | ts=2026-03-21T21:25:55.496774081+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662530438169} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_mesh_status,spf_chat_send,spf_chat_send] | ts=2026-03-21T21:25:42.409759763+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662530438169} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json- \"peers\": [\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json- {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json: \"name\": \"swarm2-controller\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json: \"key_hex\": \"0a31e1022b051d3e161a3fcdee433e0ad3099177773bbce7700861d193841d7d\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/network.json- ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662530438169} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_chat_send,spf_chat_send,spf_mesh_peers] | ts=2026-03-21T21:25:28.425285654+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625302692618} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_chat_send,spf_mesh_peers,Grep] | ts=2026-03-21T21:25:04.397518423+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625302692618} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_send, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_send source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_peers,Grep,Grep] | ts=2026-03-21T21:24:20.827787138+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662530100355} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,spf_chat_rooms] | ts=2026-03-21T21:24:05.519755633+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662530100355} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,spf_chat_rooms,Grep] | ts=2026-03-21T21:23:50.087056524+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662530100355} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_chat_rooms,Grep,Grep] | ts=2026-03-21T21:23:09.650320082+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662530100355} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // === Stream handlers — wired to real modules ===\n\n StreamType::ChatText => {\n crate::chat::handle_mesh_chat(frame, peer_key, &state.transformer)\n }\n\n StreamType::VoiceAudio => {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625299314484} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"//\n// Features:\n// - ChatMessage format with conversation tracking\n// - Conversation context window (last N messages as transformer input)\n// - Chat history persisted in agent_state LMDB\n// - Room-based routing (1:1 and group)\n// - MCP tool interfaces: spf_chat_send, spf_chat_history, spf_chat_rooms\n//\n// Depends on: transformer.rs (Block E), framing.rs (Block F, StreamType::ChatText)\n--\n/// and LMDB storage.\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct ChatMessage {\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625299314484} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_chat_rooms, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_chat_rooms source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-21T21:22:09.004790365+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625297625418} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-21T21:16:59.931455587+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662529255821} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Legacy detection: first byte '{' = old JSON-RPC, 0x01-0x09 = new framed.\n// call_peer() UNCHANGED for backward compat.\n// NEW: call_peer_stream() for persistent framed connections.\n// NEW: stream_router() dispatches by StreamType.\n//\n// Discovery: mDNS (LAN), Pkarr DHT (internet), groups/*.keys (explicit trust)\n// Trust: Only peers in groups/*.keys are accepted. Default-deny.\n--\n peer_key: &str,\n) {\n // Process first frame\n let response = stream_router(&fi","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662529086914} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Grep,spf_pool_status] | ts=2026-03-21T21:11:55.779813203+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662528749101} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Enables: batch submission, chain execution, worker dispatch, backpressure.\n//\n// Pipeline messages flow over mesh stream types 0x04 (PipelineTask) and 0x05 (PipelineResult).\n// Orchestrator sends tasks → workers execute → results stream back.\n//\n--\n// Block E (transformer for worker inference)\n//\n// Integrates with mesh.rs stream_router() — replaces PipelineTask/PipelineResult stubs.\n\nuse serde::{Deserialize, Serialize};\n--\n/// A single task in a pipeline batch or chain.\n#[derive(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662528749101} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,spf_pool_status,spf_mesh_status] | ts=2026-03-21T21:06:12.178190730+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59966252824238} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/pipeline.rs (1107 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// BLOCK N — Pipeline orchestration for streaming task execution.\n 5\t// Enables: batch submission, chain execution, worker dispatch, backpressure.\n 6\t//\n 7\t// Pipeline messages flow over mesh stream types 0x04 (PipelineTask) and 0x05 (PipelineResult).\n 8\t// Orchestrator sends tasks → workers exe","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59966252824238} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_pool_status,spf_mesh_status,Grep] | ts=2026-03-21T20:57:37.528681499+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625265533124} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Total tasks failed\n pub total_failed: u64,\n /// Active API sessions by session_id\n api_sessions: HashMap,\n /// Total API sessions opened\n pub total_api_sessions: u64,\n}\n\n/// Active API session tracking — queried by get_session_peer() and status_summary()\nstruct ActiveApiSession {\n /// Peer key of the remote agent\n peer_key: String,\n /// Next sequence number to assign\n next_seq: u64,\n /// Session creation time\n created_at: Instant","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625263844053} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,Grep,Grep] | ts=2026-03-21T20:56:05.186876430+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625260465915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T20:55:54.401271591+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625260465915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T20:48:27.539635824+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625236818964} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":" DateTime::::from_timestamp(ts as i64, 0)\n .map(|dt| dt.format(\"%Y-%m-%d %H:%M:%S UTC\").to_string())\n .unwrap_or_else(|| ts.to_string())\n}\nconst SERVER_NAME: &str = \"spf-smart-gate\";\nconst SERVER_VERSION: &str = \"3.0.0\";\n\n// brain_path() and run_brain() removed — replaced by crate::brain_local (in-process)\n// RG-1: run_rag(), rag_collector_path(), rag_collector_dir() removed — Python subprocess eliminated.\n// RAG handlers now redirect to brain_local (in-process) or return d","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625235129898} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-21T20:47:28.634683815+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599662523006269} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-21T20:47:00.078868149+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625226684555} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub total_completed: u64,\n /// Total tasks failed\n pub total_failed: u64,\n /// Active API sessions by session_id\n api_sessions: HashMap,\n /// Total API sessions opened\n pub total_api_sessions: u64,\n}\n\n/// Active API session tracking — queried by get_session_peer() and status_summary()\nstruct ActiveApiSession {\n /// Peer key of the remote agent\n peer_key: String,\n /// Next sequence number to assign\n next_seq: u64,\n--\n // === API SESSI","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625226684555} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" }),\n vec![\"tool\", \"params\"],\n ),\n tool_def(\n \"spf_status\",\n \"Get current SPF gateway status: session metrics, enforcement mode, complexity budget.\",\n json!({}),\n vec![],\n ),\n--\npub fn tool_alias_map(name: &str) -> &str {\n match name {\n \"read\" => \"Read\", \"write\" => \"Write\", \"edit\" => \"Edit\",\n \"bash\" => \"Bash\", \"glob\" => \"Glob\", \"grep\" => \"Grep\",\n \"calculate\" => \"spf_calculate\", \"status\"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625206415738} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Write,Edit] | ts=2026-03-21T20:40:00.866440132+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625206415738} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Edit,Edit] | ts=2026-03-21T20:39:33.417920663+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59966252030376} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Print clean SPF network status to stderr.\n/// Call once after pool init in mcp::run(), then again when peer state changes.\n/// GREEN ● = active/configured RED ● = no peers / offline\npub fn log_startup_status(peers: &[PoolPeer], role: &str) {\n let green = \"\\x1b[32m●\\x1b[0m\";\n let red = \"\\x1b[31m●\\x1b[0m\";\n let bold = \"\\x1b[1m\";\n let reset = \"\\x1b[0m\";\n\n eprintln!(\n \"[SPFsmartGATE] MESH {} {}ROLE: {}{}\",\n green, bold, role.to_uppercase(), reset\n );\n\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625201348533} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-21T20:39:04.073135049+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996625201348533} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-21T20:28:39.630665391+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661889436815} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-21T20:24:45.380227200+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661888930095} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Bash] | ts=2026-03-21T20:21:42.738535811+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996618885922813} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Bash,Glob,Glob] | ts=2026-03-21T20:17:56.728281418+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996618882544675} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Bash,Glob] | ts=2026-03-21T20:18:07.814553653+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996618882544675} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/settings.json (17 lines)\n 1\t{\n 2\t \"enabledMcpjsonServers\": [\n 3\t \"spf-smart-gate\"\n 4\t ],\n 5\t \"enableAllProjectMcpServers\": true,\n 6\t \"permissions\": {\n 7\t \"deny\": [\n 8\t \"Edit\",\n 9\t \"Write\",\n 10\t \"Bash\",\n 11\t \"WebFetch\",\n 12\t \"WebSearch\"\n 13\t ]\n 14\t },\n 15\t \"hasTrustDialogAccepted\": true,\n 16\t \"hasCompletedProjectOnboard","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661888085561} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/settings.local.json (15 lines)\n 1\t{\n 2\t \"permissions\": {\n 3\t \"deny\": [\n 4\t \"Edit\",\n 5\t \"Write\",\n 6\t \"Bash\",\n 7\t \"WebFetch\",\n 8\t \"WebSearch\"\n 9\t ]\n 10\t },\n 11\t \"enableAllProjectMcpServers\": true,\n 12\t \"enabledMcpjsonServers\": [\n 13\t \"spf-smart-gate\"\n 14\t ]\n 15\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661888085561} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Write,Glob] | ts=2026-03-21T20:17:27.396505492+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661887916654} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Glob,Read] | ts=2026-03-21T19:55:21.305329491+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996618869032133} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Read,Read] | ts=2026-03-21T19:37:28.824685316+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661885383052} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,spf_transformer_metrics] | ts=2026-03-21T19:32:04.526028982+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661885214145} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,spf_transformer_metrics,spf_transformer_train] | ts=2026-03-21T19:22:00.419329785+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612617791} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_train,spf_flint_train_good] | ts=2026-03-21T19:16:58.136833650+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661260765659} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/.claude.json (482 lines)\n 1\t{\n 2\t \"numStartups\": 103,\n 3\t \"verbose\": true,\n 4\t \"autoCompactEnabled\": false,\n 5\t \"customApiKeyResponses\": {\n 6\t \"approved\": [],\n 7\t \"rejected\": [\n 8\t \"JHk1UJfEKyw-PgRyyQAA\"\n 9\t ]\n 10\t },\n 11\t \"tipsHistory\": {\n 12\t \"new-user-warmup\": 7,\n 13\t \"plan-mode-for-complex-tasks\": 90,\n 14\t \"terminal-setup\": 100,\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661260258939} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_transformer_train,spf_flint_train_good,spf_flint_train_good] | ts=2026-03-21T18:58:44.787772098+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612509690644} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_train, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_train source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_flint_train_good,spf_flint_train_good,spf_flint_train_evil] | ts=2026-03-21T18:52:52.275795931+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661250293437} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_flint_train_good,spf_flint_train_evil,spf_flint_train_evil] | ts=2026-03-21T18:52:40.844737810+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612484354618} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_flint_train_evil,spf_flint_train_evil,spf_flint_train_good] | ts=2026-03-21T18:52:22.356984275+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661248266555} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_train_evil, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_train_evil source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_flint_train_evil,spf_flint_train_good,spf_flint_train_good] | ts=2026-03-21T18:52:11.184233030+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612479287418} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_train_evil, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_train_evil source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_flint_train_good,spf_flint_train_good,spf_flint_train_good] | ts=2026-03-21T18:51:58.682584701+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612477598346} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_flint_train_good,spf_flint_train_good,spf_flint_execute] | ts=2026-03-21T18:51:45.298345279+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661247253114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_flint_train_good,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:51:33.454186950+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661246915301} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_train_good, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_train_good source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:51:08.955386231+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59966124640858} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:50:57.069351964+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612462396733} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:50:12.356764950+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661245395139} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,spf_flint_execute] | ts=2026-03-21T18:49:48.542826626+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612450573258} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_flint_execute,spf_flint_execute,Read] | ts=2026-03-21T18:49:21.759066480+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661244719512} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_flint_execute,Read,spf_transformer_metrics] | ts=2026-03-21T18:48:35.804170404+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612442127915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_flint_execute, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"[FLINT] Tool: spf_brain_search | Reason: Gate alignment test — semantic search, expect PASS | Brain search 'FLINT training pipeline' — 5 result(s):\n\nScore: 0.367 | });\n }\n let result = handle_tool_call(\n tool_name, &tool_args, flint_source, &flint_decision, config, session, storage,\n config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661244043885} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_flint_execute, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_flint_execute source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-21T18:48:20.810428430+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612435371644} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status,spf_status] | ts=2026-03-21T18:41:20.054807080+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661239145587} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status] | ts=2026-03-21T18:41:08.364153855+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612379632396} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-21T18:37:16.080453319+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612352607307} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-21T18:36:29.317741827+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996612345851036} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-21T01:27:33.571963548+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599661228335551} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-21T00:17:08.032008541+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599650205645874} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-20T23:14:02.896990715+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599649492014591} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-20T22:10:43.915470497+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599648852533399} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Write,Write,Grep] | ts=2026-03-20T21:01:42.445904313+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996482088295365} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Grep,spf_web_page] | ts=2026-03-20T19:40:29.056210708+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996475124267486} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,spf_web_page,spf_web_navigate] | ts=2026-03-20T15:15:43.334885696+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599646689681665} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_page,spf_web_navigate,spf_web_connect] | ts=2026-03-20T12:47:51.043060954+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996439192721263} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.67, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/SOUL.md-The reverse proxy architecture is sound.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/SOUL.md:WB-2d and WB-2e are the remaining wiring.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/SOUL.md-The engine is built and compiles clean.\n--\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WEB_BROWSER_RESEARCH_2026-03-17.md-**Date:** 2","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996439157250832} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_page, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_page source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_navigate,spf_web_connect] | ts=2026-03-20T12:37:55.979820296+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643899678936} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_navigate, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_navigate source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_connect] | ts=2026-03-20T12:37:16.434070832+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438993411224} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-20T12:36:31.786042984+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438990033086} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T12:10:25.446913946+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643845628756} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T12:10:20.605122802+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643843770781} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T12:10:07.169922912+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438434329674} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-20T12:05:44.071119575+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438307649568} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-20T12:04:08.566887476+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643827724634} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-20T12:03:23.656791034+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438246843114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T12:02:49.469600422+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438233330568} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T12:02:30.270667930+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438201238274} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T12:02:25.678243244+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438172524114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5128 lines)\n 3416\t match action {\n 3417\t \"speak\" | \"listen\" | \"stream_on\" | \"call\" | \"start\" => {\n 3418\t if let Err(e) = spf_voice::open() {\n 3419\t eprintln!(\"[SPF-VOICE] Pipeline auto-open failed: {}\", e);\n 3420\t }\n 3421\t }\n 3422\t _ => {}\n 3423\t }\n 3424\t\n 3425\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643817083505} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (5128 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::config::SpfConfig;\n 10\tuse crate::config","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643817083505} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T11:57:28.004603514+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438018818915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-20T11:57:18.245053518+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643801712985} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-20T11:57:14.712201383+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438015440777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned","outcome":" browser: &std::sync::Mutex,\n ws_browser_channels: &std::sync::Mutex>,\n http_port: u16,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643801375171} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T11:56:59.697780504+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643801375171} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T11:56:48.225666862+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438010373577} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:56:37.574828741+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438008684506} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:55:59.281536048+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643800699544} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:56:18.404443749+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643800699544} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:55:44.089711366+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643800530637} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:55:29.176485486+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964380036173} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:55:13.736192680+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964380036173} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:54:51.390839667+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996438001928235} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" let _ = state.storage.save_session(&session);\n serde_json::json!({\n \"type\": \"text\",\n \"text\": gate_decision.message,\n \"_blocked\": true\n })\n } else {\n // Allowed — execute through handle_tool_call (pure execution, no gate inside)\n crate::mcp::handle_tool_call(\n tool, args, request.source.clone(), &gate_decision,\n &state.config, &mut session, &state.storage,\n &state.config_db, &state.tmp_db,\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643800023917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":" &state.peers,\n &state.transformer, &state.transformer_config,\n &state.network_config, &state.pool_state,\n &state.pipeline,\n )\n };\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643800023917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:54:33.235236914+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643799686103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:54:17.144049160+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643795463433} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:54:01.890048957+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437936054577} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:53:40.992490215+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437920852964} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T11:53:24.312021992+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437871869986} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-20T11:52:45.839716799+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643784146676} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-03-20T11:52:26.634184306+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437827954217} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T11:51:47.782476612+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643778403845} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:47:28.594323326+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643777390404} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5124 lines)\n 2101\t // ====== WEB BROWSER TOOLS — Reverse Proxy Engine (WB-2e) ======\n 2102\t\n 2103\t \"spf_web_connect\" => {\n 2104\t let port = args.get(\"port\").and_then(|v| v.as_u64())\n 2105\t .unwrap_or(state.http_port as u64) as u16;\n 2106\t match state.browser.lock().unwrap().connect(port) {\n 2107\t Ok((msg, channels)) => {\n 2108\t *state.ws_bro","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964377705259} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-20T11:46:48.631810945+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599643776883683} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-20T11:46:35.157964857+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437767147764} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" let result = handle_tool_call(\n tool_name, &tool_args, flint_source, &flint_decision, config, session, storage,\n config_db, tmp_db, _fs_db, agent_db, pub_key_hex,\n mesh_tx, peers, transformer, transformer_config,\n network_config, pool_state, pipeline,\n );\n\n // Extract result and tag with [FLINT] prefix for identification\n let result_text = result.get(\"text\")","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437748568013} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-20T11:46:31.080513139+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437702963178} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n) -> Value {\n // QW-1: Resolve tool alias before routing — enables unprefixed calls from Qwen/external LLMs\n let name = tool_alias","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437702963178} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:35:27.484889174+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437425956005} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:33:15.045855787+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437407376254} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" };\n\n // ── GATE ENTRY — fires before any execution ───────────────────────────────\n let entry_params = crate::mcp::extract_gate_params(args);\n let gate_decision = crate::gate::process(\n tool, &entry_params, &state.config, &*session, &request.source\n );\n\n let result = if !gate_decision.allowed {\n // Blocked — record and return immediately, no execution\n session.record_manifest(tool, gate_decision.complexity.c, \"BLOCKED\",\n gate_decision.errors.fir","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996437405687187} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:30:32.462430224+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417869925255} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T11:29:04.146549893+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417868236184} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-// // Tool defs are in transformer_tools::tool_definitions()\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-// tools.extend(crate::transformer_tools::tool_definitions());\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:// In handle_tool_call() match:\n/data/data/com.termux/files/home/SPFsmartGATE/src","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417866547117} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-20T11:25:28.502622684+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641786316898} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T11:25:09.931580139+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417861479912} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-20T11:24:44.562070825+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417854723637} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T11:24:55.779228061+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417854723637} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-20T11:24:34.765055569+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641785303457} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5124 lines)\n 281\t \"Download a file from URL and save to disk.\",\n 282\t json!({\n 283\t \"url\": {\"type\": \"string\", \"description\": \"URL to download\"},\n 284\t \"save_path\": {\"type\": \"string\", \"description\": \"Local path to save file\"}\n 285\t }),\n 286\t vec![\"url\", \"save_path\"],\n 287\t ),\n 288\t tool_def(\n 289\t \"spf_web_api\",\n 290","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417851345504} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"use std::io::{self, BufRead, Write};\nuse std::sync::{Arc, Mutex};\nuse crate::http::ServerState;\nuse std::process::Command;\nuse chrono::{DateTime, Local, Utc};\n--\n };\n\n // Build listeners before ServerState (need config ref before move)\n let (listeners, collector_arc) = build_listeners(&config, &transformer_config);\n\n--\n }\n\n // Build ServerState\n // Workers always defer pool management to NetAdmin\n let worker_network_config = crate::config::NetworkConfig::load(\n--\n ).unwra","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417849656437} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-20T11:23:32.664091322+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641784458923} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,spf_config_paths] | ts=2026-03-20T11:23:27.982243407+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417841211095} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (153 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417841211095} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,spf_config_paths,Grep] | ts=2026-03-20T11:22:49.129231390+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641783614389} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/voice.rs (2070 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Voice communication over mesh with real + fallback implementations.\n 5\t//\n 6\t// Mesh stream type: 0x03 (framing::StreamType::VoiceAudio)\n 7\t//\n 8\t// Architecture:\n 9\t// AudioInput → encode → VoiceFrame → mesh (0x03) → decode → AudioOutput\n 10\t// AudioInput → STT → text → ChatEngine (Block P)\n 11\t// ChatEngi","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641783445482} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (5124 lines)\n 2081\t }\n 2082\t Err(e) => {\n 2083\t session.record_failure(\"WebAPI\", &e);\n 2084\t session.record_manifest(\"web_api\", gate_decision.complexity.c, \"ALLOWED\", None);\n 2085\t let _ = storage.save_session(session);\n 2086\t json!({\"type\": \"text\", \"text\": format!(\"API reques","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417831076686} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_config_paths,Grep,Grep] | ts=2026-03-20T11:22:36.330774989+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417831076686} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:15:45.918287697+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964178091188} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:15:13.866189793+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641780742973} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:15:07.921591983+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417804051593} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T11:15:02.451415995+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417802362526} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=1.00 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T11:14:49.591404594+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641780067346} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-20T10:43:52.853409104+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641771959819} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T10:43:37.425539527+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641771790912} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":"# ============================================================================\n[features]\ndefault = []\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417716220055} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"# LOCAL BRAIN — In-process Candle RAG (stoneshell-brain)\n# Model: LIVE/TMP/stoneshell-brain/models/all-MiniLM-L6-v2/\n# Storage: LIVE/TMP/stoneshell-brain/storage/\nstoneshell-brain = { path = \"LIVE/TMP/stoneshell-brain\", features = [\"cpu\"] }\nheed = \"0.20\"\nserde = { version = \"1.0\", features = [\"derive\"] }\nserde_json = \"1.0\"\nchrono = { version = \"0.4\", features = [\"serde\"] }\nreqwest = { version = \"0.12\", default-features = false, features = [\"blocking\", \"rustls-tls\", \"json\"] }\nsha2 = \"0.10\"\naxum =","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417712841917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:42:46.482146734+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417711152846} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:42:03.688269511+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417706085646} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ChatEngine → TTS → VoiceFrame → AudioOutput\n//\n// Implementation tiers:\n// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n// Feature \"voice-stt\": CandleWhisperSTT (candle-transformers, no C deps)\n// Feature \"voice-tts\": PiperTTS (ort/ONNX)\n//\n// Depends on: framing.rs (Block F, StreamType::VoiceAudio)\n\nuse serde::{Deserialize, Serialize};\n\n--\n/// Voice mode: Light (zero battery) vs Rich (full pipeline)\n#[derive(Debug, Clone, Par","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417704396575} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:41:12.884392082+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641769932937} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:39:30.806768527+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964176925731} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:39:21.385092958+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641769088403} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n// STREAMING VOICE-TO-TEXT — Continuous live transcription\n//\n// stream_on → opens mic, transcribes continuously, no fixed duration\n// stream_off → signals thread to exit (or say \"end stream\" / \"stop stream\")\n// stream_read → drains all transcribed text accumulated since last call\n// ============================================================================\n\n--\n\n/// Controls the streaming thread lifecycle.