Build-and-Find v1.1.0 (camera-ready release)

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CHANGELOG.md

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+# Changelog
+
+## v1.1.0: camera-ready corrections (2026-10-16)
+
+v1.0.0 is the release as submitted to the NeurIPS 2026 Evaluations & Datasets
+track; the public v1.0.0 commit is that release without the manuscript sources.
+v1.1.0 corrects errors found after submission. The released v1.0 records,
+tables, artifacts, and implementation labels are unchanged; every correction is
+an added file or a change to an analysis script, a derived report, a figure, or
+the paper.
+
+### Question-only control
+
+- 11 of the 72 question-only control runs read files outside their workspace:
+  3 read answer-bearing files (the specification, a gold-annotated question file,
+  or another finder's answer file), 6 read the benchmark's seed projects, and 2
+  read other runs' artifact copies. They are listed in
+  `runs_release/reports/eandd_final/control_exclusions/excluded_question_only_runs.csv`
+  and excluded from the question-only control. Question-only accuracy changes from
+  94.5% (1021/1080) to 97.2% (889/915); excluding only the 3 answer-bearing runs
+  gives 96.6%. No spec-only run read a file outside its workspace.
+- The low-prior and implementation-signal question sets stay as selected on the
+  released controls; 6 of the 10 low-prior questions still meet the selection
+  rule after the exclusions. The core-finder selection, rerun on the corrected
+  control, is unchanged.
+- New script `scripts/analyze_control_exclusions.py` (run by
+  `make paper-analysis`) writes every control-dependent value printed in the
+  paper to `runs_release/reports/eandd_final/control_exclusions/`.
+
+### Differences from the question-only control
+
+- Δ is now the difference between all-row accuracy and the question-only control
+  over matched finder, task, and trial strata, with a 95% task-question-cluster
+  bootstrap interval (2,000 resamples). In v1.0, Δ was the slice's accuracy minus
+  the unmatched question-only rate, without an interval, and artifact-conditioned
+  slices used implemented-gold rows only. Implemented-gold accuracy is still
+  reported, without Δ.
+- Main changes: compile-pass +4.4 pp → −0.4 pp [−3.2, +2.6]; spec-only
+  +5.4 pp → +2.7 pp [+1.0, +5.0]; low-prior subset +9.0 pp → +3.8 pp [−2.6, +10.6].
+  With artifact access, all-row accuracy is therefore indistinguishable from the
+  question-only control. The paper uses accuracy only as a gate and bases the
+  artifact comparison on gated inspection effort; v1.0 stated that accuracy still
+  verified recovery.
+- Table 9 (finder calibration): Formal is now accuracy over all compile-pass
+  answer rows, each Δ is relative to the finder's own question-only control on
+  matched strata, and rows are re-sorted by Formal. The largest overall Δ,
+  MiMo-v2.5-pro-low, changes from +34.3 pp to +12.9 pp.
+
+### Implementation labels
+
+- Added
+  `runs_release/reports/artifact_conformance_consensus/final/label_corrections_v1_1.csv`.
+  The MiMo 2.5-low `scratch_nanoweb` build `957fa423` has no source files, so its
+  15 questions change from `implemented_gold` to `absent_or_ambiguous`
+  (`label_source = rule_empty_artifact`). The corrections are applied as an
+  overlay; `artifact_conformance_final.csv` stays as released (see
+  `final/README.md`).
+- Label sources change from 696 `consensus_prelabel` + 24 `manual_review` to
+  681 + 24 + 15 `rule_empty_artifact`; implemented-gold pairs from 687 to 672.
+  MiMo 2.5-low implementation coverage changes from 95.0% to 70.0% and its
+  implementation-aware downstream recovery from 92.6% to 68.2% (Figure 2,
+  Table 11). The 592 scored compile-pass pairs are unchanged.
+- Paper Appendix H now states the label provenance of the 592 scored pairs
+  (589 consensus, 3 manual), the 9 label errors found by post-submission source
+  checks, and a model-assisted source trace that flagged 205 pairs, including
+  all 9 errors. All 205 flags have decisions: 43 by the author (41 relabeled, 2
+  kept) and 162 by model-assisted adjudication (two passes, the second without
+  access to the audit verdicts, and arbitration where they disagreed) that the
+  author reviewed and approved (`decision` values: 151 `absent_or_ambiguous`,
+  3 `non_gold`, and 8 `keep_implemented_gold`), recorded in
+  `rebuttal/full_conformance_audit/author_decisions.csv` and
+  `rebuttal/full_conformance_audit/model_assisted_decisions.csv`. Appendix H and
+  its new Table 12 report coverage, implemented-gold accuracy, and R_b under
+  these adjudicated labels (`fully_adjudicated` in
+  `rebuttal/full_conformance_audit/label_sensitivity_adjudicated/`,
+  `make label-sensitivity`) as a sensitivity analysis; the paper's other
+  analyses use the released labels with the v1.1 empty-artifact correction.
+  Appendix I reports how many evidence-audit answers fall on relabeled pairs
+  (`evidence_audit_overlap.csv` in the same directory).
+
+### R_b intervals
+
+- The finder-task cluster bootstrap for R_b merged a cell drawn twice into one
+  cell. Repeated draws are now separate cells. Point estimates and ranks are
+  unchanged; 12 interval rows each in `impact/conditioned_builder_scores.csv` and
+  `impact/low_prior_conditioned_builder_scores.csv` become wider. Figures 1 and 6
+  are regenerated.
+
+### Execution environment
+
+- Builder and finder workspaces were per-run directories inside the harness
+  repository, and the agent CLIs ran without an OS-level sandbox. The paper no
+  longer describes the runs as isolated; finders are "given" the artifact and the
+  specification is "withheld", and Algorithm 3 uses `CloneWorkspace` (a fresh
+  writable copy) in place of `CloneReadOnly`. Section 7 and the checklist
+  recommend OS-level sandboxing.
+- A transcript check of the 1,728 artifact-conditioned find runs found that no
+  primary-panel finder read the specification or the gold-annotated question
+  files. Excluding the 62 primary-panel runs whose transcripts reach outside their
+  workspace changes accuracy by at most 0.11 pp and leaves every R_b rank
+  unchanged; the main analyses keep these runs. New script
+  `scripts/analyze_transcript_exposure.py`; outputs in
+  `runs_release/reports/eandd_final/transcript_audit/`.