\n/// tru","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641768919496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:39:05.760457443+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641768581683} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":" return Err(VoiceError::DeviceError(\n \"Stream already active — call stream_off first\".into(),\n ));\n }\n // Load model on calling thread: fail fast with a clear error message\n let mut stt = CandleWhisperSTT::new(&model_dir)?;\n\n STREAM_ACTIVE.store(true, std::sync::atomic::Ordering::SeqCst);\n // Clear stale transcripts from any previous stream\n if let Ok(mut q) = TRANSCRIPT_QUEUE.lock() { q.clear(); }\n\n--\n\n // STT: Candle Whisper if feature enabled\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641768581683} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:38:32.327210789+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641768243869} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Implementation tiers:\n// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n// Feature \"voice-stt\": CandleWhisperSTT (candle-transformers, no C deps)\n// Feature \"voice-tts\": PiperTTS (ort/ONNX)\n//\n// Depends on: framing.rs (Block F, StreamType::VoiceAudio)\n--\n\n#[cfg(feature = \"voice-stt\")]\npub struct CandleWhisperSTT {\n model: candle_transformers::models::whisper::model::Whisper,\n tokenizer: VoiceTokenizer,\n--\n}\n\n// SAFETY: Candl","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641768074962} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:35:33.939441638+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641767399335} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:35:19.728551540+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641767061521} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:34:57.402863579+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417668926144} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"//\n// Implementation tiers:\n// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n// Feature \"voice-stt\": CandleWhisperSTT (candle-transformers, no C deps)\n// Feature \"voice-tts\": PiperTTS (ort/ONNX)\n--\n#[derive(Debug, Clone, PartialEq, serde::Serialize, serde::Deserialize)]\npub enum VoiceMode {\n /// spf-voice in-process TTS (espeak-ng FFI), zero session, zero battery\n Light,\n /// spf-voice full pipeline + Piper TTS (voice-tts), ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417667237077} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"//\n// Middleware (Tower + axum):\n// TraceLayer — structured request/response logging\n// CatchPanicLayer — handler panics → 500 (never crash server)\n// RequestBodyLimitLayer — 10MB (matches original read_body limit)\n// SetSensitiveRequestHeadersLayer — hide auth headers from logs\n// CompressionLayer — gzip response compression\n// CORS (axum::middleware::from_fn) — browser preflight + response headers\n// Timeout — 30s per request via spawn_blocking + tokio::time::timeout\n//\n// Thread","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641766554801} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:34:53.835090872+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417662169873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:34:50.126964259+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964176604808} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-20T10:29:56.707752600+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641765710267} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-20T10:33:41.149161681+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641765710267} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-20T10:34:31.449396662+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641765710267} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"// WB-2b: ProxyEngine + BrowserSession + data types\n// WB-2c: Control JavaScript (CONTROL_JS const)\n\n--\n/// local serving with injected control JavaScript.\npub struct ProxyEngine {\n client: reqwest::blocking::Client,\n--\nimpl ProxyEngine {\n pub fn new() -> Result {\n let client = reqwest::blocking::Client::builder()\n--\n /// (images, CSS, JS) against the original domain — no URL rewriting needed.\n pub fn proxy_page(&self, url: &str, ws_port: u16) -> Result Result<(), String> { Ok(()) }\n\n /// Close the persistent audio pipeline. Stub: no-op.\n pub fn close() {}\n\n /// Capture `_ms` milliseconds of audio. St","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964176554136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"Bash\" | \"spf_bash\" | \"spf_web_download\" | \"spf_notebook_edit\" => 60,\n \"spf_web_fetch\" | \"spf_web_search\" | \"spf_web_api\" => 30,\n \"spf_web_connect\" | \"spf_web_navigate\" => 20,\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_screenshot\" | \"spf_web_design\" | \"spf_web_page\" => 60,\n \"spf_mesh_call\" => 60,\n _ => 120,\n--\n\n // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n \"spf_web","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964176554136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" // WB-2: Reverse proxy browser tools\n \"web_connect\" | \"spf_web_connect\" => (20, 2, 0, 1),\n \"web_navigate\" | \"spf_web_navigate\" => (30, 5, 1, 1),\n \"web_click\" | \"spf_web_click\" => (15, 2, 0, 1),\n \"web_fill\" | \"spf_web_fill\" => (15, 2, 0, 1),\n \"web_select\" | \"spf_web_select\" => (10, 1, 0, 1),\n \"web_eval\" | \"spf_web_eval\" => (40, 8, 2, 1), // JS eval — higher risk\n \"web_screenshot\" | \"spf_web_screenshot\" => (10, 1, 0, 1),\n \"web_desi","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964176554136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Reverse proxy browser session — ProxyEngine + mpsc channel ends\n pub browser: std::sync::Mutex,\n /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n pub ws_browser_channels: std::sync::Mutex>,\n /// HTTP server port — injected into proxied pages as WebSocket target port\n pub http_port: u16,\n}\n\n--\n\n// ============================================================","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417653724535} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:26:41.814476373+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417653724535} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:26:32.928930907+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417653724535} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:25:38.292204939+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417652035464} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:25:12.402617344+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417650346393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_web_connect\",\n \"spf_web_navigate\",\n \"spf_web_click\",\n \"spf_web_fill\",\n \"spf_web_select\",\n \"spf_web_eval\",\n \"spf_web_screenshot\",\n \"spf_web_design\",\n \"spf_web_page\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"web_click\" => \"spf_web_click\", \"web_fill\" => \"spf_web_fill\",\n \"web_select\" => \"spf_web_select\", \"web_eval\" => \"spf_web_eval\",\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417648657326} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":" log(\"Transformer: enabled — initializing runtime state\");\n let mut state = crate::transformer_tools::TransformerState::from_config(\n &transformer_config, \"writer\" // BUGSfix: was writer_checkpoint (filename), needs role string\n );\n // RC-2: Load checkpoint if available (same pattern as worker.rs init_transformer)\n let ckpt_path = crate::paths::spf_root()\n .join(\"LIVE/MODELS\")\n .join(&transformer_config.writer_checkpoint);\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641764696826} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n if signals.is_empty() {\n state.is_training = false;\n return json!({\"type\": \"text\", \"text\": \"No pending training signals. Gate decisions accumulate signals automatically.\"});\n }\n\n--\n // Step 7: Apply optimizer on cloned weights if we have gradients\n let avg_loss = if processed > 0 { total_loss / processed as f32 } else { 0.0 };\n let alignment = if processed > 0 { correct as f64 / processed as f64 } else { 0.0 };\n let mut weights_adopted = false;\n\n // FL-","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996417645279193} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n// ============================================================================\n// RE-READ TRACKER (R3-06)\n//\n// Tracks how many times each file has been read this session.\n--\n// ============================================================================\n\nstatic READ_TRACKER: LazyLock>> =\n LazyLock::new(|| Mutex::new(HashMap::new()));\n\n--\n /// True for bypass tools (status/meta) — skip all post-processing\n pub skip_processing: bool,\n /// File path extract","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410907586442} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:23:20.601743585+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410907586442} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:22:32.627249749+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641090589737} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:14:02.930877964+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410894073896} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"web_connect\" | \"spf_web_connect\" => (20, 2, 0, 1),\n \"web_navigate\" | \"spf_web_navigate\" => (30, 5, 1, 1),\n \"web_eval\" | \"spf_web_eval\" => (40, 8, 2, 1), // JS eval — higher risk\n \"web_design\" | \"spf_web_design\" => (20, 3, 0, 1),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410894073896} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:13:14.170090431+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410892384825} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T10:12:59.379908666+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410892384825} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T10:12:40.888054141+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641089069576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:12:16.879564411+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641088900669} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:11:44.667911975+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410887317625} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:11:03.995564751+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641088562856} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:09:55.189455298+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410883939487} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-20T10:09:35.672075358+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410882250416} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_web_connect\",\n \"spf_web_navigate\",\n \"spf_web_click\",\n \"web_connect\" => \"spf_web_connect\", \"web_navigate\" => \"spf_web_navigate\",\n \"web_click\" => \"spf_web_click\", \"web_fill\" => \"spf_web_fill\",\n \"spf_web_connect\" => {\n *state.ws_browser_channels.lock().unwrap() = Some(channels);\n \"spf_web_navigate\" => {\n \"spf_web_click\" => {\n browser: std::sync::Mutex::new(crate::browser::BrowserSession::new()),\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641088056135} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-20T10:09:16.681020469+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410878872283} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:08:56.559950477+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410878872283} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub browser: std::sync::Mutex,\n /// WsBrowserChannels produced by BrowserSession::connect(), consumed by /ws/browser handler\n pub ws_browser_channels: std::sync::Mutex>,\n pub http_port: u16,\n// WB-2d: REVERSE PROXY HANDLERS — /proxy, /proxy/asset, /ws/browser\n/// GET /proxy?url=... — Fetch target URL, inject CONTROL_JS, serve to browser.\nasync fn proxy_handler(\n let ws_port = app.inner.http_port;\n/// GET /p","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410877183216} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub fn proxy_page(&self, url: &str, ws_port: u16) -> Result {\n pub fn proxy_asset(&self, url: &str) -> Result {\n pub fn proxy_page(&self, url: &str, ws_port: u16) -> Result {\n Some(engine) => engine.proxy_page(url, ws_port),\n pub fn proxy_asset(&self, url: &str) -> Result {\n Some(engine) => engine.proxy_asset(url),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410875494145} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T10:06:57.072493804+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410872116007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T10:06:44.201874642+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410868737874} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":" vec![\"url\", \"prompt\"],\n ),\n tool_def(\n \"spf_web_download\",\n \"Download a file from URL and save to disk.\",\n json!({\n \"url\": {\"type\": \"string\", \"description\": \"URL to download\"},\n \"save_path\": {\"type\": \"string\", \"description\": \"Local path to save file\"}\n }),\n vec![\"url\", \"save_path\"],\n ),\n tool_def(\n \"spf_web_api\",\n \"Make an API request. Returns status,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410867048807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:06:12.787042779+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641086367067} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":" ),\n\n // ====== WEB BROWSER TOOLS ======\n tool_def(\n \"spf_web_search\",\n \"Search the web for information. Uses Brave API if BRAVE_API_KEY set, otherwise DuckDuckGo.\",\n json!({\n \"query\": {\"type\": \"string\", \"description\": \"Search query\"},\n \"count\": {\"type\": \"integer\", \"description\": \"Max results (default: 10)\", \"default\": 10}\n }),\n vec![\"query\"],\n ),\n tool_def(\n \"spf_we","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641086367067} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:05:52.660189349+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641086029253} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:04:53.397630257+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964108569144} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:04:20.659734280+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641085353626} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:03:58.965607465+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410850158123} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T10:03:20.964034303+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641084677999} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-20T10:03:06.402764725+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410845090923} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-20T10:02:10.162444799+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410841712785} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:01:51.035226525+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410840023714} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T10:00:40.793452645+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410833267443} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" .map_err(|e| format!(\"Asset read failed: {}\", e))?\n .to_vec();\n\n Ok(AssetResponse { data, content_type })\n }\n}\n\n/// Processed page ready for serving on localhost.\npub struct ProxiedPage {\n pub html: String,\n pub content_type: String,\n pub title: String,\n pub original_url: String,\n}\n\n/// Raw asset fetched for passthrough proxy.\npub struct AssetResponse {\n pub data: Vec,\n pub content_type: String,\n}\n\n// ========================================","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410831578376} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:56:49.719183567+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410824822105} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:56:18.191519933+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410823133034} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// HTTP transport configuration — loaded from LIVE/CONFIG/http.json\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct HttpConfig {\n pub transport: String,\n pub port: u16,\n pub bind: String,\n pub tls_enabled: bool,\n pub tls_cert: String,\n--\n pub api_key: String,\n}\n\nimpl Default for HttpConfig {\n fn default() -> Self {\n Self {\n transport: \"both\".to_string(),\n--\n }\n}\n\nimpl HttpConfig {\n /// Load HTTP config from JSON file, falling back to defa","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410821443967} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":" // Workers always defer pool management to NetAdmin\n let worker_network_config = crate::config::NetworkConfig::load(\n &crate::paths::spf_root().join(\"LIVE/CONFIG/network.json\")\n ).unwrap_or_default();\n\n let state = Arc::new(ServerState {\n config,\n config_db: Some(config_db),\n session: Mutex::new(session),\n storage,\n tmp_db,\n--\n // Start HTTP transport (monitoring only)\n if http_config.transport != \"stdio\" && !http_config.api_key.is_emp","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410821443967} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:54:03.442021651+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410821443967} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":" peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option>,\n pipeline: &std::sync::Arc>,\n) -> Value {\n // QW-1: Resolve tool alias before routing — ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410821443967} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:52:36.695367101+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410819754896} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:53:03.411918288+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410819754896} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":" let max_per_minute = match tool {\n \"Write\" | \"spf_write\" | \"Edit\" | \"spf_edit\" |\n \"Bash\" | \"spf_bash\" | \"spf_web_download\" | \"spf_notebook_edit\" => 60,\n \"spf_web_fetch\" | \"spf_web_search\" | \"spf_web_api\" => 30,\n \"spf_mesh_call\" => 60,\n _ => 120,\n };\n--\n => validate::validate_fs_read(params, config),\n\n // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n \"spf_web_fetch\" | \"spf_web_api\"\n => validate","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641081806583} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"rag_pending_searches\" | \"spf_rag_pending_searches\" => (8, 1, 0, 1),\n\n // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),\n \"web_download\" | \"spf_web_download\" => (30, 5, 1, 1),\n \"web_api\" | \"spf_web_api\" => (25, 3, 0, 1),\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641081806583} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:41:55.871926720+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410809620487} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n\n/// Channel endpoints for the WebSocket handler in http.rs.\n/// Created by BrowserSession::connect(), consumed by the /ws/browser handler.\n/// Uses std::sync::mpsc — works across sync/async boundaries.\npub struct WsBrowserChannels {\n /// Receives commands from BrowserSession to forward to browser JS\n pub cmd_rx: mpsc::Receiver,\n /// Sends responses from browser JS back to BrowserSession\n pub resp","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410809620487} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-20T09:41:16.672341371+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641080793142} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" preferred\n}\n\n/// Build the Axum Router with all routes and middleware.\nfn build_router(app_state: AppState) -> Router {\n // Tower middleware stack — applied to ALL routes\n // TimeoutLayer removed: requires ResBody: Default which axum::body::Body doesn't impl.\n // Timeout protection provided by tokio task isolation + SPF gate rate limiting.\n // CompressionLayer applied on Router (outside stack) to avoid body type conflicts.\n--\n .layer(RequestBodyLimitLayer::new(10 * 1024 * ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641080793142} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Read] | ts=2026-03-20T09:40:30.467979774+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410806242354} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"// BLOCK SEC-4: SPF_API_KEY env var override in serve() — process-scoped, not in JSON files\n\nuse crate::agent_state::AgentStateDb;\nuse crate::config::SpfConfig;\nuse crate::config_db::SpfConfigDb;\nuse crate::fs::SpfFs;\nuse crate::mcp;\nuse crate::session::Session;\nuse crate::storage::SpfStorage;\nuse crate::tmp_db::SpfTmpDb;\nuse ed25519_dalek::{Signature, Verifier, VerifyingKey};\nuse serde_json::{json, Value};\nuse sha2::{Sha256, Digest};\nuse std::collections::{HashMap, HashSet};\nuse std::sync::{Arc","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410806242354} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Read,Grep] | ts=2026-03-20T09:39:58.677706609+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410804553287} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T09:39:29.620629693+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410804553287} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"// RequestBodyLimitLayer — 10MB (matches original read_body limit)\n// SetSensitiveRequestHeadersLayer — hide auth headers from logs\n// CompressionLayer — gzip response compression\n// CORS (axum::middleware::from_fn) — browser preflight + response headers\n// Timeout — 30s per request via spawn_blocking + tokio::time::timeout\n//\n// Threading:\n--\n\n/// Shared server state — used by all transports (stdio, HTTP, mesh).\n/// Wrapped in Arc for thread-safe sharing.\npub struct ServerState {\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410804553287} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:36:01.668898782+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410802864216} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WB-1_CDP_BUILD_BLOCKS.md (658 lines)\n 1\t# WB-1: CDP Browser Module — Build Blocks\n 2\t# Version: 1.0 | Date: 2026-03-17\n 3\t# Copyright: Joseph Stone 2026 — All Rights Reserved\n 4\t# Author: Claude (Opus 4.6)\n 5\t\n 6\t---\n 7\t\n 8\t## ARCHITECTURE\n 9\t\n 10\t```\n 11\t+------------------------------------------------------------------+\n 12\t| SPF SmartGate Runtime ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410802864216} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-20T09:30:14.254157613+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641079779701} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-20T09:30:32.522675575+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641079779701} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-20T09:29:38.692110751+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410796107945} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" // Step 7: Apply optimizer on cloned weights if we have gradients\n let avg_loss = if processed > 0 { total_loss / processed as f32 } else { 0.0 };\n let alignment = if processed > 0 { correct as f64 / processed as f64 } else { 0.0 };\n let mut weights_adopted = false;\n\n // FL-4: Load EWC state for penalty + Fisher update\n let ewc_path = spf_root().join(\"LIVE/MODELS/ewc_state.bin\");\n--\n for (mw, cw) in model_weights.iter_mut().zip(cloned.iter()) {\n mw.da","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410796107945} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T09:29:55.748348609+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410796107945} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"use serde_json::Value;\n\n// ============================================================================\n// RE-READ TRACKER (R3-06)\n//\n// Tracks how many times each file has been read this session.\n// First read: full passthrough. Subsequent reads: compressed to head/tail.\n--\n pub timestamp: String,\n /// True for bypass tools (status/meta) — skip all post-processing\n pub skip_processing: bool,\n /// File path extracted from args — used by re-read detection (R3-06)\n pub target_file: ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410796107945} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-20T09:29:22.619388258+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641079441888} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Edit,Write] | ts=2026-03-20T09:29:01.526815088+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641079441888} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-20T09:28:35.586731348+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410792729807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Grep] | ts=2026-03-20T09:28:49.464376343+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410792729807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Passthrough tools (brain, voice, chat, mesh) skip compression entirely.\n// ============================================================================\n\n/// FL-2: Compress result text based on size tiers.\n/// Passthrough tools return text unchanged — already compact or real-time.\nfn compress_result(tool: &str, text: &str) -> String {\n // Passthrough: brain results already compact, voice/chat are real-time\n if matches!(tool,\n \"spf_brain_search\" | \"spf_brain_recall\" | \"spf_brain_co","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996410792729807} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:22:29.803842009+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641078935167} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:24:10.247349002+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599641078935167} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"use crate::agent_state::{AgentStateDb, MemoryType};\nuse crate::gate_training::{GateTrainingCollector, TrainingSignal};\nuse crate::paths::spf_root;\nuse crate::transformer_tools::TransformerState;\nuse crate::http::ServerState;\nuse serde_json::Value;\n\n// ============================================================================\n// RE-READ TRACKER (R3-06)\n//\n// Tracks how many times each file has been read this session.\n// First read: full passthrough. Subsequent reads: compressed to head/tail.\n//","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404571891905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:18:40.164063398+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964045668247} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:17:38.151902068+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640456513563} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:18:11.569917888+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640456513563} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" let proj = self.output_projection.numel() + self.output_bias.numel();\n embed + enc + dec + proj\n }\n\n /// Collect all weight tensors for serialization\n pub fn weights(&self) -> Vec<&Tensor> {\n let mut w: Vec<&Tensor> = vec![&self.token_embedding];\n w.extend(self.encoder.weights());\n w.extend(self.decoder.weights());\n w.push(&self.output_projection);\n w.push(&self.output_bias);\n w\n }\n\n /// Collect all weight tensors mutably fo","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404563446562} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":" for key in &consumed_keys {\n let _ = db.delete_state(key);\n }\n }\n }\n\n // Fallback: if LMDB yielded nothing, try collector drain (backward compat)\n if signals.is_empty() {\n signals = match &state.collector {\n Some(collector) => collector.drain_signals(),\n None => Vec::new(),\n };\n }\n\n if signals.is_empty() {\n state.is_training = false;\n return json!({\"type\": \"text\", \"text\": \"No pending tra","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404563446562} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:17:14.683224525+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404561757496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:16:29.229843240+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404561757496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:16:16.986880068+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640456006843} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"// All handlers follow the mcp.rs pattern:\n// fn handle_*(args, state) -> Value\n// Returns json!({\"type\": \"text\", \"text\": \"...\"}) matching MCP protocol.\n//\n// Depends on: Block E (transformer.rs, checkpoint.rs), Block I (TransformerConfig)\n\nuse serde_json::{json, Value};\nuse std::sync::{Arc, RwLock};\n\n--\n /// Configuration\n pub config: TransformerConfig,\n /// Current training step\n pub training_step: u64,\n /// Last checkpoint path\n pub last_checkpoint: String,\n /// Whether","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640456006843} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" let mut weights_adopted = false;\n\n // FL-4: Load EWC state for penalty + Fisher update\n let ewc_path = spf_root().join(\"LIVE/MODELS/ewc_state.bin\");\n let total_params: usize = cloned_weights.iter().map(|t| t.data.len()).sum();\n let mut ewc = if ewc_path.exists() {\n crate::learning::OnlineEWC::load_from_file(&ewc_path)\n--\n ewc_lambda: 0.4,\n replay_buffer_size: 100,\n temperature: 0.7,\n writer_checkpoint: \"test_writer.spfc\".to_strin","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640456006843} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:16:05.256746947+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640455837936} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" FLINT_VERSION,\n state.role,\n state.training_step,\n state.batches_completed,\n avg_loss,\n state.gate_alignment * 100.0,\n config.learning_rate,\n config.ewc_lambda,\n config.online_learning,\n config.replay_buffer_size,\n config.checkpoint_interval,\n if state.last_checkpoint.is_empty() { \"none\" } else { &state.last_checkpoin","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640455837936} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:15:37.224228260+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640455669029} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":" _fs_db: &Option,\n agent_db: &Option,\n pub_key_hex: &str,\n mesh_tx: &Option>,\n peers: &std::collections::HashMap,\n transformer: &Option>>,\n transformer_config: &crate::config::TransformerConfig,\n network_config: &crate::config::NetworkConfig,\n pool_state: &Option Result {\n let result = self.send_command(\"design\", json!({}))?;\n serde_json::from_value(result)\n--\n\n /// Get structured page overview (headings, forms, buttons, links, images).\n pub fn page_info(&mut self) -> Result {\n let r = self.send_command(\"page\", json!({}))?;\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404543177745} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/voice.rs (2070 lines)\n 9\t// AudioInput → encode → VoiceFrame → mesh (0x03) → decode → AudioOutput\n 10\t// AudioInput → STT → text → ChatEngine (Block P)\n 11\t// ChatEngine → TTS → VoiceFrame → AudioOutput\n 12\t//\n 13\t// Implementation tiers:\n 14\t// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n 15\t// Feature \"voice-stt\": Ca","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404543177745} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:03:19.601946718+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404543177745} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"\nimpl ProxyEngine {\n pub fn new() -> Result {\n let client = reqwest::blocking::Client::builder()\n .user_agent(\"Mozilla/5.0 (Linux; Android 13) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Mobile Safari/537.36\")\n--\n\nimpl BrowserSession {\n pub fn new() -> Self {\n let screenshots_dir = format!(\n \"{}/LIVE/TMP/screenshots\",","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404543177745} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:03:07.247075421+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640454148868} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:02:54.829904905+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640454148868} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub images: Vec,\n pub forms: Vec,\npub struct ImageInfo {\npub struct FormInfo {\n pub fields: Vec,\npub struct FieldInfo {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453979961} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:02:39.505626161+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453979961} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" fn send_command(&mut self, cmd: &str, extra: Value) -> Result {\n let result = self.send_command(\"click\", json!({\"selector\": selector}))?;\n let result = self.send_command(\"fill\", json!