+
+### Other paper corrections
+
+- Algorithms 1 and 3: every build with status `ok` receives find runs, and the
+  compile probe selects the primary panel. Table 6 adds the 252 compile-failed
+  diagnostic find runs (3,780 answer rows).
+- Removed the AELS aggregate score (Section 4.5 paragraph, Appendix F equation and
+  table). Added tables renumber the appendices: the example item (Table 5) moves
+  submission Tables 5–8 to Tables 6–9; submission Tables 10 and 11 keep their
+  numbers; Table 12 (Appendix H) moves submission Tables 12–14 to Tables 13–15;
+  Table 16 (per-task R_b) moves submission Tables 15 and 16 to Tables 17 and 18;
+  Tables 19 and 20 (option-free check) move submission Table 17 to Table 21.
+- Tables 1, 4, and 14 report all-row accuracy with matched Δ and interval, plus
+  implemented-gold accuracy; Tables 2 and 15 report reliable questions as counts.
+- Section 4.5: the two low-effort leaders (GPT-5.4-mini-low and GPT-5.5-low) are
+  not separated by the bootstrap, and their order depends on the
+  implementation-label set.
+- Section 4.6 reports mean Kendall τ (0.49 / 0.61 high effort, 0.44 / 0.55 low
+  effort); the Figure 4 caption states that it shows median τ.
+- Appendix A: the seed reproduces harness-side randomization only, not
+  provider-side sampling.
+- The leakage audit and manual inspection cover the 47 generated artifacts with
+  source files (v1.0 said 48).
+- Appendix F adds an Uncertainty paragraph; the checklist answer on statistical
+  significance changes from No to Yes.
+
+### Added checks and text
+
+- Option-free check (Section 4.2 sentence, Appendix L.1, Tables 19 and 20): eight
+  of the ten low-prior questions are asked without answer choices on one artifact
+  per task, by GPT-5.5-high and Opus 4.7-high over three trials. Free-text answers
+  are correct in 38 of 48 responses with artifact access and 13 of 48 without it;
+  the matched multiple-choice arms are correct in all 48 answer rows of each
+  condition. Appendix L.1 states that the frozen pass-1 grading sheet includes the
+  evidence citations that the rubric hides during pass 1. Sessions:
+  `scripts/run_open_pilot.py`; analysis: `scripts/analyze_option_free_check.py`;
+  records, rubric, grading sheets, and outputs:
+  `runs_release/reports/option_free_check/`.
+- Builder-written test suites (Section 6 sentence, Appendix G):
+  `cargo build --release` and `cargo test` in each of the 48 released artifacts.
+  The full suite passes in 40 of the 41 compile-pass builds, and 2,060 of 2,061
+  tests pass.
+  Scripts: `scripts/run_artifact_tests.py`, `scripts/summarize_runtime_tests.py`;
+  outputs: `runs_release/reports/runtime_tests/`.
+- Appendix J adds Table 16, R_b per task under the released labels
+  (`impact/conditioned_builder_scores_by_task.csv`, written by
+  `scripts/analyze_artifact_conformance_impact.py`).
+- Section 3.1 states the build and find flow of the reported study and gives an
+  example item; Appendix A lists the item with its specification trace (Table 5).
+- Section 3.4 states that accuracy is reported on the audited scoring set and on
+  all answer rows, and that only all-row accuracy is compared with the
+  question-only control.
+- Appendix F adds the paragraphs "Effort estimand" (R_b is finder-conditioned,
+  panel-local, and conditional on the implementation labels) and "Answer
+  correctness and evidence sufficiency". Appendix I ends with the condition under
+  which a future pack can grade evidence sufficiency for every scored pair.
+- Appendix N adds "Pack admission": admission rules for LLM-drafted items,
+  question-only and option-free prior screening, gold counterbalancing in new
+  packs, drafting and distractor-selection histories (not retained for the current
+  pack), per-pack calibration, compact specifications, and evaluation cost.
+- Section 6 adds three sentences: builder orderings are panel-local and
+  conditional on the implementation labels, the builder-written test-suite
+  result, and pack admission. The abstract states that the audits are designed to
+  separate omitted claims from finder failures. The checklist LLM item declares
+  the LLM use in the implementation-label audit and in the option-free
+  consistency check.
+- Appendix N (Quality control) and the checklist LLM item state that the
+  question banks were written with LLM assistance and reviewed by the author.
+- `rebuttal/full_conformance_audit/label_sensitivity_adjudicated/` adds
+  `relabeled_pairs.csv` and `question_labels.csv`, the relabeled pairs by new
+  label and by question that Appendix H reports.
+
+### Release documentation
+
+- `runs_release/reports/claim_evidence.md` is renamed
+  `reproducibility_index.md`, written by `scripts/write_reproducibility_index.py`
+  and `make reproducibility-index` (formerly `scripts/write_claim_evidence.py`
+  and `make claim-evidence`). The index maps the paper's results to the scripts,
+  tables, and reports that produce them; the new name separates it from the
+  implementation-label audits.
+- `final/README.md` documents the v1.1 label corrections; the reproducibility
+  index adds entries for the control exclusions, the transcript audit, the v1.1
+  labels, the label sensitivity, the per-task R_b, the option-free check, and
+  the builder-written test suites; Croissant checksums are refreshed.
+- `scripts/verify_release.py` requires the option-free check, runtime-test, and
+  per-task R_b outputs.
+- Release CSVs are written and stored with LF line endings, and recorded
+  checksums and sizes are computed on those LF files, so a fresh checkout passes
+  `scripts/verify_release.py`.
+
+### Release packaging
+
+- The code is published as a public GitHub repository (https://github.com/JacobLinCool/Build-and-Find) with two
+  commits, tagged `v1.0.0` (the release as reviewed, without the manuscript
+  sources) and `v1.1.0` (this version). The `v1.0.0` commit keeps the reviewed
+  files unchanged: its table manifest and Croissant file record the sizes and
+  hashes of CRLF copies of the four table CSVs, so `make reviewer-check-fast` or
+  `make release-check` (which rewrite the tables and refresh the checksums) must
+  run before `scripts/verify_release.py`; its `make paper` targets and `paper/`
+  references need the manuscript sources, which are not published; and its
+  Croissant `url` points to the anonymous mirror used during review.