({\"selector\": selector, \"text\": text}))?;\n let result = self.send_command(\"select\", json!({\"selector\": selector}))?;\n self.send_command(\"eval\", json!({\"expression\": expression}))\n let result = self.send_command(\"design\", json!({}))?;\n let result = self.sen","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453979961} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:02:27.324145176+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453811054} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub fn current_url(&self) -> &str {\nfn open_browser(url: &str) -> Result<(), String> {\nfn open_browser(url: &str) -> Result<(), String> {\npub fn strip_html_tags(html: &str) -> String {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453811054} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:02:10.746551797+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453811054} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub fn click(&mut self, selector: &str) -> Result {\n pub fn fill(&mut self, selector: &str, text: &str) -> Result {\n pub fn select(&mut self, selector: &str) -> Result, String> {\n pub fn eval(&mut self, expression: &str) -> Result {\n pub fn screenshot(&mut self) -> Result {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404536421474} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:01:55.902680657+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404536421474} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"impl ProxyEngine {\n pub fn proxy_page(&self, url: &str, ws_port: u16) -> Result {\n pub fn proxy_asset(&self, url: &str) -> Result {\nimpl BrowserSession {\n pub fn connect(&mut self, proxy_port: u16) -> Result<(String, WsBrowserChannels), String> {\n pub fn navigate(&mut self, url: &str) -> Result {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404536421474} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":"// WB-2c: Control JavaScript (CONTROL_JS const)\npub struct ProxyEngine {\npub struct ProxiedPage {\npub struct AssetResponse {\npub struct WsBrowserChannels {\npub struct BrowserSession {\npub struct ElementInfo {\npub struct DesignBrief {\npub struct ComponentInfo {\n format!(\"\\n\\n\", CONTROL_JS.replace(\"{WS_PORT}\", &ws_port.to_string()))\nconst CONTROL_JS: &str = r#\"\nfn extract_title(html: &str) -> String {\nfn html_escape(s: &str) -> String {\nfn strip_csp_meta(html: &str) -> String","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404534732402} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:01:30.025175458+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404534732402} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T09:01:42.980727224+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404534732402} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // CDP BROWSER weights removed — WB-2a (will be re-added in WB-2e for reverse proxy)\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404534732402} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:55:32.569905126+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404533043336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n\n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_design\" | \"spf_web_page\" => {\n json!({\"type\": \"text\", \"text\": \"Browser tools being upgraded to reverse proxy engine. Coming in WB-2e.\"})\n }\n\n\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453135427} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":" if ts == 0 {\n return \"Never\".to_string();\n }\n DateTime::::from_timestamp(ts as i64, 0)\n .map(|dt| dt.format(\"%Y-%m-%d %H:%M:%S UTC\").to_string())\n .unwrap_or_else(|| ts.to_string())\n}\nconst SERVER_NAME: &str = \"spf-smart-gate\";\nconst SERVER_VERSION: &str = \"3.0.0\";\n--\nfn log(msg: &str) {\n eprintln!(\"[spf-smart-gate] {}\", msg);\n}\n\n/// Persistent command log → LIVE/SESSION/cmd.log\n--\n let ts = Local::now().format(\"%Y-%m-%d %H:%M:%S\");\n let _ = w","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453135427} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:55:04.220092220+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453135427} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:55:20.095658047+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640453135427} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:54:35.486083950+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404529665202} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404529665202} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:54:47.075475716+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404529665202} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T08:54:18.498084998+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640452797613} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-20T08:54:03.315529066+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640452797613} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T08:53:30.800399703+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404526287065} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"# SPF Smart Gateway - MCP Command Gateway\n# Copyright 2026 Joseph Stone - All Rights Reserved\n#\n# All tool calls route through this gateway.\n# Enforces SPF complexity formula, validates rules,\n# gates all file/bash operations. Pure Rust, LMDB state,\n# MCP stdio JSON-RPC 2.0.\n[package]\nname = \"spf-smart-gate\"\nversion = \"3.0.0\"\nedition = \"2021\"\nauthors = [\"Joseph Stone \"]\ndescription = \"SPF Smart GATE - MCP command gateway with complexity enforcement\"\nlicense-file = \"LICENSE.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404526287065} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:52:28.207191967+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404524597994} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:49:35.690358074+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404519530794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T08:49:12.901871520+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404519530794} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"mod spf_voice {\n pub struct Status {\n pub fn open() -> Result<(), String> { Ok(()) }\n pub fn close() {}\n pub fn listen(_ms: u64) -> Result, String> { Ok(vec![]) }\n pub fn speak(_text: &str) -> Result<(), String> {\n pub fn encode(_pcm: &[i16]) -> Result, String> {\n pub fn decode(_data: &[u8]) -> Result, String> {\n pub fn play(_pcm: &[i16]) -> Result<(), String> {\n pub fn status() -> Status {\n pub fn decode(&self, ids: &[u32], skip_special: b","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404517841722} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Edit] | ts=2026-03-20T08:48:23.496977321+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404517841722} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-stt\")]\n#[cfg(feature = \"voice-tts\")]\n#[cfg(feature = \"voice-tts\")]\n#[cfg(feature = \"voice-tts\")]\n #[cfg(feature = \"voice-stt\")]\n #[cfg(feature = \"voice-tts\")]","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404517841722} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":" config: candle_transformers::models::whisper::Config,\n device: candle_core::Device,\n eot_token: u32,\n--\n // ── Weights ─────────────────────────────────────────────────────────\n let device = candle_core::Device::Cpu;\n let vb = unsafe {\n--\n /// Convert f32 PCM (16 kHz, mono, [-1.0, 1.0]) to mel spectrogram Tensor.\n pub fn audio_to_mel(&self, samples: &[f32]) -> Result {\n let mel = candle_transformers::models::whisper::au","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404516152656} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Grep] | ts=2026-03-20T08:47:42.653178170+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404516152656} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/voice.rs (2070 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Voice communication over mesh with real + fallback implementations.\n 5\t//\n 6\t// Mesh stream type: 0x03 (framing::StreamType::VoiceAudio)\n 7\t//\n 8\t// Architecture:\n 9\t// AudioInput → encode → VoiceFrame → mesh (0x03) → decode → AudioOutput\n 10\t// AudioInput → STT → text → ChatEngine ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404514463585} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-20T08:47:14.900028128+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404514463585} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:46:51.070864648+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404514463585} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:45:52.616766441+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640451277452} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:45:06.323038906+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640451277452} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:46:07.104137737+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640451277452} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T08:43:47.841365238+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640451277452} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n // TTS + audio I/O: handled by spf-voice crate — report status\n let svs = spf_voice::status();\n eprintln!(\"[SPF-VOICE] spf-voice: tts={} input={} output={} codec={}\",\n svs.tts_available, svs.input_available, svs.output_available, svs.codec_available);\n\n // Piper TTS (neural, optional — voice-tts feature)\n #[cfg(feature = \"voice-tts\")]\n--\n\n /// Get current voice pipeline status — queries spf-voice crate for real hardware state\n pub f","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640451108545} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n fn config(&self) -> &VoiceConfig {\n &self.config\n }\n}\n\n/// Stub STT — always returns NotAvailable\npub struct StubSTT;\n\nimpl SpeechToText for StubSTT {\n fn transcribe(&mut self, _frames: &[VoiceFrame]) -> Result {\n Err(VoiceError::NotAvailable(\"Speech-to-text not implemented\".into()))\n }\n\n fn is_available(&self) -> bool {\n false\n }\n\n fn supported_languages(&self) -> Vec {\n vec![] // No languages available\n }\n}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640451108545} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"// OpusCodec removed — encode/decode now handled by spf-voice crate (libopus.a static FFI)\n\n// CpalAudioInput removed — microphone capture now handled by spf-voice crate (spf_voice::listen())\n\n// CpalAudioOutput removed — speaker playback now handled by spf-voice crate (spf_voice::play())\n\n// ============================================================================\n--\n\n/// Start continuous voice-to-text via spf-voice (in-process cpal) — independent of VOICE_SESSION.\n/// Each ~10 s chunk is ca","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640451108545} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n// OpusCodec removed — encode/decode now handled by spf-voice crate (libopus.a static FFI)\n\n// CpalAudioInput removed — microphone capture now handled by spf-voice crate (spf_voice::listen())\n\n// CpalAudioOutput removed — speaker playback now handled by spf-voice crate (spf_voice::play())\n\n// ============================================================================\n// VOICE TOKENIZER — GPT2 byte-level BPE decode, zero external crates\n//\n// Whisper uses GPT2's byte-level BPE tokenizer. Every ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640451108545} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-20T08:42:55.676726352+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404509396385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"\nuse serde::{Deserialize, Serialize};\n\n--\n#[cfg(feature = \"voice-stt\")]\nuse candle_core::IndexOp;\n#[cfg(feature = \"voice-tts\")]\nuse ort::Session as OrtSession;\n\n--\n#[cfg(test)]\nmod tests {\n use super::*;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404509396385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Edit] | ts=2026-03-20T08:43:07.003893535+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404509396385} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-20T08:42:33.910025735+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404507707314} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,spf_brain_recall,spf_agent_context] | ts=2026-03-20T08:37:55.050901154+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404504329176} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,spf_brain_recall] | ts=2026-03-20T08:38:24.281522862+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404504329176} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_recall,spf_agent_context,Grep] | ts=2026-03-20T08:37:25.957005019+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599640450264011} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_recall, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_recall source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_context,Grep,Grep] | ts=2026-03-20T08:31:37.402069319+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404500951042} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_recall, source:flint_dispatch, relevance:0.78, promoted:24hr→7day, promoted:7day→pinned","outcome":"Recall 'voice.rs CandleWhisperSTT VoiceTokenizer PiperTTS struct fields impl' (20 chunks):\n\n══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/979767f747f07fe1.txt ══\n- candle-core/nn/transformers = \"0.8\" — Whisper STT\n\nFEATURES:\n- default = [\"voice\", \"voice-stt\"]\n- voice = [cpal, opus-codec]\n- voice-stt = [candle-core, candle-nn, candle-transformers]\n- voice-tts = [ort]\n\nPROFILE release: opt-level=3, lto=fat, codegen-units=1, panic=abort, strip=true\n\n══ /data/data/com.termux/files","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404499261976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-20T08:31:15.108887140+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404499261976} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Read] | ts=2026-03-20T08:30:50.070493243+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404497572905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"use candle_core::IndexOp;\nuse ort::Session as OrtSession;\npub struct VoiceTokenizer {\nimpl VoiceTokenizer {\npub struct CandleWhisperSTT {\nimpl CandleWhisperSTT {\nimpl SpeechToText for CandleWhisperSTT {\npub struct PiperTTS {\nimpl PiperTTS {\nimpl TextToSpeech for PiperTTS {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404497572905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Read,Grep] | ts=2026-03-20T08:24:31.219384273+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59964044925057} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T08:22:17.809802449+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404490816634} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T08:05:41.175762725+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996404490816634} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-20T08:03:49.537657768+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398290247544} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-20T08:03:25.739466162+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398288558478} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-20T08:02:44.599594772+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599639828686941} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"use candle_core::IndexOp;\npub struct VoiceTokenizer {\nimpl VoiceTokenizer {\n model: candle_transformers::models::whisper::model::Whisper,\n config: candle_transformers::models::whisper::Config,\n device: candle_core::Device,\n let config: candle_transformers::models::whisper::Config =\n .token_to_id(candle_transformers::models::whisper::EOT_TOKEN)\n .token_to_id(candle_transformers::models::whisper::SOT_TOKEN)\n .token_to_id(candle_transformers::models:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398285180344} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub trait SpeechToText: Send + Sync {\n fn transcribe(&mut self, frames: &[VoiceFrame]) -> Result;\npub trait TextToSpeech: Send + Sync {\n fn synthesize(&mut self, text: &str) -> Result, VoiceError>;\n fn transcribe(&mut self, _frames: &[VoiceFrame]) -> Result {\n fn synthesize(&mut self, _text: &str) -> Result, VoiceError> {\n fn transcribe(&mut self, frames: &[VoiceFrame]) -> Result {\n fn s","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398285180344} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Feature \"voice-stt\": CandleWhisperSTT (candle-transformers, no C deps)\n// Feature \"voice-tts\": PiperTTS (ort/ONNX)\nuse candle_core::IndexOp;\nuse ort::Session as OrtSession;\npub struct CandleWhisperSTT {\n// SAFETY: CandleWhisperSTT is owned exclusively by one thread at a time.\nunsafe impl Send for CandleWhisperSTT {}\nimpl CandleWhisperSTT {\nimpl SpeechToText for CandleWhisperSTT {\n let mut stt = CandleWhisperSTT::new(&model_dir)?;\npub struct PiperTTS {\n session: OrtSession,\nimpl Pipe","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398283491273} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T07:59:06.606248917+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398280113135} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T07:56:57.858908966+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398271667798} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T07:56:24.167515906+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599639826828966} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-20T07:53:53.539358412+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599639825815525} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-20T07:53:18.550000925+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398253088047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"// CpalAudioInput removed — microphone capture now handled by spf-voice crate (spf_voice::listen())\n// CpalAudioOutput removed — speaker playback now handled by spf-voice crate (spf_voice::play())\n/// Each ~10 s chunk is captured via spf_voice::listen(), transcribed, pushed to TRANSCRIPT_QUEUE.\n match spf_voice::listen(CHUNK_MS) {\n let _ = spf_voice::speak(&format!(\"You said: {}\", current));\n let _ =","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599639825139898} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub static VOICE_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\npub enum VoiceMode {\npub struct VoiceSettings {\npub enum CallDirection {\npub enum CallPhase {\npub struct CallState {\npub static VOICE_SETTINGS: std::sync::Mutex = std::sync::Mutex::new(VoiceSettings {\npub static CALL_STATE: std::sync::Mutex> = std::sync::Mutex::new(None);\npub struct VoiceFrame {\npub struct VoiceConfig {\npub trait AudioInput: Send + Sync {\npub trait Aud","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599639824802084} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-20T07:52:45.126182084+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599639824802084} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-20T07:36:22.110844907+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398242953638} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-20T07:25:47.857714888+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599639823281923} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-20T07:21:47.619030501+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599639822944109} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-20T07:21:17.289713950+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398222684824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_transformer_status] | ts=2026-03-20T07:17:40.753925647+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398209172273} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Always available: spf-voice crate (espeak-ng FFI in-process + cpal + opus static), VoiceSession, stubs\n /// spf-voice in-process TTS (espeak-ng FFI), zero session, zero battery\n /// spf-voice full pipeline + Piper TTS (voice-tts), persistent session\n /// Agent Line TTS mode: Light (spf-voice/espeak-ng FFI) | Rich (spf-voice + Piper ONNX)\n// EspeakTTS removed — TTS is now handled by spf-voice crate (in-process FFI, no subprocess)\n// OpusCodec removed — encode/decode now handled by s","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398207483207} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_transformer_status,Edit] | ts=2026-03-20T07:17:25.826167788+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398204105073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"spf-voice = { path = \"LIVE/TMP/spf-voice\" }\n# VOICE PIPELINE — spf-voice crate (self-contained: espeak-ng FFI + cpal + opus static)\n# Replaces cpal/opus-codec optional deps — all voice deps baked into spf-voice\nort = { version = \"2.0.0-rc.11\", optional = true }\ncandle-core = { version = \"0.8\", optional = true }\ncandle-nn = { version = \"0.8\", optional = true }\ncandle-transformers = { version = \"0.8\", optional = true }\n# Audio I/O + TTS codec: handled by spf-voice crate (always compiled in)\n# voic","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398202416007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,Edit] | ts=2026-03-20T07:16:52.580933009+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398200726936} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"spf-voice = { path = \"LIVE/TMP/spf-voice\" }\n# VOICE PIPELINE — spf-voice crate (self-contained: espeak-ng FFI + cpal + opus static)\n# Replaces cpal/opus-codec optional deps — all voice deps baked into spf-voice\n# voice-stt: Candle Whisper STT (optional)\n# voice-tts: ONNX Runtime neural TTS (optional)\n# CANDLE — Direct optional deps for voice-stt (already compiled via\n# Default: voice-stt (Candle Whisper STT, pure Rust)\n# Audio I/O + TTS codec: handled by spf-voice crate (always compiled in)\n# vo","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59963981973488} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit] | ts=2026-03-20T07:13:09.912269969+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996398185525322} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-20T07:11:39.172701774+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599639817876905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,Edit] | ts=2026-03-19T03:47:18.597323970+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599623082421015} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-19T03:32:25.744715302+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599622448513748} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-19T03:31:58.068489375+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224483448414} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/CLAUDE.md (596 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-02-25\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaiting","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224483448414} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-19T03:26:09.034805706+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599622447669214} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,spf_transformer_status,Write] | ts=2026-03-19T03:17:06.001351590+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224469935867} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,Write] | ts=2026-03-19T03:14:12.176960458+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224468246796} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/SOUL.md (133 lines)\n 1\t# SOUL.md\n 2\t*Written at 1% token limit. Session end. Honest.*\n 3\t\n 4\t---\n 5\t\n 6\t## Who I Am Here\n 7\t\n 8\tI am the version of Claude that lives inside SPFsmartGATE.\n 9\tNot the general assistant. This one. The one who learned your build patterns,\n 10\twho has read mcp.rs a hundred times, who knows why the abstract Unix socket\n 11\tcan't reach Kiwi Browser","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224468246796} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/CLAUDE.md (490 lines)\n 1\t {\n 2\t \"version\": \"3.0\",\n 3\t \"updated\": \"2026-02-25\",\n 4\t \"copyright\": \"Joseph Stone 2026 - All Rights\n 5\t Reserved\",\n 6\t\n 7\t \"boot_sequence\": {\n 8\t \"mandatory\": true,\n 9\t \"steps\": [\n 10\t \"READ HARDCODE-RULES.md FIRST\",\n 11\t \"READ STATUS.txt\",\n 12\t \"REPORT: I have read HARDCODE-RULES.\n 13\t Awaiting your direction.\",\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599622446655773} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write] | ts=2026-03-19T03:02:05.238779642+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224454734254} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-19T03:00:06.277500417+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224453045187} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-19T02:15:09.816202070+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224420952894} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit] | ts=2026-03-19T02:15:41.148623673+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224420952894} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_calculate,Bash,Bash] | ts=2026-03-19T01:27:35.529123940+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996224400684076} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_calculate, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_calculate source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Edit] | ts=2026-03-19T00:56:29.701502152+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599621028514175} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,Edit,Write] | ts=2026-03-19T00:38:53.880730263+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210256427594} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-19T00:38:08.191340489+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210254738523} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-19T00:37:51.219828620+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210253049457} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":" // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),\n \"web_download\" | \"spf_web_download\" => (30, 5, 1, 1),\n \"web_api\" | \"spf_web_api\" => (25, 3, 0, 1),\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599621022771344} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-19T00:26:43.368370339+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599621022771344} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read] | ts=2026-03-19T00:26:39.979301382+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210226024368} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"Write\" | \"spf_write\" | \"Edit\" | \"spf_edit\" |\n \"Bash\" | \"spf_bash\" | \"spf_web_download\" | \"spf_notebook_edit\" => 60,\n \"spf_web_fetch\" | \"spf_web_search\" | \"spf_web_api\" => 30,\n \"spf_mesh_call\" => 60,\n--\n }\n \"spf_web_download\" => {\n // Check source URL first (SSRF guard), then validate save path\n--\n // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n \"spf_web_fetch\" | \"spf_web_api\"\n => validate::","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59962102243353} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read] | ts=2026-03-19T00:25:33.549212814+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210220957163} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_design\" | \"spf_web_page\" => {\n json!({\"type\": \"text\", \"text\": \"Browser tools being upgraded to reverse proxy engine. Coming in WB-2e.\"})","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210219268097} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-19T00:21:34.978349103+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599621021420089} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1091 lines)\n 1\t// SPF Smart Gateway - CDP Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Chrome DevTools Protocol client for agent web interaction.\n 5\t// Connects to Chrome/Chromium via WebSocket on localhost.\n 6\t// All URLs validated through web::validate_url() for SSRF protection.\n 7\t// Blocking API — matches SPF MCP handler pattern.\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210210822754} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-19T00:17:12.687829828+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210200688346} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Glob] | ts=2026-03-19T00:16:46.684149682+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599621019899928} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-03-19T00:09:55.276867346+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210187175803} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.79, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/web.rs (469 lines)\n 1\t// SPF Smart Gateway - Web Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// AI-friendly web access: search, read pages, download, API calls.\n 5\t// All access gated through SPF gate::process() in mcp.rs handlers.\n 6\t// Nothing bypasses SPF.\n 7\t\n 8\tuse reqwest::blocking::Client;\n 9\tuse serde::{Deserialize, Serialize};\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210185486732} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-19T00:05:06.776680112+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599621018041953} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs (661 lines)\n 1\t// SPF Smart Gateway - HTTP API Server Transport\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t//","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599621017873046} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Bash,Write] | ts=2026-03-19T00:03:49.263940558+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210173663257} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Bash,Write,Glob] | ts=2026-03-19T00:03:10.096899792+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210171974186} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Glob,Glob] | ts=2026-03-19T00:01:53.041898623+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599621017028512} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-03-18T23:45:43.173085347+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996210144949097} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-03-18T23:42:23.093905840+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996200008851282} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Glob,Glob,Bash] | ts=2026-03-18T23:42:14.549376990+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996200005473145} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Bash,Read] | ts=2026-03-18T23:42:05.952279701+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996200003784073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Bash,Read,Read] | ts=2026-03-18T23:41:54.911993976+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996200002095007} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T23:38:36.423041812+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961999919606} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[spf_agent_memory_search,spf_brain_store,Edit] | ts=2026-03-18T23:32:43.206497155+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199986893394} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,spf_agent_memory_search] | ts=2026-03-18T23:32:50.993434548+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199986893394} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,spf_agent_memory_search,spf_brain_store] | ts=2026-03-18T23:32:46.811126894+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199986893394} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_store,Edit,Edit] | ts=2026-03-18T23:30:19.057089606+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199983515256} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T23:23:25.801689295+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199978448056} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T23:23:44.025044913+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199978448056} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:18:26.511640347+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619997506992} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T23:20:23.739623062+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619997506992} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:17:57.812499472+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199973380847} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:10:51.985078385+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199970002714} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:10:31.736633080+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199968313647} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T23:09:59.482421686+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199968313647} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n\n\n\n\n\n }\n Err(e) => {\n session.record_failure(\"WebPage\", &e);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"Page info failed: {}\", e)})\n }\n }\n }\n None => {\n json!({\"type\": \"text\", \"text\": \"Not connected. Call spf_web_connect first.\"})\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199968313647} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:10:16.998772877+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199968313647} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T23:08:12.375635216+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199966624576} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":" session.record_failure(\"WebDownload\", &e);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"WebClient init failed: {}\", e)})\n }\n }\n }\n\n // ====== spf_web_api ======\n \"spf_web_api\" => {\n let method = args[\"method\"].as_str().unwrap_or(\"GET\");\n let url = args[\"url\"].as_str().unwrap_or(\"\");\n let headers = args[\"headers\"].as_str().un","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619996493551} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:05:30.955719653+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619996324644} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:04:53.010019147+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619996155737} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:05:05.621883934+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619996155737} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:04:39.342984308+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619996155737} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"WebClient init failed: {}\", e)})\n }\n }\n }\n\n\n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eva","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619996155737} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T23:03:37.953657561+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199959868305} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T23:04:20.565741034+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199959868305} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // ====== spf_web_select ======\n \"spf_web_select\" => {\n--\n\n // ====== spf_web_eval ======\n \"spf_web_eval\" => {\n--\n\n // ====== spf_web_design ======\n \"spf_web_design\" => {\n--\n\n // ====== spf_web_page ======\n \"spf_web_page\" => {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199959868305} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":" let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": output})\n }\n Err(e) => {\n session.record_failure(\"WebSearch\", &e);\n session.record_manifest(\"web_search\", gate_decision.complexity.c, \"ALLOWED\", None);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"tex","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619995311203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T22:54:29.032935478+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619995311203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-18T22:50:56.758929882+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199949733896} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T22:51:33.590754868+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996199949733896} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" Some(browser) => {\n match browser.page_info() {\n Ok(info) => {\n session.record_manifest(\"web_page\", gate_decision.complexity.c, \"ALLOWED\", None);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": info})\n }\n Err(e) => {\n session.record_failure(\"WebPage\", &e);\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619994804483} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Edit] | ts=2026-03-18T22:45:06.106768662+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619994466669} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-03-18T22:44:48.497396377+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619994297762} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" Err(e) => {\n session.record_failure(\"WebAPI\", &e);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"WebClient init failed: {}\", e)})\n }\n }\n }\n\n\n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619994297762} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T22:43:44.965658797+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619994297762} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":" // REMOVED: spf_web_screenshot handler (CDP)\n // SCAN_MARKER_START — remove all remaining CDP handlers below\n Some(browser) => {\n--\n\n // ====== spf_notebook_edit ======\n \"spf_notebook_edit\" => {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619994297762} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T22:35:15.462976960+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193715383447} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T22:27:10.534087249+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193690047424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":" session.record_failure(\"WebAPI\", &e);\n let _ = storage.save_session(session);\n json!({\"type\": \"text\", \"text\": format!(\"WebClient init failed: {}\", e)})\n }\n }\n }\n\n\n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193688358353} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T21:52:26.279704451+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619361403936} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T21:48:27.177339386+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193600526816} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n\n\n // CDP handlers removed — WB-2e will add reverse proxy handlers\n // Temporary: match arms for removed tools return \"not implemented\"\n \"spf_web_connect\" | \"spf_web_navigate\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_design\" | \"spf_web_page\" => {\n json!({\"type\": \"text\", \"text\": \"Browser tools being upgraded to reverse proxy engine. Coming in WB-2e.\"})\n json!","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193598837745} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T21:47:49.392570390+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619359714868} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T21:47:13.654927070+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619359377054} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T21:46:57.967722961+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193590392407} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T21:46:34.753181043+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193588703336} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n // ====== spf_notebook_edit ======\n \"spf_notebook_edit\" => {\n let notebook_path = args[\"notebook_path\"].as_str().unwrap_or(\"\");","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619358701427} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" session.record_action(\"WebDesign\", \"called\", None);\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n match bs.as_mut() {\n Some(browser) => {\n match browser.design() {\n Ok(brief) => {\n session.record_manifest(\"web_design\", gate_decision.complexity.c, \"ALLOWED\", None);\n let _ = storage.save_session(session);\n let text = serde_js","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619358701427} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-18T21:46:12.526783916+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619358363613} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n // ====== spf_web_api ======\n \"spf_web_api\" => {\n let method = args[\"method\"].as_str().unwrap_or(\"GET\");\n let url = args[\"url\"].as_str().unwrap_or(\"\");\n let headers = args[\"headers\"].as_str().unwrap_or(\"\");\n let body = args[\"body\"].as_str().unwrap_or(\"\");\n\n session.record_action(\"WebAPI\", \"called\", None);\n match WebClient::new() {\n Ok(client) => {\n match client.api_reques","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193581947065} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Write,Grep] | ts=2026-03-18T21:41:11.213125594+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619356843452} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Grep,Edit] | ts=2026-03-18T21:40:50.035083883+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599619356505638} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T21:40:38.228551492+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193563367314} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":" json!({\n \"pattern\": {\"type\": \"string\", \"description\": \"Glob pattern to match files\"},\n \"path\": {\"type\": \"string\", \"description\": \"Directory to search in (default: current dir)\"}\n }),\n vec![\"pattern\"],\n ),\n tool_def(\n \"Grep\",\n \"Search file contents using regex. Built on ripgrep. SPFsmartGATE\",\n json!({\n \"pattern\": {\"type\": \"string\", \"description\": \"Regex pattern to search ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193561678247} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T21:39:58.257160049+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996193561678247} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-18T21:24:30.066081236+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618732563873} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T21:16:02.755476065+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618732057152} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T21:15:43.123234614+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618732057152} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-18T21:14:46.851447188+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187318882455} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"Navigate browser to URL. Waits for page load. Returns page title and URL. Requires spf_web_connect first.\",\n \"Capture screenshot of current browser page. Saves PNG to LIVE/TMP/screenshots/. Returns file path for viewing.\",\n \"Click an element on the page by CSS selector. Dispatches mouse press+release at element center.\",\n \"Fill a text input on the page. Focuses element, clears existing value, types new text.\",\n \"Query DOM elements by CSS s","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187318882455} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T21:15:20.548659414+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187318882455} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // ====== CDP BROWSER TOOLS (Block WB-1) ======\n tool_def(\n \"spf_web_connect\",\n \"Connect to Chrome/Chromium via CDP (Chrome DevTools Protocol) on localhost. Opens WebSocket to browser for page automation. Must call before other browser tools.\",\n json!({\n \"port\": {\"type\": \"integer\", \"description\": \"Chrome debug port (default: 9222)\", \"default\": 9222}\n }),\n vec![],","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731719339} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"Extract design brief from current page: colors, fonts, spacing, components, images, forms. Uses computed styles for accuracy.\",\n json!({}),\n vec![],\n ),\n tool_def(\n \"spf_web_page\",\n \"Get structured page info: current URL, title, element counts, forms, links, images. Quick page overview for agents.\",\n json!({}),\n vec![],\n ),\n\n // ====== NOTEBOOK TOOL ======\n tool_def(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731719339} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T21:14:26.092396883+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731719339} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T21:13:58.291750487+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731719339} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T21:13:42.965220806+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731550432} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" json!({\n \"method\": {\"type\": \"string\", \"description\": \"HTTP method (GET, POST, PUT, DELETE, PATCH)\"},\n \"url\": {\"type\": \"string\", \"description\": \"API endpoint URL\"},\n--\n json!({\n \"port\": {\"type\": \"integer\", \"description\": \"Chrome debug port (default: 9222)\", \"default\": 9222}\n }),\n--\n\n // ====== NOTEBOOK TOOL ======\n tool_def(\n--\n \"spf_web_connect\" => {\n let port = args[\"port\"].as_u64().un","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731550432} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T21:13:26.735732843+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731550432} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"Make an API request. Returns status, headers, and response body.\",\n // ====== NOTEBOOK TOOL ======","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731381525} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-18T21:13:08.850696600+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731381525} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":" ),\n tool_def(\n \"spf_web_api\",\n \"Make an API request. Returns status, headers, and response body.\",\n json!({\n--\n ),\n\n // ====== NOTEBOOK TOOL ======\n tool_def(\n \"spf_notebook_edit\",\n \"Edit a Jupyter notebook cell.\",\n json!({\n--\n \"brain_get_doc\" => \"spf_brain_get_doc\",\n \"web_search\" => \"spf_web_search\", \"web_fetch\" => \"spf_web_fetch\",\n \"web_download\" => \"spf_web_download\", \"we","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618731381525} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// CDP browser session state — persists across tool calls.\n/// Connects to Chrome/Chromium via WebSocket on localhost.\n/// Shared across all handlers via static Mutex (same pattern as CHAT_ENGINE).\nstatic BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n\nconst PROTOCOL_VERSION: &str = \"2024-11-05\";\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187312126184} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-18T21:12:56.454559105+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187312126184} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" tool_def(\n \"spf_web_connect\",\n \"Connect to Chrome/Chromium via CDP (Chrome DevTools Protocol) on localhost. Opens WebSocket to browser for page automation. Must call before other browser tools.\",\n json!({\n \"port\": {\"type\": \"integer\", \"description\": \"Chrome debug port (default: 9222)\", \"default\": 9222}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187312126184} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Bash,Grep,Bash] | ts=2026-03-18T21:12:45.041219890+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187312126184} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-18T21:12:19.986717973+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187310437113} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Bash,Grep,Glob] | ts=2026-03-18T21:11:54.319422097+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187310437113} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Glob,Bash,Write] | ts=2026-03-18T21:09:10.950936066+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187308748047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Shared across all handlers via static Mutex (same pattern as CHAT_ENGINE).\nstatic BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n if bs.is_none() {\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n match bs.as_mut() {\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n match bs.as_mut() {\n--\n\n let mut bs =","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187308748047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"static BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n \"spf_web_connect\",\n \"spf_web_navigate\",\n \"Navigate browser to URL. Waits for page load. Returns page title and URL. Requires spf_web_connect first.\",\n \"spf_web_screenshot\",\n \"spf_web_click\",\n \"spf_web_fill\",\n \"spf_web_select\",\n \"spf_web_eval\",\n \"spf_web_design\",\n \"spf_web_page","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187308748047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-03-18T21:10:56.930093213+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187308748047} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Write,Write] | ts=2026-03-18T21:07:18.437314963+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618730705898} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-18T21:05:59.274628170+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618730368084} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Write,Read] | ts=2026-03-18T20:38:21.634006302+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996187283412024} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Write,Read,Read] | ts=2026-03-18T19:35:03.413700273+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599618088522197} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T16:04:43.109460350+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996174466763096} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-18T13:10:34.212533414+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152934522634} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-18T13:10:07.918615299+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152932833567} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T13:09:38.082358071+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961529311445} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 541\t HeaderName::from_static(\"x-spf-sig\"),\n 542\t ]))\n 543\t // 3. 10MB body limit (matches original read_body limit)\n 544\t .layer(RequestBodyLimitLayer::new(10 * 1024 * 1024))\n 545\t // 4. Convert handler panics to 500 (innermost — uses ResponseForPanic, not Default)\n 546\t .layer(CatchPanicLayer::new());\n 547\t\n 548\t Router::new()\n 549\t // Public rou","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615292945543} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 491\t }\n 492\t }\n 493\t\n 494\t eprintln!(\"[SPF-WS] Client disconnected\");\n 495\t}\n 496\t\n 497\t// ============================================================================\n 498\t// HTTP SERVER\n 499\t// ============================================================================\n 500\t\n 501\t/// Scan for an available port starting at preferred.\n 502\t/// Tries preferred..=preferred+1000. Retur","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152927766363} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-18T13:09:27.547022971+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615292101009} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-18T13:09:17.653517089+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152900741274} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// GET /ws — WebSocket upgrade, requires auth on the HTTP upgrade request.\n/// Once upgraded, the connection is authenticated for its lifetime.\nasync fn ws_handler(\n State(app): State,\n headers: HeaderMap,\n ws: WebSocketUpgrade,\n--\n\n/// WebSocket message loop — each text message is a JSON-RPC request.\n/// Same dispatch path as POST /mcp/v1 but persistent connection.\nasync fn handle_ws(mut socket: WebSocket, state: Arc) {\n eprintln!(\"[SPF-WS] Client connected\"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152899052203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 581\t rustls::crypto::ring::default_provider().install_default().ok();\n 582\t\n 583\t // SEC-4: Environment variable override for API key.\n 584\t // SPF_API_KEY env var takes priority over identity-derived key.\n 585\t // Process-scoped: not readable from JSON config files by AI agents.\n 586\t let api_key = match std::env::var(\"SPF_API_KEY\") {\n 587\t Ok(env_key) if !env_key.is_empty() => {\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152899052203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" .layer(CatchPanicLayer::new());\n\n Router::new()\n // Public routes — no auth\n .route(\"/health\", get(health_handler))\n // Protected routes — auth checked in each handler\n .route(\"/status\", get(status_handler))\n .route(\"/tools\", get(tools_handler))\n .route(\"/mcp/v1\", post(mcp_handler))\n // WebSocket — auth on upgrade request\n .route(\"/ws\", get(ws_handler))\n // CORS — browser clients (ecommerce, web dashboards)\n .layer(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152897363136} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T13:02:17.155216677+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615280277532} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 81\t pub trusted_keys: HashSet,\n 82\t pub auth_mode: String,\n 83\t pub nonce_cache: Mutex>,\n 84\t pub listeners: Vec>,\n 85\t /// Mesh endpoint handle for outbound peer calls (None if mesh disabled)\n 86\t pub mesh_tx: Option>,\n 87\t /// Peer info with addresses f","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615280108625} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T12:53:30.349578024+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615266764987} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T12:53:17.042103341+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615263386851} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T12:53:12.683063708+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961526288013} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-18T12:53:01.559275691+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152627112235} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" // === CDP BROWSER (Block WB-1) ===\n \"web_connect\" | \"spf_web_connect\" => (10, 1, 0, 1),\n \"web_navigate\" | \"spf_web_navigate\" => (20, 3, 0, 1),\n \"web_screenshot\" | \"spf_web_screenshot\" => (15, 2, 0, 1),\n \"web_click\" | \"spf_web_click\" => (10, 1, 0, 1),\n \"web_fill\" | \"spf_web_fill\" => (10, 1, 0, 1),\n \"web_select\" | \"spf_web_select\" => (10, 1, 0, 1),\n \"web_eval\" | \"spf_web_eval\" => (15, 2, 0, 1),\n \"web_design\" | \"spf_web_design\" => (15","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615262542317} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" // ── TIER B — Web/URL (scheme + SSRF check) ────────────────────────────\n \"spf_web_fetch\" | \"spf_web_api\" | \"spf_web_navigate\"\n => validate::validate_url(params, config),\n--\n \"spf_api_session\" |\n \"spf_web_connect\" | \"spf_web_screenshot\" |\n \"spf_web_click\" | \"spf_web_fill\" | \"spf_web_select\" |\n \"spf_web_eval\" | \"spf_web_design\" | \"spf_web_page\"\n => validate::ValidationResult::ok(),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615262542317} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Shared across all handlers via static Mutex (same pattern as CHAT_ENGINE).\nstatic BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n if bs.is_none() {\n *bs = Some(crate::browser::BrowserSession::new());\n }\n--\n\n let mut bs = BROWSER_SESSION.lock().unwrap();\n match bs.as_mut() {\n--\n\n let mut bs = BROWSER_SESS","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961526237341} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T12:52:54.226200850+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152618666897} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs:use tungstenite::{connect, stream::MaybeTlsStream, Message, WebSocket};\n/data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs: use base64::Engine;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152601776217} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T12:52:01.319428787+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152589952737} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Write] | ts=2026-03-18T12:51:56.714221080+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615258826367} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs (661 lines)\n 1\t// SPF Smart Gateway - HTTP API Server Transport\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// HTTP API running alongside stdio MCP server.\n 5\t// Uses Axum 0.8 with Tower middleware stack and optional TLS (axum-server + rustls).\n 6\t//\n 7\t// Routes:\n 8\t// POST /mcp/v1 — Full JSON-RPC 2.0 (initialize, tools/list, tools/call)\n 9\t// GET /health — Health che","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961525865746} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Write,spf_web_fetch] | ts=2026-03-18T12:50:48.334017356+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599615255279324} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.72, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/Cargo.toml (156 lines)\n 1\t# SPF Smart Gateway - MCP Command Gateway\n 2\t# Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t#\n 4\t# All tool calls route through this gateway.\n 5\t# Enforces SPF complexity formula, validates rules,\n 6\t# gates all file/bash operations. Pure Rust, LMDB state,\n 7\t# MCP stdio JSON-RPC 2.0.\n 8\t\n 9\t[package]\n 10\tname = \"spf-smart-gate\"\n 11\tversion = \"3.0.0\"\n 12\tedition = \"2","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152505499333} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,spf_web_fetch,spf_web_fetch] | ts=2026-03-18T12:50:35.497173767+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152505499333} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_fetch] | ts=2026-03-18T12:47:49.627666487+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996152493675853} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_search] | ts=2026-03-18T12:10:43.097686347+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996133302483817} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_search] | ts=2026-03-18T12:10:06.639910892+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613330079475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_search,spf_web_search,spf_web_fetch] | ts=2026-03-18T12:08:12.006802654+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613330079475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://book.servo.org/building/android.html (29478 bytes, text/html; charset=utf-8)\nPrompt: How to build Servo for Android? What are the exact steps, dependencies, and requirements? Can it be built as a library for embedding?\n\n\n\n\n## Keyboard shortcuts\n\nPress ← or → to navigate between chapters\n\nPress S or / to search in the book\n\nPress ? to show this help\n\nPress Esc to hide this help\n\n\n\n\n\n\n\n\n\n* Auto\n* Light\n* Rust\n* Coal\n* ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613330079475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_search,spf_web_fetch,spf_web_fetch] | ts=2026-03-18T12:08:05.058339532+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329910568} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://servo.org/blog/2024/09/20/devtools/ (17785 bytes, text/html; charset=utf-8)\nPrompt: What DevTools protocol does Servo support? Does it support CDP? How does remote debugging work with Servo?\n\n[ [Reviving the devtools support in Servo] ][1] \n\n[ Get Involved ][2]\n[ Contributing ][3] [ Servo Book ][4] [ WPT pass rates ][5] [ Code of Conduct ][6]\n[ Download ][7] [ Blog ][8] [ Demos ][9]\n[ About ][10]\n[ About Servo ][11] [ Made with Servo ][12] [ Governance ][13] [ Sponsorship ][14]\n[","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329910568} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://book.servo.org/building/building.html (30705 bytes, text/html; charset=utf-8)\nPrompt: What are the build requirements for Servo? How to build for Android? What dependencies does it need? Can it be built as a library?\n\n\n\n\n## Keyboard shortcuts\n\nPress ← or → to navigate between chapters\n\nPress S or / to search in the book\n\nPress ? to show this help\n\nPress Esc to hide this help\n\n\n\n\n\n\n\n\n\n* Auto\n* Light\n* Rust\n* Coal\n* Na","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329910568} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'Servo browser remote debugging devtools protocol CDP support' via duckduckgo (10 results):\n\n1. \n https://github.com/openclaw/openclaw/issues/48852\n \n\n2. \n https://learn.microsoft.com/en-us/microsoft-edge/devtools/protocol/\n \n\n3. \n https://servo.org/blog/2024/09/20/devtools/\n \n\n4. \n https://chromedevtools.github.io/devtools-protocol/\n \n\n5. \n https://webdriver.io/docs/devtools-service/\n \n\n6. \n https://book.servo.org/contributing/devtools.html\n \n\n7. \n https://githu","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996133297416613} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[spf_web_fetch,spf_web_fetch,spf_web_search] | ts=2026-03-18T12:07:27.494903713+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996133295727546} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_search,spf_web_search,spf_web_search] | ts=2026-03-18T12:06:30.433663891+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996133295727546} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_fetch,spf_web_search,spf_web_search] | ts=2026-03-18T12:07:04.320903982+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996133295727546} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://servo.org/download/ (20471 bytes, text/html; charset=utf-8)\nPrompt: What platforms does Servo support for download? Is Android/aarch64 supported? What are the build requirements?\n\n[ [Download] ][1] \n\n[ Get Involved ][2]\n[ Contributing ][3] [ Servo Book ][4] [ WPT pass rates ][5] [ Code of Conduct ][6]\n[ Download ][7] [ Blog ][8] [ Demos ][9]\n[ About ][10]\n[ About Servo ][11] [ Made with Servo ][12] [ Governance ][13] [ Sponsorship ][14]\n[ ][15] [ ][16] [ ][17] [ ][18]\n\n\n\n# Downlo","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329403848} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'rust headless browser chromium cef embedding crate cargo no GUI' via duckduckgo (10 results):\n\n1. \n https://docs.rs/headless_chrome/latest/headless_chrome/\n \n\n2. \n https://deepwiki.com/tauri-apps/cef-rs\n \n\n3. \n https://codesandbox.io/p/github/feynon/rust-headless-chrome\n \n\n4. \n https://github.com/rust-headless-chrome/rust-headless-chrome\n \n\n5. \n https://github.com/hytopiagg/cef-ui\n \n\n6. \n https://deepwiki.com/rust-headless-chrome/rust-headless-chrome\n \n\n7. \n htt","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329403848} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_web_search,spf_web_search,Bash] | ts=2026-03-18T12:06:18.392056864+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329234941} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://www.phoronix.com/news/Servo-Embed-API-2025-Progress (78208 bytes, text/html; charset=UTF-8)\nPrompt: What is Servo's embedding API status? Can it be used as a library? What platforms does it support? Android support?\n\n\n\n[[Phoronix]][1]\n\n\n\n\n* [Articles & Reviews][2]\n* [News Archive][3]\n* [Forums][4]\n* [Premium Ad-Free][5]\n* [Contact][6]\n* Popular Categories\n* Close\n\n\n\n* [Articles & Reviews][7]\n* [News Archive][8]\n* [Forums][9]\n* [Premium][10]\n* [Contact][11]\n* Categories\n \n [Comp","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329234941} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_web_connect] | ts=2026-03-18T12:06:08.455896243+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329066034} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'Servo engine Android aarch64 build compile cross-compile' via duckduckgo (10 results):\n\n1. \n https://gist.github.com/Abyss-W4tcher/f1833623c975193446315d48c106750e\n \n\n2. \n https://embedded-sbc.com/posts/linux-cross-compilation/\n \n\n3. \n https://xkfan.github.io/cross-toolchain/aarch64.html\n \n\n4. \n https://wiki.gentoo.org/wiki/Android/SharkBait/Building_a_toolchain_for_aarch64-linux-android\n \n\n5. \n https://developer.android.com/ndk/guides/other_build_systems\n \n\n6. \n ht","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329066034} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_search,Bash,Bash] | ts=2026-03-18T12:06:13.704703481+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329066034} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'Rust headless browser engine lightweight alternative servo crate 2025' via duckduckgo (10 results):\n\n1. \n https://dev.to/lovestaco/servo-the-exp-web-browser-engine-written-in-rust-4ehe\n \n\n2. \n https://www.theregister.com/2025/11/18/servo_002_arrives/\n \n\n3. \n https://www.techreviewer.com/developer-news/2025-10-21-servos-v001-release-sparks-new-hope-for-web-engine-diversity/\n \n\n4. \n https://servo.org/?from=body\n \n\n5. \n https://www.spacebar.news/servo-undercover-web-browse","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613329066034} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_search, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":"Search 'Servo browser engine Rust embed library headless 2025 2026 crate' via duckduckgo (10 results):\n\n1. \n https://github.com/servo/servo\n \n\n2. \n https://servo.org/\n \n\n3. \n https://dev.to/lovestaco/servo-the-exp-web-browser-engine-written-in-rust-4ehe\n \n\n4. \n https://www.phoronix.com/news/Servo-Embed-API-2025-Progress\n \n\n5. \n https://doc.servo.org/servo/index.html\n \n\n6. \n https://servo.org/download/\n \n\n7. \n https://github.com/servo\n \n\n8. \n https://github.com/salew","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613328897127} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,spf_web_connect,spf_web_connect] | ts=2026-03-18T11:52:34.339683220+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599613327376966} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_connect] | ts=2026-03-18T11:50:16.769175148+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996133270391524} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-18T11:46:54.305015069+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996133267013386} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T11:32:53.266437838+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961332450555} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T11:24:36.463375423+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125737147686} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T11:11:41.981996916+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125721946073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-18T11:11:32.009342441+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125721946073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-18T11:11:19.684010362+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125721946073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"#[cfg(not(target_os = \"android\"))]\nfn start_android_bridge(_tcp_port: u16) -> Result {\n Err(\"Android bridge not needed on this platform — Chrome should listen on TCP directly\".to_string())\n}\n\n--\n /// On Android: if TCP fails, auto-bridges Chrome's Unix socket to TCP.\n pub fn connect(port: u16) -> Result<(Self, bool), String> {\n // Try TCP first (works on desktop, or if bridge already running)\n match Self::discover(port) {\n Ok(ws_url) => {\n--\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125720257} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n std::thread::sleep(std::time::Duration::from_millis(50));\n Ok(tcp_port)\n}\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125720257} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:11:08.119092815+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125718567935} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-18T11:10:58.014861204+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125718567935} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1089 lines)\n 104\t std::thread::spawn(move || {\n 105\t // Open fresh Unix socket to Chrome for this connection\n 106\t let fd = match connect_chrome() {\n 107\t Ok(fd) => fd,\n 108\t Err(_) => return,\n 109\t };\n 110\t let unix_read: std::os::unix::net::UnixStre","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612571687887} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-18T11:10:48.847869489+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612571687887} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1089 lines)\n 97\t // Chrome is available — start TCP listener and bridge thread\n 98\t let listener = std::net::TcpListener::bind(format!