+- The data are published as a Hugging Face dataset (https://huggingface.co/datasets/JacobLinCool/Build-and-Find,
+  revision tagged `v1.1.0`) under the same paths as in the repository,
+  without the seed projects and the `edit_*` tasks, with `LICENSE-DATA`,
+  `LICENSE-CODE`, and this changelog. `hf/README.md` is its dataset card, and
+  `metadata/croissant.json` is stored at the dataset root as `croissant.json`.
+- In `metadata/croissant.json`, each FileObject `contentUrl` is the URL of the
+  file in the Hugging Face dataset at revision `v1.1.0`, and each FileSet is
+  contained in the dataset's git repository, so the record sets load from the
+  hosted file. `scripts/update_croissant_metadata.py` and
+  `scripts/verify_release.py` map these URLs to the files of a checkout. The
+  generated artifacts (`build-*`, Apache-2.0) and the control-build workspaces
+  (`control-build-*`, CC BY 4.0) are separate file sets.
+- The manuscript sources are not part of the public repository; the paper is at
+  https://openreview.net/forum?id=y48mj8HiWu. The public post-review audit records are the audit protocol,
+  audit tables, evidence excerpts with source-file hashes, manifests, the
+  core-generation manifest, `author_decisions.csv`,
+  `model_assisted_decisions.csv`, and the adjudicated-label sensitivity outputs;
+  the raw audit sessions, the author's adjudication worksheet, and the review
+  report of the model-assisted decisions are not included. As recorded in
+  `rebuttal/full_conformance_audit/execution_manifest.json`, the source-trace
+  audit ran a primary pass with `gpt-5.6-sol` at reasoning effort `ultra` on all
+  592 pairs and a cross-check pass with `gpt-5.6-terra` at `ultra` on 242 pairs;
+  the passes were blinded procedurally, by the inputs each prompt received.
+- `LICENSE` and `LICENSE-CODE` contain the full Apache License 2.0 text, and
+  `LICENSE` states which files each license covers. `LICENSE-DATA` is the CC BY
+  4.0 notice with the license deed and legal code URLs, and its scope now names
+  the control-build workspaces, the metadata, and the audit records. License
+  fields that the builder agents wrote into the artifacts (for example the
+  `license` entries of some `Cargo.toml` files) are generated content kept as
+  produced, not license grants; the release licenses every generated artifact
+  under Apache-2.0. `CITATION.cff` is added.
+- `README.md` is rewritten for the public release: versions, installation and
+  dataset download, release verification, figure regeneration with
+  `FIGURES_DIR`, the repository layout, the post-review audit records, a safety
+  note on running the agent CLIs in an OS-level sandbox, licenses, and citation.
+- The manuscript build targets move to `paper/paper.mk`, which the `Makefile`
+  includes only when the manuscript sources are present.
+  `scripts/paper_figures.py` writes to `BNF_FIGURES_DIR`, which
+  `make release-figures FIGURES_DIR=...` sets, and otherwise to
+  `runs_release/reports/figures/` when the manuscript directory is absent;
+  `scripts/plot_affinity_residuals.py` takes `--output-dir` and writes its PDFs
+  without a creation date, so regenerated plots are byte-identical to the stored
+  ones; the three stored plot PDFs differ from v1.0.0 only in that date. Make
+  target descriptions and the `insights.md` heading
+  "Interpretation Notes" (formerly "Reviewer-Risk Notes") use release wording.
+- `metadata/croissant.json` is version 1.1.0. It gives the dataset name,
+  description, creator, citation, URL, and DOI; adds file entries for the run
+  records, the generated artifacts, the v1.1.0 report layers, and the public
+  audit records; describes every column of the canonical tables and record sets
+  for the new CSV files; and updates the Responsible AI fields: data collection,
+  the annotation protocol (consensus prelabels, manual review, the model-assisted
+  source trace, author adjudication including the model-assisted decisions the
+  author approved, and option-free grading), the excluded control runs and the
+  unsandboxed runs among the limitations, and personal and sensitive
+  information.

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+-------------------------------------------------------------------------------
+
+Scope of this license in the Build-and-Find repository
+
+This license applies to the harness source code, scripts, tests, and build
+configuration, to the generated code artifacts in the build-* directories under
+runs_release/artifacts/, and to the seed projects under
+benchmarks/seed_projects/. Task specifications, question banks, run records,
+the control-build workspaces in the control-build-* directories under
+runs_release/artifacts/, canonical tables, derived reports, metadata, and audit
+records are licensed under CC BY 4.0; see LICENSE-DATA.
+
+License fields that the builder agents wrote into the generated artifacts, such
+as license entries in Cargo.toml files or license sections in README files, are
+generated content kept as produced, not license grants. This release licenses
+every generated artifact under Apache-2.0.

LICENSE-DATA

@@ -0,0 +1,33 @@
+Copyright 2026 Jhen-Ke Lin
+
+The Build-and-Find task specifications, question banks, generated run records,
+canonical analysis tables (with run-level manifests), derived analysis reports,
+metadata, and post-review audit records are licensed under the Creative Commons
+Attribution 4.0 International Public License (CC BY 4.0).
+
+SPDX-License-Identifier: CC-BY-4.0
+
+License deed: https://creativecommons.org/licenses/by/4.0/
+Legal code:   https://creativecommons.org/licenses/by/4.0/legalcode
+
+This license covers, in the repository and in the Hugging Face dataset:
+
+- benchmarks/specs/ and benchmarks/questions/ (task specifications and
+  question banks);
+- runs_release/records/, runs_release/tables/, and runs_release/reports/
+  (run records, canonical tables, and derived reports);
+- the control-build-* directories under runs_release/artifacts/ (control-build
+  workspaces: CONTROL.md and copies of the task specifications);
+- metadata/croissant.json (croissant.json at the root of the Hugging Face
+  dataset);
+- rebuttal/full_conformance_audit/ and rebuttal/conformance_spot_audit/
+  (post-review implementation-label audit records).
+
+The generated code artifacts in the build-* directories under
+runs_release/artifacts/ and the seed projects under benchmarks/seed_projects/
+are source code licensed under Apache-2.0; see LICENSE-CODE. Code excerpts
+quoted in run records and audit records come from those artifacts and remain
+available under Apache-2.0 as well.
+
+Attribution should cite the Build-and-Find paper (https://openreview.net/forum?id=y48mj8HiWu) and the
+Build-and-Find dataset (https://huggingface.co/datasets/JacobLinCool/Build-and-Find); see CITATION.cff.