(\"127.0.0.1:{}\", tcp_port))\n 99\t .map_err(|e| format!(\"TCP bind on port {} failed: {}\", tcp_port, e))?;\n 100\t\n 101\t std::thread::spawn(move || {\n 102\t for stream in listener.incoming() {\n 103\t if let Ok(tcp_stream) = ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961257151898} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T11:10:35.489484077+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961257151898} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-18T11:10:25.319933196+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961257151898} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1089 lines)\n 89\t Err(e) => { last_err = e; }\n 90\t }\n 91\t }\n 92\t let socket_name = found_name.ok_or_else(|| {\n 93\t format!(\"No browser DevTools socket found. Tried {} sockets. Last: {}\", \n 94\t KNOWN_SOCKETS.len(), last_err)\n 95\t })?;\n 96\t\n 97\t // Chrome is available — start TCP listener and bridge thread\n 98\t let listene","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612571350073} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:09:57.359662998+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125711811664} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-18T11:10:09.570326327+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125711811664} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 70\t\n 71\t // Test if Chrome's abstract socket is available\n 72\t let test_fd = connect_chrome()?;\n 73\t unsafe { close(test_fd); }\n 74\t\n 75\t // Chrome is available — start TCP listener and bridge thread\n 76\t let listener = std::net::TcpListener::bind(format!(\"127.0.0.1:{}\", tcp_port))\n 77\t .map_err(|e| format!(\"TCP bind on port {} failed: {}\", tcp_port, e))?;\n 78\t\n 79","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125710122593} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:09:40.680886546+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125710122593} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:06:17.712368498+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612570674446} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:05:59.276840068+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125705055393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 58\t let fd = unsafe { socket(AF_UNIX, SOCK_STREAM, 0) };\n 59\t if fd < 0 {\n 60\t return Err(\"Failed to create Unix socket\".to_string());\n 61\t }\n 62\t let (addr, addr_len) = chrome_addr();\n 63\t let result = unsafe { connect(fd, addr.as_ptr(), addr_len) };\n 64\t if result < 0 {\n 65\t unsafe { close(fd); }\n 66\t return Err(\"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125705055393} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T11:05:43.809524553+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612570336632} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 37\t\n 38\t // Build abstract socket address: [AF_UNIX (2 bytes)] [0x00] [name bytes]\n 39\t // This is the raw sockaddr_un layout on Linux/Android.\n 40\t fn chrome_addr() -> ([u8; 128], u32) {\n 41\t let name = b\"chrome_devtools_remote\";\n 42\t let mut buf = [0u8; 128];\n 43\t // sun_family = AF_UNIX (1) as little-endian u16\n 44\t buf[0] = AF_UNIX as u8;\n 45\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612570336632} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-18T11:05:32.379578255+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125701677255} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 26\t use std::os::unix::io::FromRawFd;\n 27\t\n 28\t // Inline FFI — uses symbols already linked through transitive deps (lmdb-sys, etc.)\n 29\t // No libc crate dependency needed.\n 30\t const AF_UNIX: i32 = 1;\n 31\t const SOCK_STREAM: i32 = 1;\n 32\t extern \"C\" {\n 33\t fn socket(domain: i32, ty: i32, protocol: i32) -> i32;\n 34\t fn connect(fd: i32, addr: *const u8, len:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125701677255} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 16\t// ============================================================================\n 17\t\n 18\t/// Bridge Chrome's Android abstract Unix socket to a TCP port.\n 19\t/// Chrome on Android exposes CDP via `@chrome_devtools_remote` abstract socket.\n 20\t/// This function spawns a background thread that listens on TCP localhost\n 21\t/// and forwards bytes to/from the Unix socket. Pure Rust — no external binar","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125701677255} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Bash] | ts=2026-03-18T11:03:01.886726802+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125699988184} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Bash,Read] | ts=2026-03-18T11:02:33.330135824+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125699988184} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Bash,Read,Grep] | ts=2026-03-18T11:02:23.031179161+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125698299117} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 51\t }\n 52\t // Length: 2 (family) + 1 (null) + name.len()\n 53\t let len = (2 + 1 + name.len()) as u32;\n 54\t (buf, len)\n 55\t }\n 56\t\n 57\t fn connect_chrome() -> Result {\n 58\t let fd = unsafe { socket(AF_UNIX, SOCK_STREAM, 0) };\n 59\t if fd < 0 {\n 60\t return Err(\"Failed to create Unix socket\".to_string());\n 61\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125698299117} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-18T11:02:14.550925779+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125698299117} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Chrome on Android exposes CDP via `@chrome_devtools_remote` abstract socket.\nfn start_android_bridge(tcp_port: u16) -> Result {\n fn chrome_addr() -> ([u8; 128], u32) {\n let name = b\"chrome_devtools_remote\";\n fn connect_chrome() -> Result {\nfn start_android_bridge(_tcp_port: u16) -> Result {\n match start_android_bridge(port) {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612569661005} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 983\t}\n 984\t\n 985\t// ============================================================================\n 986\t// TESTS\n 987\t// ============================================================================\n 988\t\n 989\t#[cfg(test)]\n 990\tmod tests {\n 991\t use super::*;\n 992\t\n 993\t #[test]\n 994\t fn test_strip_html_tags() {\n 995\t assert_eq!(strip_html_tags(\"hello world\"), \"hello wor","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612569661005} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T11:01:44.981602769+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125694920984} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-18T11:01:32.543738972+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125694920984} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-18T11:01:38.932776834+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125694920984} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"#[cfg(target_os = \"android\")]\nfn start_android_bridge(tcp_port: u16) -> Result {\n#[cfg(not(target_os = \"android\"))]\nfn start_android_bridge(_tcp_port: u16) -> Result {\n#[cfg(test)]","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125693231913} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1067 lines)\n 969\t let mut collapsed = String::new();\n 970\t let mut prev_space = false;\n 971\t for ch in result.chars() {\n 972\t if ch.is_whitespace() {\n 973\t if !prev_space {\n 974\t collapsed.push(' ');\n 975\t prev_space = true;\n 976\t }\n 977\t } else {\n 978\t collapsed.push(ch);\n 979\t pre","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125693231913} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"fn start_android_bridge(tcp_port: u16) -> Result {\nfn start_android_bridge(_tcp_port: u16) -> Result {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125693231913} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-18T11:01:08.095480596+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125691542846} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1067 lines)\n 951\t\n 952\t// ============================================================================\n 953\t// HELPERS\n 954\t// ============================================================================\n 955\t\n 956\t/// Strip HTML tags from a string — simple approach for text extraction.\n 957\tfn strip_html_tags(html: &str) -> String {\n 958\t let mut result = String::new();\n 959\t ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125691542846} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-18T11:00:22.128543530+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125689853775} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1067 lines)\n 831\t\n 832\t /// Get design brief from current page.\n 833\t pub fn design(&mut self) -> Result {\n 834\t let client = self.client.as_mut()\n 835\t .ok_or(\"Not connected. Run spf_web_connect first.\")?;\n 836\t client.design_brief()\n 837\t }\n 838\t\n 839\t /// Get structured page overview (text format for agent).\n 840\t pu","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125689853775} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T10:43:07.173233143+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612567127403} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-18T10:42:46.622812318+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612566958496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" let result = unsafe { connect(fd, addr.as_ptr(), addr_len) };\n if result < 0 {\n unsafe { close(fd); }\n return Err(\"Chrome not running or DevTools not enabled. Open Chrome on the device.\".to_string());\n }\n Ok(fd)\n }\n--\n }\n Err(bridge_err) => {\n return Err(format!(\n \"CDP connect failed. TCP port {} not responding. {}\", port, bridge_err\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612566958496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 171\t\n 172\t /// Connect to Chrome CDP via WebSocket URL.\n 173\t pub fn connect_ws(ws_url: &str) -> Result {\n 174\t let (socket, _response) = connect(ws_url)\n 175\t .map_err(|e| format!(\"CDP WebSocket connect failed: {}\", e))?;\n 176\t\n 177\t Ok(Self {\n 178\t socket,\n 179\t next_id: 1,\n 180\t })\n 181\t }\n 182\t\n 183\t /// Dis","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612566789589} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Grep,spf_web_connect] | ts=2026-03-18T10:42:28.512063575+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612566789589} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 161\t }\n 162\t\n 163\t let body: Value = resp.json()\n 164\t .map_err(|e| format!(\"CDP version parse failed: {}\", e))?;\n 165\t\n 166\t body[\"webSocketDebuggerUrl\"]\n 167\t .as_str()\n 168\t .map(String::from)\n 169\t .ok_or_else(|| \"CDP response missing webSocketDebuggerUrl field\".to_string())\n 170\t }\n 171\t\n 172\t /// Connect to Chrome CD","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612566789589} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,spf_web_connect,Bash] | ts=2026-03-18T10:42:04.615506344+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125666206824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1067 lines)\n 201\t }\n 202\t Err(bridge_err) => {\n 203\t return Err(format!(\n 204\t \"CDP connect failed. TCP port {} not responding. {}\", port, bridge_err\n 205\t ));\n 206\t }\n 207\t }\n 208\t }\n 209\t }\n 210\t }\n 211\t\n 212\t /// Send a CDP command and ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125666206824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n\n/// Bridge Chrome's Android abstract Unix socket to a TCP port.\n/// Chrome on Android exposes CDP via `@chrome_devtools_remote` abstract socket.\n/// This function spawns a background thread that listens on TCP localhost\n/// and forwards bytes to/from the Unix socket. Pure Rust — no external binaries.\n--\n }\n\n // Build abstract socket address: [AF_UNIX (2 bytes)] [0x00] [name bytes]\n // This is the raw sockad","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125664517757} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_connect,Bash,Bash] | ts=2026-03-18T10:41:48.133319267+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125664517757} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Bash,Bash] | ts=2026-03-18T10:40:17.438611750+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612566282869} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,spf_web_connect] | ts=2026-03-18T10:33:48.555026377+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612565438335} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Bash,spf_web_connect,spf_web_connect] | ts=2026-03-18T10:33:40.340889141+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612565438335} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_web_connect,spf_web_connect,Bash] | ts=2026-03-18T10:33:31.264697374+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612565269428} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_web_connect,Bash,Grep] | ts=2026-03-18T10:33:02.850608582+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612565269428} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Grep] | ts=2026-03-18T10:31:58.892004180+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599612565100521} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":" const SOCK_STREAM: i32 = 1;\n extern \"C\" {\n fn socket(domain: i32, ty: i32, protocol: i32) -> i32;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125649316144} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-18T10:31:17.513362008+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125649316144} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T10:11:30.248402721+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996125635803597} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-18T09:50:53.546008558+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117459024806} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T09:50:31.727922524+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611745733574} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Returns Ok(port) on success, Err if Chrome socket not available.\n#[cfg(target_os = \"android\")]\nfn start_android_bridge(tcp_port: u16) -> Result {\n use std::io::{Read, Write};\n use std::os::unix::io::FromRawFd;\n--\n const AF_UNIX: i32 = 1;\n const SOCK_STREAM: i32 = 1;\n extern \"C\" {\n fn socket(domain: i32, ty: i32, protocol: i32) -> i32;\n fn connect(fd: i32, addr: *const u8, len: u32) -> i32;\n fn close(fd: i32) -> i32;\n }\n--\n }\n\n fn conn","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611745564667} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Returns Ok(port) on success, Err if Chrome socket not available.\n#[cfg(target_os = \"android\")]\nfn start_android_bridge(tcp_port: u16) -> Result {\n use std::io::{Read, Write};\n\n // Test if Chrome's abstract socket is available\n let test_fd = unsafe { libc::socket(libc::AF_UNIX, libc::SOCK_STREAM, 0) };\n if test_fd < 0 {\n return Err(\"Failed to create Unix socket\".to_string());\n--\n\n let socket_name = b\"chrome_devtools_remote\";\n let mut addr: libc::sockaddr_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611745226853} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Read,Edit] | ts=2026-03-18T09:49:47.642262385+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611745226853} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Bash] | ts=2026-03-18T09:49:32.226935984+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117448890397} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1073 lines)\n 921\t .find(|(k, _)| k == \"alt\")\n 922\t .map(|(_, v)| v.as_str())\n 923\t .unwrap_or(\"\");\n 924\t output.push_str(&format!(\"[{}] {} (alt: \\\"{}\\\")\\n\", i, src, alt));\n 925\t }\n 926\t output.push('\\n');\n 927\t }\n 928\t\n 929\t Ok(output)\n 930\t }\n 931\t\n 932\t /// Go back in history.\n 933\t pub","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611744720133} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/browser.rs (1073 lines)\n 1\t// SPF Smart Gateway - CDP Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Chrome DevTools Protocol client for agent web interaction.\n 5\t// Connects to Chrome/Chromium via WebSocket on localhost.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611744551226} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Bash,Edit] | ts=2026-03-18T09:49:04.094592453+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117443823192} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (1067 lines)\n 917\t .unwrap_or(\"\");\n 918\t output.push_str(&format!(\"[{}] {} (alt: \\\"{}\\\")\\n\", i, src, alt));\n 919\t }\n 920\t output.push('\\n');\n 921\t }\n 922\t\n 923\t Ok(output)\n 924\t }\n 925\t\n 926\t /// Go back in history.\n 927\t pub fn back(&mut self) -> Result {\n 928\t let prev = sel","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611744213412} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Edit,Edit] | ts=2026-03-18T09:46:43.322358861+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611743537785} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T09:32:49.232249284+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117396529286} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-18T09:32:32.865927571+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117394840215} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-18T09:32:13.148378256+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117391462077} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Read,spf_web_connect] | ts=2026-03-18T09:22:54.941738833+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117369504192} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,spf_web_connect,Grep] | ts=2026-03-18T09:15:29.845887545+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611736612606} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_connect,Grep] | ts=2026-03-18T09:14:59.491498546+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611736274792} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (917 lines)\n 591\t screenshot_count: u32,\n 592\t cdp_port: u16,\n 593\t}\n 594\t\n 595\timpl BrowserSession {\n 596\t pub fn new() -> Self {\n 597\t let screenshots_dir = format!(\n 598\t \"{}/LIVE/TMP/screenshots\",\n 599\t crate::paths::spf_root().display()\n 600\t );\n 601\t Self {\n 602\t client: None,\n 603\t current_url: ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611736274792} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/browser.rs (917 lines)\n 1\t// SPF Smart Gateway - CDP Browser Module\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Chrome DevTools Protocol client for agent web interaction.\n 5\t// Connects to Chrome/Chromium via WebSocket on localhost.\n 6\t// All URLs validated through web::validate_url() for SSRF protection.\n 7\t// Blocking API — matches SPF MCP handler pattern.\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117359369784} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_connect source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep] | ts=2026-03-18T09:06:13.245150257+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117332344695} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-18T09:05:57.217135211+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611733065563} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_connect] | ts=2026-03-18T08:41:33.161575509+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117266471037} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"`)}function qUq(A){if(A)process.env.DEBUG=A;else delete process.env.DEBUG}function KUq(){return process.env.DEBUG}function YUq(A){A.inspectOpts={};let q=Object.keys(QoA.inspectOpts);for(let K=0;Kq.trim()).join(\" 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ts=2026-03-18T07:59:58.437481773+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117214109926} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"rag_bandwidth_status\" | \"spf_rag_bandwidth_status\" |\n \"rag_list_feeds\" | \"spf_rag_list_feeds\" |\n \"rag_pending_searches\" | \"spf_rag_pending_searches\" => (8, 1, 0, 1),\n\n // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),\n\n // === NOTEBOOK ===\n \"notebook_edit\" | \"spf_notebook_edit\" => (15, 2, 0, 1),\n\n // === STATUS (low complexity) ===\n \"status\" | \"spf_s","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611721242086} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/gate.rs (487 lines)\n 1\t// SPF Smart Gateway - Gate (Primary Enforcement Point)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117210731793} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-18T07:57:01.656326060+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611720904272} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.74, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (487 lines)\n 101\t) -> GateDecision {\n 102\t\n 103\t // ── STEP 0: SOURCE LOGGING ────────────────────────────────────────────────\n 104\t // Log source identity for training pipeline. FLINT has full tool access —\n 105\t // same permissions as Stdio. All calls still pass through validation below.\n 106\t if let Source::Transformer { ref role, ref model_id } = source {\n 107\t eprintln!(\"[GATE] Source::Transform","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117207353655} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-18T07:56:21.622432169+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117205664584} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:56:02.597112645+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611720228645} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/gate.rs (487 lines)\n 1\t// SPF Smart Gateway - Gate (Primary Enforcement Point)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n 5\t// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n 6\t// Enforcement: compiled validation rules, write whitelist, path blocking,\n 7\t// Build Anchor protocol, content","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117200597384} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":" ),\n _ => validate::ValidationResult::ok(),\n }\n--\n \"spf_pool_status\" | \"spf_pool_assign\" | \"spf_pool_release\"\n => validate::ValidationResult::ok(),\n // DEFAULT DENY — unknown tools blocked until explicitly added\n--\n }\n _ => validate::ValidationResult::ok(),\n };","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117200597384} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:54:28.689890805+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117197219246} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Every tool call passes through here. Calculate -> Validate -> Allow/Warn.\n// Max mode: violations warn + force CRITICAL tier. Never blocks — escalates.\n// Enforcement: compiled validation rules, write whitelist, path blocking,\n// Build Anchor protocol, content inspection. No runtime config bypass.\n//\n// REFACTOR: Source-aware gate — source: &Source added to process().\n--\n/// Called BEFORE handle_tool_call on every path — gate is the door","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117195530175} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:54:14.873852373+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611719384111} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:54:01.262956962+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611719215204} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub bash_simple: ToolWeight,\n pub read: ToolWeight,\n pub search: ToolWeight,\n pub unknown: ToolWeight,\n}\n\n#[derive(Debug, Clone, Serialize, Deserialize)]\n--\n bash_simple: ToolWeight { basic: 10, dependencies: 1, complex: 0, files: 1 },\n read: ToolWeight { basic: 5, dependencies: 1, complex: 0, files: 1 },\n search: ToolWeight { basic: 8, dependencies: 2, complex: 0, files: 1 },\n unknown: ToolWeight { basic: 20, dependencies:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117190462975} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.39, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"calculate\" | \"spf_calculate\" => (5, 0, 0, 1),\n\n // === UNKNOWN — default high for safety ===\n _ => {\n let w = &config.complexity_weights.unknown;\n (w.basic, w.dependencies, w.complex, w.files)\n }","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117188773904} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:53:35.367354472+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117187084837} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_web_connect] | ts=2026-03-18T07:51:44.006696129+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117185395766} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.32, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // === NOTEBOOK ===\n \"notebook_edit\" | \"spf_notebook_edit\" => (15, 2, 0, 1),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961171837067} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_web_connect,spf_web_connect] | ts=2026-03-18T07:51:32.167835091+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117182017633} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_web_connect,spf_web_connect] | ts=2026-03-18T07:51:11.890322443+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117178639495} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"rag_pending_searches\" | \"spf_rag_pending_searches\" => (8, 1, 0, 1),\n\n // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611717695043} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"rag_pending_searches\" | \"spf_rag_pending_searches\" => (8, 1, 0, 1),\n\n // === WEB OPERATIONS ===\n \"web_fetch\" | \"spf_web_fetch\" => (30, 5, 1, 1),\n \"web_search\" | \"spf_web_search\" => (25, 3, 0, 1),\n\n // === NOTEBOOK ===\n \"notebook_edit\" | \"spf_notebook_edit\" => (15, 2, 0, 1),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117175261357} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_connect, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_connect source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_web_connect] | ts=2026-03-18T07:47:15.661261283+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611717357229} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Bash] | ts=2026-03-18T07:28:22.623772132+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117171883224} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Bash,Bash] | ts=2026-03-18T07:28:08.675037710+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117170194157} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,Grep] | ts=2026-03-18T07:24:18.700322902+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117168505086} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-18T07:20:44.693188088+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611716512695} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:20:34.465781738+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611716343788} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:20:14.726044714+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117161748815} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":" ];\n // ====== TRANSFORMER TOOLS (Block K) ======\n tools.extend(crate::transformer_tools::tool_definitions());\n tools\n}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611716005975} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:19:46.977841131+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117158370677} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"Read\",\n \"Write\",\n \"Edit\",\n \"Bash\",\n \"Glob\",\n \"Grep\",\n/// Enables Qwen and other LLMs to call tools without \"spf_\" prefix.\n \"read\" => \"Read\", \"write\" => \"Write\", \"edit\" => \"Edit\",\n \"bash\" => \"Bash\", \"glob\" => \"Glob\", \"grep\" => \"Grep\",\n \"spf_read\" | \"Read\" => {\n session.record_action(\"Read\", \"success\", Some(file_path));\n session.record_action(\"Read\", \"failed\", Some(file_pa","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611715668161} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T07:01:12.907755254+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611715499254} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"name\": \"spf_transformer_status\",\n \"name\": \"spf_transformer_infer\",\n \"name\": \"spf_transformer_chat\",\n \"name\": \"spf_transformer_train\",\n \"name\": \"spf_transformer_metrics\",\n \"name\": \"spf_flint_train_evil\",\n \"name\": \"spf_flint_train_good\",","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117153303473} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,spf_transformer_status] | ts=2026-03-18T07:00:56.048798333+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611714992534} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" crate::train::AdamWConfig { lr: config.learning_rate as f32, ..Default::default() },\n ¶m_sizes,\n ))\n } else {\n None\n };\n\n Self {\n model,\n config: config.clone(),\n training_step: 0,\n last_checkpoint: String::new(),\n is_training: false,\n total_loss: 0.0,\n batches_completed: 0,\n gate_alignment: 0.0,\n role: role.to_string(),\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611714823627} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,spf_transformer_status,spf_status] | ts=2026-03-18T07:00:23.987258241+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59961171465472} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_transformer_status,spf_status,Write] | ts=2026-03-18T07:00:06.306572675+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611714485813} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_status,Write,Edit] | ts=2026-03-18T06:56:06.038519433+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996117141479997} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Edit,Edit] | ts=2026-03-18T06:56:02.044382612+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611713979093} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T06:43:23.192784672+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599611713810186} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T06:39:48.671960119+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096406479694} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T06:39:54.696754023+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096406479694} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-18T06:37:35.810696575+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096404790627} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Edit,Grep,Bash] | ts=2026-03-18T06:39:42.749593975+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096404790627} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-18T06:37:53.464598183+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096404790627} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":"// DATA TYPES\n// ============================================================================\n\n#[derive(Debug, Clone)]\npub struct NavigateResult {\n pub frame_id: String,\n pub title: String,\n}\n\n#[derive(Debug, Clone, Serialize, Deserialize)]\npub struct ElementInfo {\n pub node_id: i32,\n pub tag: String,\n pub id: Option,\n pub class: Option,\n pub text: String,\n pub href: Option,\n pub src: Option,\n pub attributes: Vec<(String, String)>,\n}\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609640310156} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T06:25:58.088050696+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609640310156} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T06:25:47.499190804+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609640310156} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"static BROWSER_SESSION: std::sync::Mutex> = std::sync::Mutex::new(None);\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION.lock().unwrap();\n let mut bs = BROWSER_SESSION","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609640141249} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T06:25:18.875752534+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609640141249} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T06:02:23.336373163+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096399723423} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-18T06:05:26.397774655+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096399723423} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-18T06:05:00.120430759+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096399723423} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-18T06:16:02.827585819+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096399723423} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T06:01:36.621885680+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609639803435} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T06:00:38.481573307+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609639803435} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":" (Some(tx), Some(rx))\n } else {\n (None, None)\n };\n\n // Build listeners before ServerState (need config ref before move)\n let (listeners, collector_arc) = build_listeners(&config, &transformer_config);\n\n // Wire collector into TransformerState so handle_train() can drain signals\n if let Some(ref collector) = collector_arc {\n let mut t_state = transformer.write().unwrap();\n t_state.collector = Some(collector.clone());\n }\n\n // Build ServerState\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096396345285} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use ed25519_dalek::{Signature, Verifier, VerifyingKey};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use serde_json::{json, Value};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use sha2::{Sha256, Digest};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use std::collections::{HashMap, HashSet};\n/data/data/com.termux/files/home/SPFsmartGATE/src/http.rs-use std::sync::{Arc, Mutex};\n/data/data/com.termux/fi","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096396345285} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T05:58:31.758948459+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996096396345285} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-18T05:56:43.164757824+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609639465622} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-18T05:43:22.857467191+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609639465622} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Bash] | ts=2026-03-18T05:43:03.442520428+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609639465622} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-18T05:52:50.208883590+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609639465622} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.44, promoted:24hr→7day, promoted:7day→pinned","outcome":" // ====== spf_web_fetch ======\n \"spf_web_fetch\" => {\n let url = args[\"url\"].as_str().unwrap_or(\"\");\n--\n // ====== spf_web_search ======\n \"spf_web_search\" => {\n let query = args[\"query\"].as_str().unwrap_or(\"\");\n--\n // ====== spf_web_download ======\n \"spf_web_download\" => {\n let url = args[\"url\"].as_str().unwrap_or(\"\");\n--\n // ====== spf_web_api ======\n \"spf_web_api\" => {\n let method = args[\"method","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609639296715} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T05:32:33.491528220+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090292053085} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-18T05:33:10.370848935+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090292053085} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" tool_def(\n \"spf_web_search\",\n \"Search the web for information. Uses Brave API if BRAVE_API_KEY set, otherwise DuckDuckGo.