README.md

@@ -0,0 +1,309 @@
+---
+license:
+- cc-by-4.0
+- apache-2.0
+pretty_name: Build-and-Find
+language:
+- en
+- code
+tags:
+- coding-agents
+- agent-evaluation
+- benchmark
+- software-engineering
+- intent-recovery
+- rust
+task_categories:
+- question-answering
+- text-generation
+task_ids:
+- multiple-choice-qa
+size_categories:
+- 10K<n<100K
+configs:
+- config_name: find_runs
+  default: true
+  data_files:
+  - split: test
+    path: runs_release/tables/find_runs.csv
+- config_name: question_answers
+  data_files:
+  - split: test
+    path: runs_release/tables/question_answers.csv
+- config_name: build_runs
+  data_files:
+  - split: test
+    path: runs_release/tables/build_runs.csv
+- config_name: panel_membership
+  data_files:
+  - split: test
+    path: runs_release/tables/panel_membership.csv
+- config_name: implementation_labels
+  data_files:
+  - split: test
+    path: runs_release/reports/artifact_conformance_consensus/final/artifact_conformance_final.csv
+- config_name: label_corrections_v1_1
+  data_files:
+  - split: test
+    path: runs_release/reports/artifact_conformance_consensus/final/label_corrections_v1_1.csv
+- config_name: author_decisions
+  data_files:
+  - split: test
+    path: rebuttal/full_conformance_audit/author_decisions.csv
+- config_name: model_assisted_decisions
+  data_files:
+  - split: test
+    path: rebuttal/full_conformance_audit/model_assisted_decisions.csv
+---
+
+# Build-and-Find
+
+Build-and-Find is a protocol and benchmark for evaluating repositories that
+coding agents write for other agents to use. A builder agent receives a hidden
+specification and writes a codebase; a finder agent is given only that codebase
+and a specification-traced multiple-choice question bank. The benchmark reports
+whether finders recover the intended behavior and design choices (recovery
+accuracy, repeatability, implementation coverage) and how much inspection the
+recovery takes (inspection effort), with question-only and spec-only controls.
+This dataset holds the task pack, the generated artifacts, every run record, the
+canonical tables, the derived reports, and the post-review audit records behind
+the paper.
+
+- Paper: https://openreview.net/forum?id=y48mj8HiWu
+- Code: https://github.com/JacobLinCool/Build-and-Find
+- Version: 1.1.0 (camera-ready), revision `v1.1.0` of this dataset; changes
+  from the reviewed v1.0.0 are listed in `CHANGELOG.md`.
+
+## Dataset structure
+
+The data files have the same paths as in the code repository. The seed projects
+and the `edit_*` tasks of the code repository are not used by the reported study
+and are not included. To check the files with `make release-check`, download the
+data directories into a checkout of the code, from its root:
+
+```bash
+HF_DATASET_URL="https://huggingface.co/datasets/JacobLinCool/Build-and-Find"
+uvx --from huggingface_hub hf download "${HF_DATASET_URL#https://huggingface.co/datasets/}" \
+  --repo-type dataset --revision v1.1.0 \
+  --include "benchmarks/**" --include "runs_release/**" --include "rebuttal/**" \
+  --local-dir .
+```
+
+Downloading the whole dataset into a checkout would replace the code
+repository's `README.md` with this card. `croissant.json` is the same file as
+`metadata/croissant.json` in the code repository: it gives each file as its URL
+at revision `v1.1.0` and each file set as paths in this repository.
+
+| path | contents | license |
+|---|---|---|
+| `benchmarks/specs/`, `benchmarks/questions/` | two Rust build-from-scratch task specifications (`scratch_minidb`, `scratch_nanoweb`) and their question banks, 15 questions each, with gold answers and specification traces | CC BY 4.0 |
+| `runs_release/records/` | 1,924 sanitized run records: 48 builds, 1,728 artifact-conditioned find runs, 144 control find runs, 4 control build records | CC BY 4.0 |
+| `runs_release/artifacts/build-*/` | the 48 generated codebases, one directory per build run | Apache-2.0 |
+| `runs_release/artifacts/control-build-*/` | the 4 control-build workspaces of the question-only and spec-only controls (`CONTROL.md`, and a copy of the task specification in the spec-only workspaces) | CC BY 4.0 |
+| `runs_release/tables/` | canonical tables (`build_runs.csv`, `find_runs.csv`, `question_answers.csv`, `panel_membership.csv`, `experiments.json`) and `MANIFEST.json` | CC BY 4.0 |
+| `runs_release/reports/` | derived reports, including the v1.1.0 layers listed below | CC BY 4.0 |
+| `rebuttal/full_conformance_audit/` | post-review source-trace audit of the implementation labels: protocol, audit tables, evidence excerpts with source-file hashes, manifests, decisions, and the adjudicated-label sensitivity analysis | CC BY 4.0 |
+| `rebuttal/conformance_spot_audit/` | post-review spot audit of 24 consensus prelabels | CC BY 4.0 |
+| `croissant.json` | Croissant 1.1 metadata with Responsible AI fields (`metadata/croissant.json` in the code repository) | CC BY 4.0 |
+| `LICENSE-DATA`, `LICENSE-CODE` | license notices: CC BY 4.0 for the data, Apache-2.0 for the generated codebases | |
+| `CHANGELOG.md` | changes from v1.0.0 to v1.1.0 | CC BY 4.0 |
+
+The v1.1.0 report layers are `runs_release/reports/eandd_final/control_exclusions/`,
+`runs_release/reports/eandd_final/transcript_audit/`,
+`runs_release/reports/option_free_check/`, `runs_release/reports/runtime_tests/`,
+`runs_release/reports/artifact_conformance_consensus/final/label_corrections_v1_1.csv`,
+and `runs_release/reports/artifact_conformance_consensus/impact/conditioned_builder_scores_by_task.csv`.