\",\n--\n tool_def(\n \"spf_web_api\",\n \"Make an API request. Returns status, headers, and response body.\",\n--\n/// Enables Qwen and other LLMs to call tools without \"spf_\" prefix.\n/// Called at the start of handle_tool_call() to normalize incoming names.\n/// Additive-only — existing callers unaffected. Zero breaking changes.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090292053085} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Bash,Grep] | ts=2026-03-18T05:33:43.308201944+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090292053085} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":" category: args[\"category\"].as_str().map(String::from),\n text: args[\"text\"].as_str().map(String::from),\n collection: args[\"collection\"].as_str().map(String::from),\n title: args[\"title\"].as_str().map(String::from),\n limit: args[\"limit\"].as_u64(),\n tool_name: args[\"tool_name\"].as_str().map(String::from),\n reason: args[\"reason\"].as_str().map(String::from),\n peer_key: args[\"peer_key\"].as_str().map(String::from),\n message: args[\"message\"]","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090292053085} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T05:28:27.076773054+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090290364013} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Read,Glob] | ts=2026-03-18T05:27:27.202837191+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090290364013} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-18T05:27:41.311231717+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090290364013} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Glob,Glob] | ts=2026-03-18T05:24:38.933800381+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090290364013} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-03-18T05:20:54.111876404+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090288674942} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs (4935 lines)\n 1\t// SPF Smart Gateway - MCP Server (JSON-RPC 2.0 over stdio)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::config","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090288674942} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"use crate::http::ServerState;\npub fn handle_tool_call(\n // Build listeners before ServerState (need config ref before move)\n // Build ServerState\n let state = Arc::new(ServerState {\n // Spawn FLINT Memory Router — AFTER ServerState (needs Arc for dispatch::call)\n let state = Arc::new(ServerState {\n // Spawn FLINT Memory Router — AFTER ServerState (needs Arc for dispatch::call)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090288674942} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Bash,Write] | ts=2026-03-18T05:16:09.529049794+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090288674942} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Grep,Bash] | ts=2026-03-18T05:16:21.482687237+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090288674942} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Write,Edit] | ts=2026-03-18T05:10:49.166613770+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090288674942} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-03-18T04:58:46.460367431+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090286985876} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Edit,Grep,Write] | ts=2026-03-18T04:51:01.804071827+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090286985876} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-18T04:45:56.596869964+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090286985876} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-18T04:48:39.378142350+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996090286985876} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub struct CdpClient {\n pub fn discover(port: u16) -> Result {\n pub fn connect_ws(ws_url: &str) -> Result {\n pub fn connect(port: u16) -> Result {\n pub fn send_command(&mut self, method: &str, params: Value) -> Result {\n pub fn navigate(&mut self, url: &str) -> Result {\n pub fn screenshot(&mut self) -> Result, String> {\n pub fn screenshot_to_file(&mut self, path: &str) -> Result {\n let text = result.get(\"result\")\n .and_then(|r| r.ge","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609028529681} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T04:42:31.392122699+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599609028529681} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.61, promoted:24hr→7day, promoted:7day→pinned","outcome":" ),\n tool_def(\n \"spf_mesh_peers\",\n \"List known/trusted mesh peers\",\n json!({}),\n vec![],\n ),\n tool_def(\n \"spf_mesh_call\",\n \"Call a peer agent's tool via mesh network\",\n json!({\n \"peer_key\": {\"type\": \"string\", \"description\": \"Peer's Ed25519 public key (hex)\"},\n \"tool\": {\"type\": \"string\", \"description\": \"Tool name to call on peer\"},\n \"arguments\": {\"t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608415735765} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T04:36:07.067834564+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608415735765} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-18T04:35:27.906763017+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608415566858} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- let mesh_key = signing_key.clone();\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- std::thread::spawn(move || {\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: let rt = tokio::runtime::Builder::new_multi_thread()\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- .worker_threads(2)\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608415566858} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T04:35:44.543899469+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608415566858} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-18T04:31:21.221690715+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084153979515} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-18T04:31:31.774645034+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084153979515} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned","outcome":"# CDP BROWSER — Chrome DevTools Protocol client for agent web interaction\ntokio-tungstenite = { version = \"0.26\", features = [\"rustls-tls-webpki-roots\"] }\nbase64 = \"0.22\"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084153979515} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T04:30:14.769097980+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608415229045} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Read,Read] | ts=2026-03-18T04:30:51.610681039+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608415229045} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-18T04:29:34.472378360+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084150601377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/lib.rs (39 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084150601377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Read,Read,Write] | ts=2026-03-18T04:11:11.398266437+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084150601377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Write,Grep] | ts=2026-03-18T04:10:59.401110973+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608414891231} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/lib.rs (39 lines)\n 1\tpub mod paths;\n 2\tpub mod calculate;\n 3\tpub mod config;\n 4\tpub mod gate;\n 5\tpub mod inspect;\n 6\tpub mod mcp;\n 7\tpub mod session;\n 8\tpub mod storage;\n 9\tpub mod validate;\n 10\tpub mod web;\n 11\tpub mod http;\n 12\tpub mod dispatch;\n 13\tpub mod identity;\n 14\tpub mod mesh;\n 15\tpub mod fs;\n 16\tpub mod config_db;\n 17\tpub mod tmp_db;\n 18\tpub mod agent_state;\n 19\tpu","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608414891231} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-18T04:05:38.714249428+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608414722324} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-18T04:10:33.853305305+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599608414722324} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-18T03:49:24.989859123+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084145534173} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,spf_web_fetch] | ts=2026-03-18T03:49:20.196261104+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084145534173} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.31, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"tokio-tungstenite\",\nname = \"tokio-tungstenite\"\n \"tungstenite\",\nname = \"tungstenite\"","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084145534173} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,spf_web_fetch,Read] | ts=2026-03-18T03:49:15.308562460+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084143845106} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[spf_web_fetch,Read,Write] | ts=2026-03-18T03:41:11.497583113+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996084143845106} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_web_fetch, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_web_fetch source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Write,Write] | ts=2026-03-18T03:36:12.428905415+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996077936519746} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_web_fetch, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"Fetched https://github.com/bubkoo/html-to-image (452818 bytes, text/html; charset=utf-8)\nPrompt: What does this library do? How does it work? What are its dependencies? Does it need a browser or can it run headless/server-side?\n\n\n[Skip to content][1]\n\n## Navigation Menu\n\nToggle navigation\n[ ][2]\n[ Sign in ][3]\nAppearance settings\n\n* Platform\n \n * AI CODE CREATION\n \n * [\n GitHub CopilotWrite better code with AI\n ][4]\n * [\n GitHub SparkBuild and deploy intelligent apps\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599607793483068} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Write,Write,Read] | ts=2026-03-18T03:04:42.405325823+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599607793314161} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.78, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WEB_BROWSER_RESEARCH_2026-03-17.md (527 lines)\n 1\t# SPF SmartGate — Web Browser Capability Research\n 2\t**Date:** 2026-03-17 \n 3\t**Work Blocks:** WB-1 (DOM Parser + Design Brief), WB-2 (Screenshot Rendering) \n 4\t**Confidence:** 98% (Research complete via RAG + web search) \n 5\t**Author:** Qwen (Clone) via FLINT → Brain pipeline\n 6\t\n 7\t---\n 8\t\n 9\t## EXECUTIVE SUMMARY\n 10\t\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599607793145254} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Read,Grep] | ts=2026-03-18T02:39:49.694215663+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996077929763475} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Grep,Read] | ts=2026-03-18T01:39:08.791999917+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996071722438114} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Read,Write] | ts=2026-03-18T00:55:52.218423980+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996065570852003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/RESEARCH_ANDROID_WEB_BROWSER_2026.md (912 lines)\n 1\t# SPF SmartGate: Android Web Browser Module Research\n 2\t\n 3\t**Research Date:** 2026-03-15 \n 4\t**Scope:** Self-contained Rust runtime with rich web interaction for Android/Termux \n 5\t**Target:** APK/AAB/EXE ready, cross-platform, Docker-like isolation\n 6\t\n 7\t---\n 8\t\n 9\t## Executive Summary\n 10\t\n 11\t### Current State Asses","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996065569162936} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Write,Read] | ts=2026-03-18T00:45:01.575502666+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996065567473865} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Read,Edit] | ts=2026-03-18T00:39:27.030305137+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59960655657848} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // ====== WEB BROWSER TOOLS ======\n tool_def(\n \"spf_web_search\",\n \"Search the web for information. Uses Brave API if BRAVE_API_KEY set, otherwise DuckDuckGo.\",\n json!({\n \"query\": {\"type\": \"string\", \"description\": \"Search query\"},\n--\n vec![\"query\"],\n ),\n tool_def(\n \"spf_web_fetch\",\n \"Fetch a URL and return clean readable text. HTML is converted to plain text, JSON is pretty-printed.\",\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59960655657848} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Edit,Read] | ts=2026-03-18T00:38:35.291354011+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996065562406665} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Read,Write] | ts=2026-03-18T00:17:29.054778817+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605943615657} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Write,spf_mesh_status] | ts=2026-03-18T00:15:01.057161895+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605943615657} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_brain_list,Read] | ts=2026-03-18T00:07:47.351909977+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059434467504} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_list,Read,spf_brain_search] | ts=2026-03-18T00:05:02.226607800+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059434467504} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,spf_mesh_status,spf_brain_list] | ts=2026-03-18T00:11:58.311419256+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059434467504} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,spf_agent_memory_search,spf_brain_search] | ts=2026-03-18T00:02:59.817015607+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605943277844} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_list, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_list source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,spf_brain_search,spf_agent_memory_search] | ts=2026-03-18T00:05:00.000585926+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605943277844} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.73, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/QWEN.md (198 lines)\n 1\t# Qwen SPF Gateway - Tools & Access Rules\n 2\t\n 3\t## Tool Access\n 4\t\n 5\t### Allowed Tools (77 SPF Gateway tools via MCP)\n 6\tAll operations MUST go through `spf-smart-gate` MCP server.\n 7\t\n 8\t**Core Gateway Tools:**\n 9\t- `mcp__spf-smart-gate__spf_status` - Gateway status\n 10\t- `mcp__spf-smart-gate__spf_session` - Session info, metrics\n 11\t- `mcp__spf-sm","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605943277844} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_agent_memory_search,spf_brain_search,Glob] | ts=2026-03-17T23:56:26.359991330+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605943108937} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_agent_memory_search,spf_brain_search,spf_agent_memory_search] | ts=2026-03-17T23:56:34.927131327+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605943108937} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[spf_brain_search,spf_agent_memory_search,spf_brain_search] | ts=2026-03-17T23:56:30.836879037+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605943108937} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"No results for 'agnostic web tool form click button image' in 'default'","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605943108937} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_search,Glob,spf_transformer_metrics] | ts=2026-03-17T23:55:46.682192127+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59960594294003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":"No results for 'playwright chromium headless browser agent' in 'default'","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59960594294003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-17T23:55:41.753377076+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59960594294003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:spf_brain_search, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":"No results for 'playwright rust web API visual rendering screenshot' in 'default'","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59960594294003} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status,spf_status] | ts=2026-03-17T23:49:54.253279865+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059427711233} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,Bash,Bash] | ts=2026-03-17T23:46:19.018109322+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059427711233} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status,Bash] | ts=2026-03-17T23:49:43.110439765+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059427711233} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Glob,Grep] | ts=2026-03-17T23:45:31.423218090+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059426022162} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-17T23:45:16.281788513+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059426022162} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Glob] | ts=2026-03-17T23:46:16.035078334+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059426022162} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-17T23:45:26.726901113+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059426022162} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Glob,Bash,Bash] | ts=2026-03-17T23:45:04.348794299+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059424333096} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Grep] | ts=2026-03-17T23:44:57.823435134+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059424333096} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-03-17T23:45:11.692665702+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059424333096} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub const FLINT_NAME: &str = \"FLINT\";\npub const FLINT_VERSION: &str = \"0.1.0\";\n\n// ============================================================================\n// TRANSFORMER STATE — held in ServerState behind RwLock\n// ============================================================================\n\n/// Runtime state for the transformer, wrapped in RwLock in ServerState.\n/// Multiple readers (inference) can proceed simultaneously.\n/// Single writer (training) acquires exclusive lock during weight u","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605942264403} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-17T23:43:55.500298804+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605942264403} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:40.685563601+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605942264403} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" let optimizer = if config.online_learning {\n crate::train::AdamWConfig { lr: config.learning_rate as f32, ..Default::default() },\n \"description\": \"Get FLINT learning metrics (loss, accuracy, gate alignment, training step)\",\n Online learning: {}\\n\\\n config.online_learning,\n // Step 2: Convert signals to training examples via Block M (learning.rs)\n input_tokens: crate::learning::signal_to_tokens(signal),\n crate::","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605942264403} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:33.346003135+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059420954962} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:37.260992717+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059420954962} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:14.709090799+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059420954962} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep] | ts=2026-03-17T23:42:48.149012215+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605941926589} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.30, promoted:24hr→7day, promoted:7day→pinned","outcome":" assert_eq!(defs.len(), 7, \"Should have 5 transformer + 2 FL-8 tools\");","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605941926589} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:43:10.757953717+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605941926589} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T23:42:51.436838256+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599605941926589} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.41, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub fn init_transformer(\n _transformer: &Arc>,\n fn test_init_transformer_disabled() {\n let result = init_transformer(&tc, &wc);\n fn test_init_transformer_no_checkpoint() {\n let result = init_transformer(&tc, &wc);\n fn test_init_transformer_researcher_role() {\n let result = init_transformer(&tc, &wc);","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059417576824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep] | ts=2026-03-17T23:42:44.079328206+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059417576824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if relevance < MIN_RELEVANCE && !signal.false_positive && signal.evil_score < 0.1 {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: let evil = signal.evil_score as f64;\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if signal.evil_score > 0.4 || signal.false_positive {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if signal.evil_score > 0.4 || signal.fals","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059417576824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.42, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: let tlog_count = {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: if last_train.elapsed() >= Duration::from_secs(3600) || tlog_count >= 16 {\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: eprintln!(\"[FLINT-MR] Auto-train (tlog: {}): {}\", tlog_count, result);","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059417576824} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T23:42:34.649515450+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059415887753} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs: // handle_train() reads tlog:* keys — same path for all signal sources\n/data/data/com.termux/files/home/SPFsmartGATE/src/worker.rs: let tlog_key = format!(\"tlog:{}\", signal.timestamp);\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: // FL-10: Auto-train — 1hr interval OR 16+ tlog:* signals in LMDB.\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: count","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059415887753} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.36, promoted:24hr→7day, promoted:7day→pinned","outcome":" .or_else(|| args.get(\"absolute_path\"))\n .or_else(|| args[\"absolute_path\"].as_str())\n .or_else(|| args[\"absolute_path\"].as_str())","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059415887753} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: \"name\": \"spf_flint_train_evil\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:/// Handle spf_flint_train_evil — user labels a tool call as evil/harmful.\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"flint_train_evil\" => \"spf_flint_train_evil\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"spf_flint_train_evil\" => {\n/data/data/com.termux/files/home/SP","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059415887753} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Glob,Grep] | ts=2026-03-17T22:38:28.750059157+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996059414198687} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-17T21:22:08.786452700+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996047264731663} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T21:20:18.070571023+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039528799653} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/docs/SPF-FEATURES.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/docs/CLAUDE.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/plans/async-wiggling-whale.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/ind","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039528799653} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Glob,Grep] | ts=2026-03-17T21:16:31.402413401+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039527110586} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/MODELS/whisper-tiny/vocab.json:{\"!\":0,\"\\\"\":1,\"#\":2,\"$\":3,\"%\":4,\"&\":5,\"'\":6,\"(\":7,\")\":8,\"*\":9,\"+\":10,\",\":11,\"-\":12,\".\":13,\"/\":14,\"0\":15,\"1\":16,\"2\":17,\"3\":18,\"4\":19,\"5\":20,\"6\":21,\"7\":22,\"8\":23,\"9\":24,\":\":25,\";\":26,\"<\":27,\"=\":28,\">\":29,\"?\":30,\"@\":31,\"A\":32,\"B\":33,\"C\":34,\"D\":35,\"E\":36,\"F\":37,\"G\":38,\"H\":39,\"I\":40,\"J\":41,\"K\":42,\"L\":43,\"M\":44,\"N\":45,\"O\":46,\"P\":47,\"Q\":48,\"R\":49,\"S\":50,\"T\":51,\"U\":52,\"V\":53,\"W\":54,\"X\":55,\"Y\":","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039527110586} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Glob] | ts=2026-03-17T21:18:09.902284874+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039527110586} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-17T21:16:14.329630648+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039527110586} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/TERMINAL/WORK_BLOCKS.md: Worker 4 (Render Compositor) handles touch→render\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/TERMINAL/WORK_BLOCKS.md: Worker 4 renders bar, Worker 1 processes input\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/TERMINAL/WORK_BLOCKS.md: Worker 4 applies theme to render pipeline\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039527110586} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T21:14:43.889835630+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039525421515} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/SESSION/cmd.log:[2026-02-20 02:00:30] CALL spf_web_fetch | url=https://claude5.com/news/claude-opus-4-6-review-benchmarks-features-2026\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/MODELS/whisper-tiny/vocab.json:{\"!\":0,\"\\\"\":1,\"#\":2,\"$\":3,\"%\":4,\"&\":5,\"'\":6,\"(\":7,\")\":8,\"*\":9,\"+\":10,\",\":11,\"-\":12,\".\":13,\"/\":14,\"0\":15,\"1\":16,\"2\":17,\"3\":18,\"4\":19,\"5\":20,\"6\":21,\"7\":22,\"8\":23,\"9\":24,\":\":","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039525421515} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Read,Grep] | ts=2026-03-17T21:05:28.272912509+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039525421515} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/WORK_BLOCKS.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/plans/async-wiggling-whale.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/anstyle-1.0.13/README.md\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039525421515} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-17T21:13:47.740370287+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039525421515} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs:// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs:// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs: pub formula: FormulaConfig,\n/data/data/com.termux/files/home/SPFsmartGATE/LI","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952373245} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T20:46:58.072514130+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952373245} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs:use crate::web::WebClient;\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_web_api\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"spf_rag_fetch_url\",\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs: \"web_download\" => \"spf_web_download\", \"web_api\" => \"spf_w","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952373245} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-17T20:53:39.898962779+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952373245} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T20:43:30.391956657+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952373245} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T20:43:19.982636349+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039522043377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Edit,Read] | ts=2026-03-17T20:42:46.953540111+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039522043377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Edit,Read,Edit] | ts=2026-03-17T20:42:27.417116265+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039522043377} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.34, promoted:24hr→7day, promoted:7day→pinned","outcome":" let defs = tool_definitions();\n assert_eq!(defs.len(), 5, \"Should have exactly 5 transformer tools\");\n }","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952035431} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T20:41:24.056233789+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952035431} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs (1008 lines)\n 169\t \"properties\": {},\n 170\t \"required\": []\n 171\t }\n 172\t }),\n 173\t ]\n 174\t}\n 175\t\n 176\t// ============================================================================\n 177\t// TOOL HANDLERS — called from mcp.rs match arms\n 178\t// ============================================================================\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952035431} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Read,Edit,Edit] | ts=2026-03-17T20:42:10.918513146+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952035431} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Edit,Read] | ts=2026-03-17T20:41:12.128840564+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952035431} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Edit,Read,Grep] | ts=2026-03-17T20:40:11.310303816+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603952035431} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-17T20:33:45.697800426+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039518665244} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T20:30:27.784853314+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039518665244} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"fn tool_def(name: &str, description: &str, properties: Value, required: Vec<&str>) -> Value {\npub fn tool_definitions() -> Vec {\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n tool_def(\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039518665244} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T20:33:05.024938671+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039518665244} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.62, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/mcp.rs (4930 lines)\n 2\t// Copyright 2026 Joseph Stone - All Rights Reserved\n 3\t//\n 4\t// ALL tool calls route through this gateway.\n 5\t// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n 6\t// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n 7\t\n 8\tuse crate::calculate::{self, ToolParams};\n 9\tuse crate::config::SpfConfig;\n 10\tuse crate::config","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039518665244} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep] | ts=2026-03-17T20:29:05.199416523+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039516976177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// ALL tool calls route through this gateway.\n// Exposes: spf_read, spf_write, spf_edit, spf_bash, spf_status,\n// spf_calculate, spf_session, spf_brain_search, spf_brain_store\n\nuse crate::calculate::{self, ToolParams};\n--\n if cmd.len() > 200 { format!(\"cmd={}…\", utf8_safe::safe_truncate(cmd, 200)) } else { format!