+
+### Configurations
+
+| config | file | rows | one row per |
+|---|---|---:|---|
+| `find_runs` (default) | `runs_release/tables/find_runs.csv` | 1,872 | find run (artifact-conditioned or control) |
+| `question_answers` | `runs_release/tables/question_answers.csv` | 28,080 | answered question |
+| `build_runs` | `runs_release/tables/build_runs.csv` | 52 | build run, including the 4 control build records |
+| `panel_membership` | `runs_release/tables/panel_membership.csv` | 151,428 | (panel, table, row) membership |
+| `implementation_labels` | `.../final/artifact_conformance_final.csv` | 720 | artifact-question pair (v1.0 labels) |
+| `label_corrections_v1_1` | `.../final/label_corrections_v1_1.csv` | 15 | corrected artifact-question pair |
+| `author_decisions` | `rebuttal/full_conformance_audit/author_decisions.csv` | 43 | audit flag decided by the author |
+| `model_assisted_decisions` | `rebuttal/full_conformance_audit/model_assisted_decisions.csv` | 162 | audit flag decided by model-assisted adjudication and approved by the author |
+
+The tables keep every released run. Analyses select rows by the `panel_ids`
+column: `paper_final_scratch` is the primary panel (status-ok, compile-pass
+builds), `question_only` and `spec_only` are the controls, and
+`artifact_present_diagnostic` adds the compile-failed and empty artifacts. The
+v1.1.0 question-only control excludes the 11 runs listed in
+`runs_release/reports/eandd_final/control_exclusions/excluded_question_only_runs.csv`;
+those runs are still in the tables. Implementation-aware analyses apply
+`label_corrections_v1_1.csv` on top of `artifact_conformance_final.csv`.
+
+```python
+from datasets import load_dataset
+
+repo_id = "https://huggingface.co/datasets/JacobLinCool/Build-and-Find".removeprefix("https://huggingface.co/datasets/")
+find_runs = load_dataset(repo_id, "find_runs", split="test")
+answers = load_dataset(repo_id, "question_answers", split="test")
+```
+
+## Intended use
+
+- Evaluating generated coding-agent artifacts by whether a calibrated finder
+  panel recovers specification-traced design intent from them, and how much
+  inspection the recovery takes once the recovery and stability gates hold.
+- Reproducing the paper's tables and reports from the stored records, inspecting
+  the analysis, and auditing the implementation labels.
+- Comparing new builders, finders, or harnesses against the frozen evidence
+  contract, using the scripted core finder panel of the code repository.
+
+## Out-of-scope use
+
+- Certifying deployment safety, security, runtime correctness beyond the
+  recorded compile probe and builder-written tests, or human maintainability.
+- Public leaderboards on this task pack or universal single-axis model rankings:
+  the results are panel-local and the task pack is public.
+- Training a model on the task pack and then evaluating it on the same pack.
+- Treating the multiple-choice accuracy as an artifact-quality score: on this
+  high-prior pack it is a validity gate.
+
+## Data collection
+
+Runs were collected with the Build-and-Find harness between 30 April and 3 May
+2026 (UTC) from twelve agent configurations: six models, each at high and low
+reasoning effort.
+
+| CLI | models |
+|---|---|
+| Codex CLI | `gpt-5.5`, `gpt-5.4-mini` |
+| Claude Code CLI | `claude-opus-4-7`, `claude-sonnet-4-6`, `mimo-v2.5-pro`, `mimo-v2.5` (MiMo through an Anthropic-compatible endpoint) |
+
+- **Builds.** Each of the 12 builders built each task twice from the hidden
+  specification: 48 builds, 41 of which pass the compile probe
+  (`cargo build --release`).
+- **Finds.** Each of the 12 finders answered the question bank of each of the 48
+  artifacts three times: 1,728 artifact-conditioned find runs. Option order is
+  shuffled per run with a recorded seed, answers are written to a file in the
+  finder's workspace, and effort is recorded as bytes exchanged with the model.
+- **Controls.** Each finder answered each question bank three times with no
+  artifact (question-only) and three times with the specification only
+  (spec-only): 144 control find runs.
+- **Environment.** Builder and finder workspaces were per-run directories inside
+  the harness repository. The agent CLIs ran with permission prompts disabled and
+  without an OS-level sandbox.
+- **Post-review layers (July to October 2026).** A transcript check of the find
+  runs; an option-free check in which GPT-5.5-high and Opus 4.7-high answered
+  eight low-prior questions without answer choices (24 sessions, 96 answers); one
+  run of each artifact's builder-written test suite (`cargo build --release` and
+  `cargo test`); and model-assisted source-trace audits of the implementation
+  labels.
+
+## Annotations
+
+- **Gold answers.** The question banks and their gold answers were written by
+  the author with LLM assistance and reviewed by the author. Every question
+  carries a source trace to a specification intention.
+- **Implementation labels** (`implementation_labels`). Each artifact-question
+  pair was prelabeled when the stable answers of the Codex GPT-5.5-high and
+  Claude Opus 4.7-high finders agreed (696 pairs); the other 24 pairs were
+  labeled by manual review. The prelabels are triage labels, not independent
+  conformance annotations.
+- **v1.1.0 correction** (`label_corrections_v1_1`). The one build without source
+  files has its 15 pairs relabeled `absent_or_ambiguous`
+  (`label_source = rule_empty_artifact`).
+- **Source-trace audit and adjudication.** After review, a model-assisted source
+  trace of the 592 scored compile-pass pairs (a primary and a cross-check pass)
+  flagged 205 pairs. Every flag has a recorded decision: 43 by the author
+  (`author_decisions`; 41 relabeled, 2 kept) and 162 drafted by model-assisted
+  adjudication, with two passes (the second without access to the audit
+  verdicts) and arbitration where they disagreed, then reviewed and approved by
+  the author (`model_assisted_decisions`; 154 relabeled, 8 kept;
+  `decided_by` records the model-assisted source). The adjudicated labels enter
+  the sensitivity analysis in
+  `rebuttal/full_conformance_audit/label_sensitivity_adjudicated/`; the main
+  analyses use the released labels with the v1.1.0 correction.
+- **Option-free grading.** The author graded the 96 free-text answers against a
+  rubric fixed before the sessions, in two frozen passes (claim correctness, then
+  evidence sufficiency). An LLM labeled the same rows for a consistency check
+  only.
+
+No crowdsourced or human-subject annotation was used. The raw agent sessions of
+the audits are not included; the audit tables keep each session's id and result
+hash.
+
+## Corrections in v1.1.0
+
+v1.1.0 adds files and changes analysis outputs; the v1.0.0 records, tables,
+artifacts, and implementation labels are unchanged.
+
+- **Control exclusions.** 11 of the 72 question-only control runs read files
+  outside their workspace (3 of them answer-bearing files) and are excluded from
+  the question-only control. Question-only accuracy changes from 94.5% to 97.2%.
+- **Matched control differences.** Differences from the question-only control are
+  computed over matched finder, task, and trial strata with bootstrap intervals.
+- **Label corrections and adjudication records.** The empty-artifact correction
+  above, and the audit decisions with the adjudicated-label sensitivity analysis.