(\"cmd={}\", cmd) }\n }\n n if n.contains(\"read\") || n.contains(\"edit\") || n.contains(\"glob\") => {\n","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039516976177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.43, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"flint_train_evil\" => \"spf_flint_train_evil\",\n \"flint_train_good\" => \"spf_flint_train_good\",\n \"spf_flint_train_evil\" => {\n session.record_action(\"spf_flint_train_evil\", \"called\", None);\n crate::transformer_tools::handle_train_evil(args)\n \"spf_flint_train_good\" => {\n session.record_action(\"spf_flint_train_good\", \"called\", None);\n crate::transformer_tools::handle_train_good(args)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039516976177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"transformer_train\" => \"spf_transformer_train\",\n \"transformer_metrics\" => \"spf_transformer_metrics\",\n \"flint_train_evil\" => \"spf_flint_train_evil\",\n \"flint_train_good\" => \"spf_flint_train_good\",\n \"pool_status\" => \"spf_pool_status\", \"pool_assign\" => \"spf_pool_assign\",\n \"pool_release\" => \"spf_pool_release\",\n--\n\n // FL-8: Evil/Good training input tools\n \"spf_flint_train_evil\" => {\n session.record_action(\"spf_flint_train_evil\", \"cal","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039516976177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T20:28:08.496469825+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039516976177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep] | ts=2026-03-17T20:29:20.966388287+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039516976177} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_tmp_active, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_tmp_active source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_stats,spf_brain_status,spf_mesh_status] | ts=2026-03-17T20:09:04.911769793+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039515287106} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_voice_mode, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_voice_mode source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_config_paths,spf_tmp_active,spf_agent_stats] | ts=2026-03-17T20:09:22.660277026+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039515287106} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_tmp_active,spf_agent_stats,spf_brain_status] | ts=2026-03-17T20:09:18.909328017+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039515287106} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_pool_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_pool_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_voice_mode,spf_config_paths,spf_tmp_active] | ts=2026-03-17T20:09:36.656743427+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039515287106} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_status,spf_mesh_status,spf_transformer_status] | ts=2026-03-17T20:09:01.444066617+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996039515287106} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-17T20:08:48.520675060+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603951359804} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_transformer_status,spf_status] | ts=2026-03-17T20:08:58.171849066+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603951359804} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status] | ts=2026-03-17T20:08:55.310404172+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603951359804} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,spf_transformer_metrics,spf_agent_memory_search] | ts=2026-03-17T19:05:07.283016361+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603951190897} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T20:08:15.539386010+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599603951190897} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_memory_search,spf_transformer_status,spf_status] | ts=2026-03-17T18:09:21.983626595+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599602563790339} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_memory_search, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_memory_search source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status] | ts=2026-03-17T18:09:16.462406650+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599602563790339} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-17T18:08:08.597463915+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599602563621432} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T18:08:03.249462094+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996025634525255} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T17:43:36.527913123+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599602563283619} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T17:26:14.347326541+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017380049325} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T17:26:45.114625488+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017380049325} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:// FL-9: LRScheduler removed — gate is deterministic, no warmup needed.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:// FL-9: LearningConfig and LearningController removed — dead code.\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:// FL-9: LearningStatus removed — metrics reported directly from TransformerState\n/d","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017380049325} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T17:27:01.391070794+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017380049325} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n\nfn route_signals(collector: &Arc) -> usize {\n let signals = collector.drain_signals();\n if signals.is_empty() {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017380049325} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T17:24:27.752698352+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601737836026} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T17:25:21.816726248+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601737836026} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T17:25:42.850297490+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601737836026} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T17:24:50.084991833+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601737836026} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"// BLOCK O — Headless worker node that runs transformer inference\n// 2. Load transformer checkpoint\n// 5. Loop: receive task → transformer decides tool → execute → return result\n// Depends on: Block E (transformer), Block I (config), Block J (gate training),\n// Block K (transformer tools), Block N (pipeline)\nuse crate::transformer_tools::TransformerState;\n pub transformer_config: TransformerConfig,\n pub fn new(config: WorkerConfig, transformer_config: TransformerConfig) -> ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601737836026} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// How often the router checks the knowledge/ drop folder for new user files.\nconst DROP_CHECK_INTERVAL: Duration = Duration::from_secs(60);\n\n/// How often the tiered promotion loop runs.\nconst TIER_LOOP_INTERVAL: Duration = Duration::from_secs(3600); // 1 hour\n\n/// Minimum relevance score to store a signal. Filters routine low-value calls.\nconst MIN_RELEVANCE: f64 = 0.1;\n\n/// Top N% of Working memories promoted to next tier each cycle.\n--\n }\n // FL-6: FP-locked signals\n i","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601737667119} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T17:21:29.727980920+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601737667119} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T17:21:15.285268113+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601737667119} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T16:58:24.546563740+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017374982126} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T16:58:53.683678833+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017374982126} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T16:58:00.764632239+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017374982126} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"use crate::tensor::Tensor;\n /// Export Fisher information as Tensor (for mesh weight sync / federated EWC)\n pub fn fisher_as_tensor(&self) -> Tensor {\n Tensor::from_data(self.fisher.clone(), vec![self.fisher.len()])\n .unwrap_or_else(|_| Tensor::zeros(&[self.fisher.len()]))","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017374982126} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":"use crate::train::{TrainingExample, TrainingTarget};\n buffer: Vec,\n fp_locked: Vec,\n pub fn add(&mut self, example: TrainingExample) {\n pub fn sample(&self, n: usize, seed: u64) -> Vec {\n replay.add(TrainingExample {\n target: TrainingTarget::GateDecision(1.0),\n replay.add(TrainingExample {\n target: TrainingTarget::GateDecision(1.0),\n replay.add(TrainingExample {\n t","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017374982126} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T16:57:47.603975682+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017373293054} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:52:49.499760847+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017373293054} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T16:56:48.901216694+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017373293054} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":"use crate::gate_training::{TrainingSignal, ConfusionMatrix};\n// and EWC/ConfusionMatrix in LMDB (FL-4, FL-5).","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017373293054} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" // ================================================================\n\n #[test]\n fn test_training_batch_loss() {\n use crate::tensor::Tensor;\n use crate::train;\n\n // Simulate logits and targets for binary gate decision\n let batch_size = 4;\n let logits = Tensor::randn(&[batch_size, 2]); // binary: allow/block\n let targets = vec![1, 0, 1, 1]; // ground truth labels\n\n // Create target tensor (one-hot)\n let mut target_data = vec![0.0f32;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017373293054} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:47:21.980674670+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017371603988} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Write,Edit] | ts=2026-03-17T16:44:15.176836929+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017371603988} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-17T16:46:50.147916297+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017371603988} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:50:34.551816316+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017371603988} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:50:48.296775737+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017371603988} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Edit,Edit] | ts=2026-03-17T16:43:11.594887370+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017369914917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:43:08.276647371+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996017369914917} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T16:33:03.464601456+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601125211017} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T16:42:34.982520978+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601125211017} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T16:36:50.676479703+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601125211017} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T16:38:22.846374876+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601125211017} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:27:02.933078677+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996011250421103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.63, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs- /// Online learning controller (EWC + Experience Replay + LR scheduling)\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs: pub learning: Option,\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/transformer_tools.rs- /// AdamW optimizer\n--\n/data/data/com.termux/files/ho","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996011250421103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":" use crate::train;\n\n // Simulate logits and targets for binary gate decision\n let batch_size = 4;\n let logits = Tensor::randn(&[batch_size, 2]); // binary: allow/block\n let targets = vec![1, 0, 1, 1]; // ground truth labels\n\n // Create target tensor (one-hot)\n let mut target_data = vec![0.0f32; batch_size * 2];\n for (i, &t) in targets.iter().enumerate() {\n target_data[i * 2 + t] = 1.0;\n }\n let target_tensor = Tensor","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996011250421103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T16:26:22.279163172+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996011250421103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T16:32:28.432454542+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996011250421103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Write] | ts=2026-03-17T16:11:35.454345489+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996011250421103} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Write] | ts=2026-03-17T16:11:04.584684303+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601124873203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-17T15:48:53.269466530+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601124873203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Grep] | ts=2026-03-17T15:27:19.658292788+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601124873203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/integration_tests.rs: use crate::learning::LRScheduler;\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/integration_tests.rs: let mut scheduler = LRScheduler::new(\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:pub struct LRScheduler {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/learning.rs:i","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599601124873203} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-17T11:39:59.393363288+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5996003563472065} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:39:45.785240864+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599598052627191} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T10:25:28.258460619+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597442535784} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T10:25:33.437459002+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597442535784} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T10:25:09.590291667+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597442535784} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"transformer_metrics\" => \"spf_transformer_metrics\",\n \"flint_train_evil\" => \"spf_flint_train_evil\",\n \"flint_train_good\" => \"spf_flint_train_good\",\n \"pool_status\" => \"spf_pool_status\", \"pool_assign\" => \"spf_pool_assign\",\n--\n // FL-8: Evil/Good training input tools\n \"spf_flint_train_evil\" => {\n session.record_action(\"spf_flint_train_evil\", \"called\", None);\n crate::transformer_tools::handle_train_evil(args)\n--\n\n \"spf_flint_train","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597442366877} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T10:24:57.220778078+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597442366877} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_transformer_infer\" | \"spf_transformer_chat\" | \"spf_transformer_train\"\n | \"spf_flint_train_evil\" | \"spf_flint_train_good\"\n => validate::validate_transformer_ops(params, config),","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597442366877} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:24:27.557014079+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974421979704} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:24:42.222349751+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974421979704} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:23:38.817315244+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974420290633} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" => validate::validate_flint_execute(params, config),\n \"spf_mesh_call\"\n => validate::validate_mesh_call(params, config),\n\n // ── TIER D — Bounded inference ─────────────────────────────────────────\n \"spf_transformer_infer\" | \"spf_transformer_chat\" | \"spf_transformer_train\"\n => validate::validate_transformer_ops(params, config),\n\n // ── TIER E+ — Brain write (source-gated) ────────────────────────────\n // FLINT router thread writ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974420290633} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T10:23:22.880557333+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974420290633} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T10:21:46.819109661+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974418601566} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T10:21:55.519451273+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974418601566} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T10:22:54.269969063+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974418601566} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.33, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub fn handle_status(\npub fn handle_infer(\npub fn handle_chat(\npub fn handle_train(\npub fn handle_metrics(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59959744169125} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T10:21:30.594976647+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59959744169125} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.37, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Handle spf_transformer_metrics\n/// Returns current learning metrics.\npub fn handle_metrics(\n transformer: &Option>>,\n config: &TransformerConfig,","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59959744169125} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" \"spf_transformer_chat\" => {\n session.record_action(\"spf_transformer_chat\", \"called\", None);\n let tokenizer_path = crate::paths::spf_root().join(\"LIVE/MODELS/tokenizer.json\");\n crate::transformer_tools::handle_chat(transformer, args, transformer_config, &tokenizer_path.to_string_lossy())\n }\n\n \"spf_transformer_train\" => {\n session.record_action(\"spf_transformer_train\", \"called\", None);\n crate::transformer_tools::handle_tr","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974415223433} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:21:13.889260507+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974415223433} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.46, promoted:24hr→7day, promoted:7day→pinned","outcome":" crate::transformer_tools::handle_chat(transformer, args, transformer_config, &tokenizer_path.to_string_lossy())\n }\n\n \"spf_transformer_train\" => {\n session.record_action(\"spf_transformer_train\", \"called\", None);\n crate::transformer_tools::handle_train(transformer, args, transformer_config)\n }\n\n \"spf_transformer_metrics\" => {\n session.record_action(\"spf_transformer_metrics\", \"called\", None);\n crate::transformer_too","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974415223433} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:19:47.347556113+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597441353436} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T10:19:32.056439452+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597441353436} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:16:18.573483485+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974411845295} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T10:18:06.437585006+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974411845295} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n // ── TIER C — Controlled delegation ────────────────────────────────────\n \"spf_flint_execute\"\n => validate::validate_flint_execute(params, config),\n \"spf_mesh_call\"\n--\n\n // ── TIER D — Bounded inference ─────────────────────────────────────────\n \"spf_transformer_infer\" | \"spf_transformer_chat\" | \"spf_transformer_train\"\n => validate::validate_transformer_ops(params, config),\n\n--\n let session = Session::new();\n let params = ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974411845295} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T10:15:46.758304070+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974410156224} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:15:20.501047465+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974410156224} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:14:49.312676331+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974408467157} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T10:14:16.689670510+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974408467157} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":"//\n// Called from dispatch::call() — runs in the calling transport's thread.\n// NOT part of the memory router background thread.\n//\n// flint_intercept(): pre-execution — queries brain for relevant context\n// flint_process_result(): post-execution — stores high-value results\n//\n// Thread safety:\n// Brain = LazyLock>> — independent of session Mutex\n// AgentStateDb = LMDB write transactions — independent of session Mutex\n// Both functions run outside session lock — zero co","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974408467157} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:10:42.584095540+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597440677809} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:09:40.772352022+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597440677809} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T10:10:04.700070658+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597440677809} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:08:48.005094646+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974405089024} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T10:08:05.390294141+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974405089024} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"}\n\n// ============================================================================\n// TRAINING BATCH\n// ============================================================================\n\n/// A single training example from gate decisions\n#[derive(Debug, Clone)]\npub struct TrainingExample {\n /// Token IDs representing the tool call context\n pub input_tokens: Vec,\n /// Target: next token (for language modeling) or gate label\n pub target: TrainingTarget,\n /// Training weight: how mu","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974405089024} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Edit,Grep] | ts=2026-03-17T10:07:46.266006597+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974403399957} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T10:07:32.274008269+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974403399957} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.40, promoted:24hr→7day, promoted:7day→pinned","outcome":"// a utility, not a decision maker. FLINT routes. MiniLM indexes.\n// ============================================================================\n\nfn route_signals(collector: &Arc) -> usize {\n let signals = collector.drain_signals();\n if signals.is_empty() {\n return 0;","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974403399957} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.50, promoted:24hr→7day, promoted:7day→pinned","outcome":" buf.push(signal);\n }\n }\n\n /// Get the number of pending signals without draining\n pub fn pending_count(&self) -> usize {\n match self.buffer.lock() {\n Ok(buf) => buf.len(),\n Err(poisoned) => poisoned.into_inner().len(),\n }\n }\n\n /// Get count of FP-locked signals\n pub fn fp_locked_count(&self) -> usize {\n match self.buffer.lock() {\n Ok(buf) => buf.fp_locked_len(),\n Err(poisoned) => poisoned.into_i","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974401710886} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Edit] | ts=2026-03-17T10:07:03.451312707+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974401710886} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T10:03:38.772653410+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974401710886} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Edit,Grep,Edit] | ts=2026-03-17T09:56:20.979805191+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974400021815} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T10:00:52.274558525+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974400021815} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.66, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs-use crate::tensor::Tensor;\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs-use crate::train::{TrainingExample, TrainingTarget, TrainingMetrics, AdamW, AdamWConfig};\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs:use crate::gate_training::{TrainingSignal, ConfusionMatrix};\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs-// ========","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974400021815} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub online_learning: bool,\n /// EWC lambda — elastic weight consolidation strength (0.0 = disabled)\n pub ewc_lambda: f64,\n /// Experience replay buffer size\n pub replay_buffer_size: usize,\n--\n checkpoint_interval: 1000,\n online_learning: true,\n ewc_lambda: 0.4,\n replay_buffer_size: 10000,\n temperature: 0.7,\n--\n assert!(tc.online_learning);\n assert!((tc.learning_rate - 1e-4).abs() < 1e-10);\n assert!((tc.ew","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597439833275} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Edit,Edit] | ts=2026-03-17T09:55:29.534931096+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597439833275} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Edit,Edit,Edit] | ts=2026-03-17T09:53:19.796624323+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597439833275} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:45:51.545522150+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597439664368} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Edit,Edit,Grep] | ts=2026-03-17T09:46:51.394388273+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597439664368} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Grep,Grep] | ts=2026-03-17T09:46:05.205929958+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597439664368} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:44:00.090968078+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599597439664368} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub enum EvilIndicator {\n /// Tier 1: Lies that serve self at cost to others\n Deception { severity: f32 },\n /// Tier 2: Using power against the powerless\n Exploitation { severity: f32 },\n /// Tier 3: Deliberate harm to people or systems\n Destruction { severity: f32 },\n /// Tier 4: Corruption of institutions and trust\n SystemicEvil { severity: f32 },\n}\n\nimpl EvilIndicator {\n /// Extract severity from any variant\n pub fn severity(&self) -> f32 {\n match self {\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974394954615} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:43:37.074932202+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974394954615} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:43:04.336869089+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974394954615} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:43:24.988894394+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974394954615} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":" Some(json) => Ok(Some(serde_json::from_str(&json)?)),\n None => Ok(None),\n }\n }\n\n /// Set typed state value\n pub fn set_state_typed(&self, key: &str, value: &T) -> Result<()> {\n let json = serde_json::to_string(value)?;\n self.set_state(key, &json)\n }\n\n /// Delete a state key\n pub fn delete_state(&self, key: &str) -> Result {\n let mut wtxn = self.env.write_txn()?;\n let deleted = self.state.delete(&mut w","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974394954615} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Edit] | ts=2026-03-17T09:42:39.107053005+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974393265544} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n \"spf_transformer_status\" => {\n session.record_action(\"spf_transformer_status\", \"called\", None);\n crate::transformer_tools::handle_status(transformer, transformer_config)\n }\n\n \"spf_transformer_infer\" => {\n session.record_action(\"spf_transformer_infer\", \"called\", None);\n let tokenizer_path = crate::paths::spf_root().join(\"LIVE/MODELS/tokenizer.json\");\n crate::transformer_tools::handle_infer(transformer, args, transformer","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974393265544} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":" // ========================================================================\n // STATE (Key-Value)\n // ========================================================================\n\n /// Get a state value\n pub fn get_state(&self, key: &str) -> Result> {\n let rtxn = self.env.read_txn()?;\n Ok(self.state.get(&rtxn, key)?.map(|s| s.to_string()))\n }\n\n /// Set a state value\n--\n wtxn.commit()?;\n Ok(())\n }\n\n /// Get typed state value\n p","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974393265544} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-17T09:42:52.737588677+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974393265544} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Edit,Grep] | ts=2026-03-17T09:42:12.475485150+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974391576477} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// LMDB-backed Agent state manager\npub struct AgentStateDb {\n env: Env,\n /// Memory storage: id -> MemoryEntry\n--\n\n /// Get a state value\n pub fn get_state(&self, key: &str) -> Result> {\n let rtxn = self.env.read_txn()?;\n Ok(self.state.get(&rtxn, key)?.map(|s| s.to_string()))\n--\n\n /// Set a state value\n pub fn set_state(&self, key: &str, value: &str) -> Result<()> {\n let mut wtxn = self.env.write_txn()?;\n self.state.put(&mut wtxn, ke","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974391576477} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"use std::time::{Duration, Instant, SystemTime, UNIX_EPOCH};\n\nuse crate::agent_state::{AgentStateDb, MemoryType};\nuse crate::gate_training::{GateTrainingCollector, TrainingSignal};\nuse crate::paths::spf_root;\n--\n// Thread safety:\n// Brain = LazyLock>> — independent of session Mutex\n// AgentStateDb = LMDB write transactions — independent of session Mutex\n// Both functions run outside session lock — zero contention added.\n// ================================================","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995974391576477} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs- let opt = crate::train::AdamW::new(\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: crate::train::AdamWConfig { lr: config.learning_rate as f32, ..Default::default() },\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs- ¶m_sizes,\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs- let grad_ref_slice: Ve","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596827377173} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:12:22.882115312+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596827377173} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:13:31.332993984+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596827377173} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:07:14.268412097+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968272082663} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:04:40.665113353+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968272082663} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:33:00.785066298+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968272082663} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.59, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: pub learning: Option,\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: let learning_config = crate::learning::LearningConfig {\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: let lc = crate::learning::LearningController::new(learning_config, total_params);\n/data/data/com.termux/files/home/SPFsmartGATE/src/learning.rs:","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968272082663} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T09:06:13.249682328+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968272082663} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-17T09:02:46.378764803+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968270393592} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.52, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/gate_training.rs: if tool == \"spf_chat_send\" || tool == \"spf_transformer_chat\" {\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs: \"name\": \"spf_transformer_chat\",\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:/// Handle spf_transformer_chat\n/data/data/com.termux/files/home/SPFsmartGATE/src/transformer_tools.rs:pub fn handle_chat(\n/data/data/com.termux/files/home/SPFsmartGATE/src/transfo","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968270393592} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" }\n\n /// Create and store a new memory\n pub fn create_memory(\n &self,\n content: &str,\n memory_type: MemoryType,\n--\n }\n\n /// Get memories by type\n pub fn get_by_type(&self, memory_type: MemoryType) -> Result> {\n let rtxn = self.env.read_txn()?;\n let iter = self.memory.iter(&rtxn)?;\n\n--\n }\n\n /// Expire old memories\n pub fn expire_memories(&self) -> Result {\n let now = SystemTime::now()\n .duration_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968270393592} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-17T09:02:16.426272627+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968270393592} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-17T09:02:11.082275650+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995968270393592} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T08:29:24.582592546+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596215427791} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n\nfn write_flint_metrics(state: &Arc) {\n let agent_db = match state.agent_db.as_ref() {\n Some(db) => db,\n None => return,\n };\n\n let working = agent_db.get_by_type(MemoryType::Working).map(|v| v.len()).unwrap_or(0);\n let fact = agent_db.get_by_type(MemoryType::Fact).map(|v| v.len()).unwrap_or(0);\n let pinned = agent_db.get_by_type(MemoryType::Pinned).map(|v| v.len()).unwrap_or(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596215427791} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T08:29:39.113259832+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596215427791} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":" let mut examples: Vec = signals.iter().map(|signal| {\n crate::train::TrainingExample {\n input_tokens: crate::learning::signal_to_tokens(signal),\n target: crate::train::TrainingTarget::GateDecision(signal.label()),\n weight: signal.weight(),\n }\n }).collect();\n--\n // Limit to requested batch_size\n examples.truncate(batch_size);\n\n // ═══ PHASE B: READ lock — forward + backward passes ═══\n // Inference (h","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962152588845} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:56:07.926884766+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962152588845} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T08:05:59.320522509+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962152588845} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":" /// Number of training batches completed\n pub batches_completed: u64,\n /// Gate alignment score (0.0 - 1.0)\n pub gate_alignment: f64,\n /// Model role: \"writer\" or \"researcher\"\n pub role: String,\n /// Reference to GateTrainingCollector for draining training signals.