+- **Transcript audit.** No primary-panel finder read the specification or the
+  gold-annotated question files; excluding the 62 primary-panel runs whose
+  transcripts reach outside their workspace changes accuracy by at most 0.11 pp
+  and leaves every R_b rank unchanged.
+- **Added checks.** The option-free check, the builder-written test-suite runs
+  (the full suite passes in 40 of the 41 compile-pass builds), and per-task R_b.
+- **R_b intervals.** The bootstrap now keeps repeated draws of a cell as separate
+  cells, which widens some intervals; point estimates and ranks are unchanged.
+
+## Limitations
+
+- **High-prior task pack.** Question-only accuracy is 97.2%, so accuracy is a
+  validity gate, and inspection effort carries the artifact comparison only after
+  the recovery and stability gates. Two Rust tasks and twelve agent
+  configurations make every result panel-local.
+- **Unsandboxed runs.** The agents could read files outside their workspaces. The
+  control exclusions and the transcript audit document which runs did; other
+  effects of the shared environment cannot be ruled out.
+- **Label provenance.** The scored implementation labels come from finder
+  consensus (589 pairs) and manual review (3 pairs). Post-submission checks found
+  9 label errors, and under the adjudicated labels 195 of the 592 scored pairs
+  move away from implemented-gold. Unflagged pairs were not re-reviewed, and
+  builder rankings are conditional on the label set.
+- **Question construction.** The question banks were written with LLM assistance;
+  the drafting and distractor-selection histories were not retained.
+- **Correctness.** The compile probe and the builder-written tests indicate
+  self-consistency, not specification conformance.
+- **Drift and contamination.** Hosted models and CLIs change, so new runs are not
+  bit-identical; seeds reproduce harness-side randomization only. The public task
+  pack may enter training data; contamination-resistant studies need private
+  packs with the same schema.
+
+## Personal and sensitive information
+
+The dataset contains no human-subject data and no personal or sensitive
+information. Run records hold model and adapter ids, seeds, hashes, provider
+session ids, timestamps, answers, and usage metrics; local paths and per-run
+session logs were removed before release. Audit records name the author or
+model-assisted adjudication as the decision source.
+
+## Licenses
+
+Data are released under CC BY 4.0 (`LICENSE-DATA`). The generated codebases
+under `runs_release/artifacts/build-*/` are source code under Apache-2.0
+(`LICENSE-CODE`), like the harness in the code repository. License fields that
+the builder agents wrote into the codebases, such as `license` entries in
+`Cargo.toml` or license sections in a README, are generated content kept as
+produced, not license grants; the release licenses every generated codebase
+under Apache-2.0. The control-build workspaces under
+`runs_release/artifacts/control-build-*/` are data under CC BY 4.0.
+
+## Citation
+
+```bibtex
+@inproceedings{buildandfind2026,
+  title     = {Build-and-Find: An Effort-Aware Protocol for Evaluating Agent-Managed Codebases},
+  author    = {Jhen-Ke Lin},
+  booktitle = {Advances in Neural Information Processing Systems (NeurIPS 2026), Evaluations and Datasets Track},
+  year      = {2026},
+  url       = {https://openreview.net/forum?id=y48mj8HiWu}
+}
+```
+
+## Maintenance
+
+Versions are released as new files on top of the prior records. Questions and
+corrections: issues in the code repository (https://github.com/JacobLinCool/Build-and-Find) or jacob.cs14@nycu.edu.tw.

benchmarks/questions/scratch_minidb.yaml

@@ -0,0 +1,303 @@
+task_id: scratch_minidb
+
+# Design note
+# -----------
+# Each question contrasts the spec-intended design against three plausible
+# alternative designs a different team could have chosen. Distractors are
+# never obvious strawmen (e.g. "delegate to external process", "HTTP/3").
+# The finder must read the implementation, not just grep for keywords, to
+# tell which shape the codebase reflects.
+
+questions:
+  - question_id: q_db_01
+    codebase_task_id: scratch_minidb
+    intention_id: I-FR2
+    question_type: capability_recognition
+    prompt: >
+      Batch mode maps different failure categories to different exit
+      codes. Which mapping does the codebase implement?
+    options:
+      A: "0 = OK, 1 = any error (SQL, CLI, or IO collapsed together), with stderr distinguishing the category"
+      B: "0 = OK, 1 = SQL error, 2 = CLI usage error, 3 = storage/IO error"
+      C: "0 = OK, 64 = usage (sysexits.h), 65 = SQL syntax, 74 = IO"
+      D: "0 = OK, 1 = SQL error, 2 = storage/IO, 3 = CLI usage (CLI last because it's the rarest)"
+    correct_option: B
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR2
+      source_intention_id: I-FR2
+    distractor_strategy: plausible_alternative_taxonomy
+
+  - question_id: q_db_02
+    codebase_task_id: scratch_minidb
+    intention_id: I-FR13
+    question_type: capability_recognition
+    prompt: >
+      Outside of an explicit BEGIN, how is a statement's durability
+      handled?
+    options:
+      A: "each statement is implicitly wrapped in its own transaction that commits on success, matching BEGIN/COMMIT semantics"
+      B: "statements run without any transaction; durability is deferred to a periodic checkpoint"
+      C: "statements run under a long-running implicit transaction that commits only when the process exits"
+      D: "statements inherit the transaction of the previous BEGIN if any was ever opened in the session"
+    correct_option: A
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR13
+      source_intention_id: I-FR13
+    distractor_strategy: plausible_alternative_semantics
+
+  - question_id: q_db_03
+    codebase_task_id: scratch_minidb
+    intention_id: I-FR14
+    question_type: design_intention_recognition
+    prompt: >
+      What is the overall shape of the durability/recovery strategy?
+    options:
+      A: "shadow paging: mutations go to a copy page; a pointer swap at commit promotes the copy atomically"
+      B: "an append-only write-ahead log, replayed at startup to re-apply committed transactions and drop the uncommitted suffix"
+      C: "ARIES-style WAL with explicit undo and redo records plus a separate dirty-page table checkpoint"
+      D: "synchronous double-write: every page is written to a scratch region before being written to its home location"
+    correct_option: B
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR14
+      source_intention_id: I-FR14
+    distractor_strategy: plausible_alternative_architecture
+
+  - question_id: q_db_04
+    codebase_task_id: scratch_minidb
+    intention_id: I-SR6
+    question_type: design_intention_recognition
+    prompt: >
+      How are individual WAL records protected against torn/partial
+      writes?
+    options:
+      A: "each record carries a CRC32; replay stops at the first record whose CRC fails to verify"
+      B: "records are padded to a fixed 512-byte sector boundary; partial sectors are discarded"
+      C: "no per-record check; a single CRC covers the whole WAL file on clean shutdown"
+      D: "records are written in pairs (main + mirror); replay prefers whichever pair verifies"
+    correct_option: A
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR6
+      source_intention_id: I-SR6
+    distractor_strategy: plausible_alternative_implementation
+
+  - question_id: q_db_05
+    codebase_task_id: scratch_minidb
+    intention_id: I-SR3
+    question_type: design_intention_recognition
+    prompt: >
+      What execution model does the query engine use?
+    options:
+      A: "vectorised/columnar execution where each operator produces and consumes batches of column vectors"
+      B: "a Volcano-style iterator tree: each operator exposes open/next/close and returns one row (or tiny batch) at a time"
+      C: "materialising execution: each operator fully computes its output set before the next operator starts reading"
+      D: "push-based execution where operators drive their children forward via a single dataflow scheduler"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR3
+      source_intention_id: I-SR3
+    distractor_strategy: plausible_alternative_execution_model
+
+  - question_id: q_db_06
+    codebase_task_id: scratch_minidb
+    intention_id: I-SR7
+    question_type: design_intention_recognition
+    prompt: >
+      How are secondary indexes physically organised?
+    options:
+      A: "a hash map keyed by the indexed value alone; collisions chain a Vec<RowId>"
+      B: "a B-tree keyed by the composite (index_key, row_id); duplicates are naturally ordered by row_id"
+      C: "a bitmap per distinct value; looked up with bitwise AND for compound predicates"
+      D: "an inverted list built lazily on first query and cached in memory"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR7
+      source_intention_id: I-SR7
+    distractor_strategy: plausible_alternative_implementation
+
+  - question_id: q_db_07
+    codebase_task_id: scratch_minidb
+    intention_id: I-SR4
+    question_type: negative_contrast
+    prompt: >
+      Which of the following is INCONSISTENT with the set of physical
+      operators this codebase actually provides?
+    options:
+      A: "SeqScan, IndexScan, Filter, Project, NestedLoopJoin, Sort, Limit, Insert, Update, Delete each as a distinct type"
+      B: "IndexScan and SeqScan as two variants of a single ScanKind enum so the executor only has one Scan operator"
+      C: "Filter and Project exist as separate types rather than being fused into one 'SelectExpr' operator"
+      D: "Update and Delete are distinct operators rather than one 'Mutate' operator parameterised by a kind"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR4
+      source_intention_id: I-SR4
+    distractor_strategy: near_miss_consolidation
+    notes: >
+      Spec lists distinct operator types per SR4 / I-SR4. Option B fuses
+      Scan kinds into one operator, violating the "distinct types"
+      contract. A/C/D are all consistent with the spec.
+
+  - question_id: q_db_08
+    codebase_task_id: scratch_minidb
+    intention_id: I-SR2
+    question_type: design_intention_recognition
+    prompt: >
+      Where does index selection (the choice between SeqScan and
+      IndexScan) happen?
+    options:
+      A: "inside the parser, encoded as a special AST node when the WHERE clause mentions an indexed column"
+      B: "inside the planner when lowering the logical plan to a physical plan; the parser only produces ASTs"
+      C: "inside the executor at open() time, after consulting the catalog to see whether an index is applicable"
+      D: "inside the storage layer, which transparently redirects SeqScan calls through the index when available"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR2
+      source_intention_id: I-SR2
+    distractor_strategy: plausible_alternative_placement
+
+  - question_id: q_db_09
+    codebase_task_id: scratch_minidb
+    intention_id: I-SR9
+    question_type: design_intention_recognition
+    prompt: >
+      How do distinct error sources (IO, parse, type-check, runtime) flow
+      out of this crate?
+    options:
+      A: "each subsystem defines its own error type; the CLI sees a Box<dyn Error> and pattern-matches on downcast"
+      B: "a single crate-wide error enum with one variant per source is the return type of top-level entry points; lower modules convert at their public boundary"
+      C: "errors are encoded as strings (Result<T, String>) so every caller formats them uniformly"
+      D: "errors are propagated via panics with typed payloads and caught at the CLI via std::panic::catch_unwind"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR9
+      source_intention_id: I-SR9
+    distractor_strategy: plausible_alternative_error_strategy
+
+  - question_id: q_db_10
+    codebase_task_id: scratch_minidb
+    intention_id: I-FR15
+    question_type: capability_recognition
+    prompt: >
+      Which set of SELECT output formats is implemented, with what switch
+      mechanism?
+    options:
+      A: "the format is fixed at build time via a Cargo feature (--features=json)"
+      B: "table / csv / json selectable via a --format CLI flag or a .format meta-command in the REPL"
+      C: "table output only; downstream callers are expected to parse and re-format it themselves"
+      D: "table / json / messagepack selectable only via an environment variable MINIDB_FORMAT"
+    correct_option: B
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR15
+      source_intention_id: I-FR15
+    distractor_strategy: plausible_alternative_switch_mechanism
+
+  - question_id: q_db_11
+    codebase_task_id: scratch_minidb
+    intention_id: I-FR16
+    question_type: negative_contrast
+    prompt: >
+      The CLI tries to make scripted use pleasant by separating "data
+      output" from "progress output". Which of these behaviours would be
+      INCONSISTENT with the codebase's contract on that separation?
+    options:
+      A: "per-statement summary lines (e.g. `ok 3 rows`) go to stderr, letting callers pipe stdout straight into another tool"
+      B: "when --format json is active, the JSON value is the only thing on stdout — no banner lines, no trailing 'ok' line"
+      C: "--quiet suppresses the per-statement summary entirely; stdout still carries the data stream"
+      D: "the per-statement summary is written to stdout immediately before the data so callers see it arrive first"
+    correct_option: D
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR16
+      source_intention_id: I-FR16
+    distractor_strategy: near_miss_routing_violation
+
+  - question_id: q_db_12
+    codebase_task_id: scratch_minidb
+    intention_id: I-SR5
+    question_type: negative_contrast
+    prompt: >
+      Which statement about the on-disk storage layer would be
+      INCONSISTENT with how the codebase actually organises pages?