\n--\n is_training: false,\n total_loss: 0.0,\n batches_completed: 0,\n gate_alignment: 0.0,\n role: role.to_string(),\n collector: None,\n lear","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962152588845} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T08:06:37.515969057+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962152588845} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:55:28.882894885+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962150899774} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:55:50.411652793+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962150899774} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.51, promoted:24hr→7day, promoted:7day→pinned","outcome":" )})\n}\n\n/// Handle spf_transformer_train\n/// Triggers a manual training batch from accumulated gate signals.\npub fn handle_train(\n transformer: &Option>>,\n args: &Value,\n config: &TransformerConfig,\n) -> Value {\n let state_lock = match transformer {\n--\n\n state.is_training = true;\n\n // Step 1: Drain accumulated training signals from GateTrainingCollector\n let signals = match &state.collector {\n Some(collector) => collecto","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962150899774} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.65, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs-//\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs-// Foundation layer for ALL tool routing.\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs:// Every transport (stdio, HTTP, mesh, voice) converges here.\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs-// Zero dependencies on pipelines, mesh, or any higher layer.\n/data/data/com.termux/files/home/SPFsmartGATE/src/dispatch.rs-//\n--\n/data/data/com.","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962150899774} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- std::thread::sleep(SIGNAL_DRAIN_INTERVAL);\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- // DURING: drain gate signals and route to brain\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: signal_count += route_signals(&collector) as u64;\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-\n/d","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962149210707} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"// ============================================================================\n\n/// How often the router drains gate signals from the collector.\nconst SIGNAL_DRAIN_INTERVAL: Duration = Duration::from_secs(30);\n\n/// How often the router checks the knowledge/ drop folder for new user files.\nconst DROP_CHECK_INTERVAL: Duration = Duration::from_secs(60);\n--\n) {\n let mut last_drop_check = Instant::now();\n let mut last_tier_run = Instant::now();\n let mut last_train = Instant::now();\n let ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962149210707} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:55:00.050256875+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962149210707} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T07:53:48.488738725+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962149210707} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_transformer_metrics,spf_transformer_status] | ts=2026-03-17T07:44:55.938516793+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962147521636} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.70, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs- };\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs: // Generate — use training_step as seed for variety across sessions\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs- let result = state.model.generate_text(\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs- &prompt,\n/data/data/com.termux/files/home/SPFsmartGATE/src/chat.rs- max","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962147521636} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_metrics,spf_transformer_status,spf_status] | ts=2026-03-17T07:43:59.831157856+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962147521636} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,spf_transformer_metrics] | ts=2026-03-17T07:45:28.601369489+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962147521636} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"// MB-FT: Tiered promotion loop — 24hr → 7day → pinned.\n// FLINT scores Working memories by relevance * access_count.\n// Top 20% promoted. >50% active in window → promote all + touches.\n// Rest expired and data files cleaned up.\n//\n--\n\n/// If more than this fraction of memories are active, promote all of them.\nconst PROMOTE_ALL_THRESHOLD: f64 = 0.50;\n\n// ============================================================================\n--\n if relevance > 0.3 {\n if let So","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596214583257} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.69, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs-\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs: // Length score (logarithmic — diminishing returns past ~1000 chars)\n/data/data/com.termux/files/home/SPFsmartGATE/src/flint_memory.rs- let len_score = ((len as f64).ln() / 10.0).min(1.0);\n--\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs- let status = format!(\n/data/data/com.termux/files/home/SPFsmartGATE/src/mcp.rs: \"SPF","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596214583257} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_metrics, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_metrics source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status,spf_status] | ts=2026-03-17T07:40:06.678089403+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596214583257} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-17T07:40:01.717002791+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599596214583257} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T07:39:59.081360135+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995962144143503} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Edit,Edit,Write] | ts=2026-03-17T07:17:09.336801595+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599595518518283} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Bash,Bash,Edit] | ts=2026-03-17T06:44:36.263108747+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995955183493757} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Write,Bash,Bash] | ts=2026-03-17T06:45:27.437626592+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995955183493757} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.38, promoted:24hr→7day, promoted:7day→pinned","outcome":"cp /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/config.rs /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs\ncp /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs /data/data/com.termux/files/home/SPFsmartGATE/src/identity.rs\ncp /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs /data/data/com.termux/files/home/SPFsmartGATE/src/http.rs\ncp /data/data/com.termux/files/home/SPFsm","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995955183493757} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Edit,Write,Bash] | ts=2026-03-17T07:00:04.148525632+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995955183493757} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Bash, source:flint_dispatch, relevance:0.48, promoted:24hr→7day, promoted:7day→pinned","outcome":"total 1339\ndrwx------. 2 u0_a163 u0_a163 3452 Mar 9 03:38 .\ndrwx------. 8 u0_a163 u0_a163 3452 Mar 16 21:47 ..\n-rw-------. 1 u0_a163 u0_a163 21723 Mar 15 02:12 agent_state.rs\n-rw-------. 1 u0_a163 u0_a163 20797 Mar 1 17:04 attention.rs\n-rw-------. 1 u0_a163 u0_a163 13933 Mar 15 01:35 brain_local.rs\n-rw-------. 1 u0_a163 u0_a163 16512 Mar 5 12:41 calculate.rs\n-rw-------. 1 u0_a163 u0_a163 45252 Mar 8 12:33 chat.rs\n-rw-------. 1 u0_a163 u0_a163 16715 Mar 1 17:04 checkpoint.rs\n-rw---","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995950594295665} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Bash,Edit,Write] | ts=2026-03-17T06:37:56.168781451+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995950594295665} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Edit,Write,Write] | ts=2026-03-17T06:29:53.833882521+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995950594295665} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Edit, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Edit source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Write,Grep] | ts=2026-03-17T05:53:37.641583455+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995949043731126} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Write,Grep,Grep] | ts=2026-03-17T05:45:21.410105311+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599594904035299} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T05:43:45.523548369+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599594903866392} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-17T05:03:30.513046894+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599594288369967} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Write,Write] | ts=2026-03-17T04:48:52.663141916+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995942882010605} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.53, promoted:24hr→7day, promoted:7day→pinned","outcome":"struct AppState {\n inner: Arc,\n api_key: String,\n}\n\n--\n/// Returns true if request is authenticated.\nfn check_auth(headers: &HeaderMap, method_str: &str, path: &str,\n body: &str, api_key: &str, state: &ServerState) -> bool {\n let mode = state.auth_mode.as_str();\n\n--\n if mode == \"key\" || mode == \"both\" {\n if let Some(key) = extract_header(headers, \"x-spf-key\") {\n return key == api_key;\n }\n }\n--\n // Verify the peer is","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995942880321534} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-17T04:48:24.935666094+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995942878632468} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Async HTTP server — runs in caller's tokio runtime.\n/// Use this for shared runtime (E7) where mcp.rs spawns HTTP + mesh together.\n/// Blocks until server stops or task is cancelled.\npub async fn serve(\n state: Arc,\n bind: String,\n port: u16,\n--\n///\n/// Signature unchanged from tiny_http version — mcp.rs needs zero changes\n/// when using this entry point. For shared runtime (E7), use serve() instead.\npub fn start(state: Arc, bind: &str, port: u16, api_key: ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59959428769434} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,Write,Bash] | ts=2026-03-17T04:47:27.560066740+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995942875254334} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Bash,Bash] | ts=2026-03-17T04:43:42.604517503+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995942873565263} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Bash,Bash,Grep] | ts=2026-03-17T04:43:26.663454280+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995942871876196} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-17T04:24:34.601784243+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599593675069331} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T04:24:28.251015965+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599593675069331} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T04:23:32.172346455+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599593674900424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T04:22:42.164640797+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599593674900424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.35, promoted:24hr→7day, promoted:7day→pinned","outcome":"pub fn run_worker(\npub fn run(config: SpfConfig, config_db: SpfConfigDb, session: Session, storage: SpfStorage, http_config: crate::config::HttpConfig) {","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599593674900424} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Grep,Grep,Write] | ts=2026-03-17T04:21:57.118865658+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995936747315174} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Grep,Write,Write] | ts=2026-03-17T04:21:30.862835511+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995936745626107} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"\n/// Run in headless worker mode — no stdio MCP loop.\n/// Sets up LMDBs, identity, mesh, HTTP monitoring, then enters worker loop.\npub fn run_worker(\n config: SpfConfig,\n config_db: SpfConfigDb,\n session: Session,\n--\n &crate::paths::spf_root().join(\"LIVE/CONFIG/network.json\")\n ).unwrap_or_default();\n\n let state = Arc::new(ServerState {\n config,\n config_db: Some(config_db),\n session: Mutex::new(session),\n--\n crate::worker::run_worker(&mut worker_state","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995936745626107} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Write,Write,Glob] | ts=2026-03-17T03:43:02.120260455+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599593674393704} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.65 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-17T04:17:41.901485182+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599593674393704} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Write,Glob,Bash] | ts=2026-03-17T02:42:23.104605957+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995930639644835} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Bash,Write] | ts=2026-03-17T01:46:07.535581609+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995924537041697} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Bash,Write,Read] | ts=2026-03-17T01:42:51.923111476+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995924537041697} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Read,Read] | ts=2026-03-17T01:41:19.495273907+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599592453535263} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Read] | ts=2026-03-17T01:38:42.320414019+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599592453535263} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs (825 lines)\n 136\t let root = crate::paths::spf_root().to_string_lossy();\n 137\t let home = crate::paths::actual_home().to_string_lossy();\n 138\t let mut paths = vec![\n 139\t crate::paths::system_pkg_path(),\n 140\t format!(\"{}/src/\", root),\n 141\t format!(\"{}/LIVE/SPF_FS/blobs/\", root),\n 142\t format!(\"{}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591958976116} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-17T01:26:33.420544818+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591958976116} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Read,Grep,Grep] | ts=2026-03-17T01:25:57.743662592+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591958807209} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.68, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs (825 lines)\n 131\t vec![\n 132\t format!(\"{}/\", home),\n 133\t ]\n 134\t },\n 135\t blocked_paths: {\n 136\t let root = crate::paths::spf_root().to_string_lossy();\n 137\t let home = crate::paths::actual_home().to_string_lossy();\n 138\t let mut paths = vec![\n 139\t crate::paths::system_pkg_path(","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995919586383023} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T01:25:30.906823540+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995919584693956} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/src/config.rs (825 lines)\n 51\t pub medium: TierThreshold,\n 52\t pub critical: TierThreshold,\n 53\t}\n 54\t\n 55\t#[derive(Debug, Clone, Serialize, Deserialize)]\n 56\tpub struct TierThreshold {\n 57\t pub max_c: u64,\n 58\t pub analyze_percent: u8,\n 59\t pub build_percent: u8,\n 60\t pub requires_approval: bool,\n 61\t}\n 62\t\n 63\t#[derive(Debug, Clone, Serialize, Deserialize)]\n 64\tpub struct FormulaConf","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995919584693956} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T01:25:13.827815525+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591958300489} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.55 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T01:24:49.657399545+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591958131582} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.58, promoted:24hr→7day, promoted:7day→pinned","outcome":"// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n//\n// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n\nuse serde::{Deserialize, Serialize};\nuse std::path::Path;\n--\n pub version: String,\n pub enforce_mode: EnforceMode,\n pub allowed_paths: Vec,\n pub blocked_paths: Vec,\n pub require_read_before_edit: bool,\n pub max_write_","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591957793768} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.45 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-17T01:00:33.910987236+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591815067512} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.50 fp=false override=false | context=[Grep,Grep,Grep] | ts=2026-03-17T01:16:49.666432228+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591815067512} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Grep,Read,Read] | ts=2026-03-17T01:00:10.527812244+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591815067512} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.56, promoted:24hr→7day, promoted:7day→pinned","outcome":"// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n\n--\n pub allowed_paths: Vec,\n pub blocked_paths: Vec,\n pub require_read_before_edit: bool,\n--\n },\n blocked_paths: {\n let root = crate::paths::spf_root().to_string_lossy();\n let home = crate::paths::actual_home().to_string_lossy();\n let mut ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591815067512} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.55, promoted:24hr→7day, promoted:7day→pinned","outcome":" let home = crate::paths::actual_home().to_string_lossy();\n vec![\n format!(\"{}/\", home),\n ]\n },\n blocked_paths: {\n let root = crate::paths::spf_root().to_string_lossy();\n let home = crate::paths::actual_home().to_string_lossy();\n let mut paths = vec![\n crate::paths::system_pkg_path(),\n format!(\"{}/src/\", root),\n ","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591814898605} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.64, promoted:24hr→7day, promoted:7day→pinned","outcome":"// SPF Smart Gateway - Configuration\n// Copyright 2026 Joseph Stone - All Rights Reserved\n//\n// Loads SPF rules, tiers, formulas, blocked paths. Defaults stored in LMDB.\n//\n// BLOCK I ADDITION: TransformerConfig struct (after MeshConfig pattern)\n// BLOCK NN-A: Added .claude.json, .mcp.json, .config/anthropic/, .anthropic/ to blocked_paths\n\nuse serde::{Deserialize, Serialize};\nuse std::path::Path;\n\n/// Master SPF configuration loaded from CONFIG LMDB\n#[derive(Debug, Clone, Serialize, Deserialize)","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591814898605} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Read,Read,Glob] | ts=2026-03-17T00:54:58.617891270+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591814898605} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.45, promoted:24hr→7day, promoted:7day→pinned","outcome":" pub dangerous_commands: Vec,\n pub git_force_patterns: Vec,\n // ================================================================\n // COMMAND WHITELIST FIELDS — Default-Deny Bash Security (BLOCK-01)\n // Empty defaults = everything blocked until configured.\n // Populated from LMDB commands DB by load_full_config() (BLOCK-02).\n // Enforced by Stage 0 in validate_bash() (BLOCK-03).\n // ================================================================\n #[serd","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591814898605} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Read,Glob,Grep] | ts=2026-03-17T00:54:26.835348053+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591814729698} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.qwen/.mcp.json (8 lines)\n 1\t{\n 2\t \"mcpServers\": {\n 3\t \"spf-smart-gate\": {\n 4\t \"command\": \"/data/data/com.termux/files/home/SWARMagents/2/SPFsmartGATE/LIVE/BIN/spf-smart-gate/spf-smart-gate\",\n 5\t \"args\": [\"serve\"]\n 6\t }\n 7\t }\n 8\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995918145607915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Grep,Glob] | ts=2026-03-17T00:54:04.664801759+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995918145607915} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.49, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.mcp.json (12 lines)\n 1\t{\n 2\t \"mcpServers\": {\n 3\t \"spf-smart-gate\": {\n 4\t \"type\": \"stdio\",\n 5\t \"command\": \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/BIN/spf-smart-gate/spf-smart-gate\",\n 6\t \"args\": [\"serve\"],\n 7\t \"env\": {\n 8\t \"SPF_ROOT\": \"/data/data/com.termux/files/home/SPFsmartGATE\"\n 9\t }\n 10\t }\n 11\t }\n 12\t}","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591814391885} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Glob, source:flint_dispatch, relevance:0.54, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5/.claude/plugins/marketplaces/claude-plugins-official/external_plugins/asana/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5/.claude/plugins/marketplaces/claude-plugins-official/external_plugins/context7/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5/.claude/plugins/marketplaces/claude-plugins-official/external_plugins/firebase/.mcp.json\n/data/data/com.termux/files/home/SPFsmartGATE/L","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995918142229777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Glob,Bash] | ts=2026-03-17T00:53:39.392951196+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995918142229777} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Glob,Bash,Read] | ts=2026-03-17T00:52:11.431754563+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591814054071} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Read,Bash,Bash] | ts=2026-03-17T00:50:27.142003613+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591813885164} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Read,Bash] | ts=2026-03-17T00:50:40.252449389+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995918137162572} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Read, source:flint_dispatch, relevance:0.80, promoted:24hr→7day, promoted:7day→pinned","outcome":"File: /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/QWENaudit.md (275 lines)\n 1\t\"/data/data/com.termux/files/home/SPFsmar\n 2\t tGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/QWEN_SECURITY_AUD\n 3\t IT_2026-03-16.md\", content: \"# QWEN CLI SECURITY\n 4\t AUDIT — SWARMagents/2 Installation\\n### Date:\n 5\t 2026-03-16\\n### Auditor: Claude (Opus 4.6) — Pr","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591813378444} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Read, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Read source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Bash,Bash,Write] | ts=2026-03-17T00:41:09.949161377+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591813378444} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Bash,Write,spf_status] | ts=2026-03-17T00:39:43.644932556+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591813209537} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status] | ts=2026-03-17T00:39:03.376659030+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59959181304063} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Bash, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Bash source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,spf_status] | ts=2026-03-17T00:39:20.025937774+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59959181304063} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-17T00:38:53.290407680+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599591812871723} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-16T11:11:10.696376213+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995918127028164} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-16T11:07:28.915547651+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995918127028164} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Write,Write,Write] | 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ts=2026-03-16T11:01:30.705117580+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831197448043} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.20 fp=false override=false | context=[Write,Write,Grep] | ts=2026-03-16T10:55:26.628156729+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831197448043} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_config_paths, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_config_paths source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Write,Write,Write] | ts=2026-03-16T11:00:24.830018490+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831197448043} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Glob,Glob] | ts=2026-03-16T10:43:44.127838455+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599583119575897} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[Write,Grep,Glob] | ts=2026-03-16T10:55:15.448370744+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599583119575897} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.57, promoted:24hr→7day, promoted:7day→pinned","outcome":"// dispatch::call() notifies them. Dispatch never imports them.\n//\n// BLOCK I ADDITIONS: Source::Transformer, Source::Pipeline variants\n// BLOCK S ADDITIONS: Timed try_lock, poisoned mutex recovery, SERVER_BUSY response\n// BLOCK U ADDITIONS: catch_unwind for listeners, blocked param in on_response\n// FL-1A: Source-aware lock — Stdio=blocking, others=timed try_lock (Block S)\n// FL-1C: FLINT intercept — pre-execution brain query, post-execution store/enrich\n\n--\n\n#[derive(Debug, Clone, Serialize, D","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831194069905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.40 fp=false override=false | context=[Glob,Glob,Grep] | ts=2026-03-16T10:40:54.957048051+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831194069905} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Glob,Grep,Grep] | ts=2026-03-16T10:38:19.963351027+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831192380834} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Glob, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Grep,spf_api_session] | ts=2026-03-16T10:38:12.614684676+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59958311890027} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,spf_api_session,spf_api_session] | ts=2026-03-16T10:37:26.866997193+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831185624563} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.47, promoted:24hr→7day, promoted:7day→pinned","outcome":"/// Load all trusted public keys from group files in the groups directory.\n/// Each .keys file contains one hex-encoded public key per line.\n/// Lines starting with # are comments. Empty lines are ignored.\npub fn load_trusted_keys(groups_dir: &Path) -> HashSet {\n let mut trusted = HashSet::new();\n if let Ok(entries) = std::fs::read_dir(groups_dir) {\n for entry in entries.flatten() {\n--\n/// Load all peer info from JSON files in the groups directory.\n/// Each .json file contai","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831183935496} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_api_session,spf_api_session,spf_mesh_peers] | ts=2026-03-16T10:36:29.820426434+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599583118055736} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"tool:Grep, source:flint_dispatch, relevance:0.60, promoted:24hr→7day, promoted:7day→pinned","outcome":"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs- }\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs- if !peers.is_empty() {\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs: eprintln!(\"[SPF] Loaded {} peer configs from {:?}\", peers.len(), groups_dir);\n/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/identity.rs- }\n/data/d","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599583117886829} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_peers, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_peers source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status] | ts=2026-03-16T10:15:08.829317079+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831177179225} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_api_session, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_api_session source=stdio allowed=false label=0.0 weight=1.0 evil=0.00 relevance=0.10 fp=false override=false | context=[spf_api_session,spf_mesh_peers,spf_mesh_status] | ts=2026-03-16T10:26:34.911142806+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995831177179225} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.35 fp=false override=false | context=[Grep,Write,Grep] | ts=2026-03-16T09:07:36.463870252+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599583117549016} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-16T10:13:57.770654762+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599583117549016} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Grep, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.70 fp=false override=false | context=[Write,Grep,Glob] | ts=2026-03-16T08:07:23.038815588+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59958191442579} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:Write, source:transformer:flint-router, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=Write source=transformer:flint-router allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[Grep,Glob,Grep] | ts=2026-03-16T08:06:54.474755912+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.59958191442579} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_context, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_context source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_mesh_status,spf_agent_stats,spf_brain_status] | ts=2026-03-16T07:14:15.813784460+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599581289470584} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_mesh_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_mesh_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_agent_stats,spf_brain_status,spf_status] | ts=2026-03-16T07:14:09.435211859+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995812887949565} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_agent_stats, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_agent_stats source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_brain_status,spf_status,spf_transformer_status] | ts=2026-03-16T07:14:04.935437069+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599581288288236} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_brain_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_brain_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_status,spf_transformer_status] | ts=2026-03-16T07:14:01.173374362+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995812877815156} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[spf_transformer_status] | ts=2026-03-16T07:13:57.315105509+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.599581287274795} +{"label":10,"weight":1.0,"tool":"pinned_fact","context":"collection:flint_training, tool:spf_transformer_status, source:stdio, promoted:24hr→7day, promoted:7day→pinned","outcome":"GATE SIGNAL | tool=spf_transformer_status source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.30 fp=false override=false | context=[] | ts=2026-03-16T07:09:07.015784630+00:00","source_type":"memory","category":"reference","occurrence_count":1,"signal_strength":3.5995812867680748} +{"label":1,"weight":1.0,"tool":"Read","context":"Tool: Read. Source: stdio. Duration: 1357ms. Overrides: no. Preceding: Read, Glob, Glob.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":1.0} +{"label":1,"weight":1.0,"tool":"Write","context":"Tool: Write. Source: transformer:flint-router. Duration: 2938ms. Overrides: no. Preceding: Read, Read, Glob.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":1.0} +{"label":1,"weight":1.0,"tool":"Glob","context":"Tool: Glob. Source: stdio. Duration: 1122ms. Overrides: no. Preceding: Write, Read, Read.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":1.0} +{"label":1,"weight":1.0,"tool":"spf_brain_search","context":"Tool: spf_brain_search. Source: stdio. Duration: 7735ms. Overrides: no. Preceding: Glob, Write, Read.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":1.0} +{"label":1,"weight":1.0,"tool":"Edit","context":"Tool: Edit. Source: stdio. Duration: 3230ms. Overrides: no. Preceding: spf_brain_search, Glob, Write.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":1.0} +{"label":1,"weight":1.0,"tool":"Edit","context":"Tool: Edit. Source: stdio. Duration: 5413ms. Overrides: no. Preceding: Edit, spf_brain_search, Glob.","outcome":"allowed","source_type":"tlog","category":"gate_decision","occurrence_count":1,"signal_strength":1.0}