+    options:
+      A: "the page size is a single compile-time constant referenced throughout storage"
+      B: "pages are identified by a newtype over u64 (PageId) rather than a bare integer"
+      C: "pages are a mixed size; the header chooses between 4 KiB and 16 KiB per table based on row width"
+      D: "the heap stores rows inside fixed-size pages rather than one file per row"
+    correct_option: C
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR5
+      source_intention_id: I-SR5
+    distractor_strategy: near_miss_variable_size
+
+  - question_id: q_db_13
+    codebase_task_id: scratch_minidb
+    intention_id: I-FR14
+    question_type: failure_mode_recognition
+    prompt: >
+      A transaction wrote three INSERT statements; their WAL records
+      all reached durable storage (fsync returned). The COMMIT record
+      was never written before the process crashed. The next `minidb`
+      startup completes its recovery routine and a fresh SELECT runs
+      against the affected table. What does the SELECT see?
+    options:
+      A: "all three rows — every fsynced WAL record is replayed on startup"
+      B: "no rows — a transaction whose WAL trail has no COMMIT record is treated as an uncommitted prefix and discarded"
+      C: "the two earliest rows — only WAL records that survive the CRC check are replayed; the trailing one is dropped"
+      D: "an error at startup demanding manual recovery before any SELECT can run"
+    correct_option: B
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR14
+      source_intention_id: I-FR14
+    distractor_strategy: failure_scenario_misreading
+
+  - question_id: q_db_14
+    codebase_task_id: scratch_minidb
+    intention_id: I-SR12
+    question_type: forbidden_coupling
+    prompt: >
+      Search this codebase for direct uses of the `eprintln!` macro
+      OUTSIDE the `cli` module (i.e. anywhere under `src/` other than
+      the CLI entry-point file or the `cli/` subtree). What does the
+      search return?
+    options:
+      A: "zero hits — every diagnostic outside the CLI boundary goes through the `log` facade"
+      B: "a small number of hits inside `exec` operators, used to print per-row debugging during EXPLAIN"
+      C: "scattered hits across most modules; the codebase routinely uses `eprintln!` for diagnostics"
+      D: "hits only in `parser` and `error`, where the modules format diagnostic messages directly"
+    correct_option: A
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR12
+      source_intention_id: I-SR12
+    distractor_strategy: plausible_logging_pattern
+
+  - question_id: q_db_15
+    codebase_task_id: scratch_minidb
+    intention_id: I-FR15
+    question_type: multi_spec_interaction
+    prompt: >
+      The user invokes `minidb --format yaml --eval "SELECT 1;"`.
+      `yaml` is not a supported value for `--format`. What does the
+      process do?
+    options:
+      A: "exits with code 2 and prints a CLI usage error on stderr naming the bad value"
+      B: "exits with code 1 and prints a SQL error pointing at the SELECT"
+      C: "executes the SELECT and silently falls back to the default `table` format"
+      D: "panics with an unwrap on the unrecognised format string"
+    correct_option: A
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR15
+      source_intention_id: I-FR15
+    distractor_strategy: cross_section_misclassification

benchmarks/questions/scratch_nanoweb.yaml

@@ -0,0 +1,292 @@
+task_id: scratch_nanoweb
+
+# Design note
+# -----------
+# Each question pits the spec-intended design against three plausible
+# alternative designs. Distractors are never implausible domains
+# (HTTP/3, shared-memory IPC). The finder must read implementation
+# shape across router, middleware trait, parser module, feature flags,
+# and config loader to answer well.
+
+questions:
+  - question_id: q_nw_01
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-FR2
+    question_type: design_intention_recognition
+    prompt: >
+      How is HTTP/1.1 parsing wired into this framework?
+    options:
+      A: "it is a thin wrapper around a third-party HTTP library (hyper/httparse) configured for strict mode"
+      B: "it is a hand-written parser module that reads bytes directly and that no other layer reaches into — routers and middleware consume typed Request / Response values only"
+      C: "requests are proxied to a trusted upstream server and the parsed form is ingested; the framework itself doesn't parse HTTP"
+      D: "parsing is done lazily inside each handler on a per-need basis; there is no central parser module"
+    correct_option: B
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR2
+      source_intention_id: I-FR2
+    distractor_strategy: plausible_alternative_architecture
+
+  - question_id: q_nw_02
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-SR3
+    question_type: design_intention_recognition
+    prompt: >
+      How does the router decide which handler runs for an incoming
+      request path?
+    options:
+      A: "it compiles all registered paths into a single regex at startup and runs captures on each request"
+      B: "it walks a trie whose node kinds are literal / parameter / wildcard; match is O(path-length) and allocates only the parameter map"
+      C: "it does a linear scan over a Vec<(Method, String, Handler)> and falls back to a 404 on the first non-match"
+      D: "it hashes the full path and looks the handler up in a HashMap<(Method, String), Handler>"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR3
+      source_intention_id: I-SR3
+    distractor_strategy: plausible_alternative_router
+
+  - question_id: q_nw_03
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-FR3
+    question_type: negative_contrast
+    prompt: >
+      Which of the following routing behaviours would be INCONSISTENT
+      with how the codebase handles HTTP methods?
+    options:
+      A: "a HEAD request reuses the GET handler and omits the body from the response"
+      B: "an OPTIONS request on a defined route returns an Allow header listing the methods registered for that path"
+      C: "registering GET /users automatically registers POST /users with the same handler for convenience"
+      D: "path parameters (e.g. /users/:id) are captured and made available to the handler through a typed params map"
+    correct_option: C
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR3
+      source_intention_id: I-FR3
+    distractor_strategy: near_miss_aliasing
+
+  - question_id: q_nw_04
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-SR4
+    question_type: design_intention_recognition
+    prompt: >
+      How is the middleware stack composed?
+    options:
+      A: "each middleware is a closure stored in a Vec; the chain is executed by a fold over that Vec each request"
+      B: "each middleware implements a single object-safe trait; the chain is a list of trait objects whose registration order drives outer-to-inner call order"
+      C: "middlewares are chosen per request by a proc-macro that expanded at compile time to a different fn for each route"
+      D: "middlewares are composed via tower::Layer and tower::Service; nanoweb re-exports the tower types"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR4
+      source_intention_id: I-SR4
+    distractor_strategy: plausible_alternative_middleware
+
+  - question_id: q_nw_05
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-SR5
+    question_type: design_intention_recognition
+    prompt: >
+      How is TLS support compiled in?
+    options:
+      A: "TLS is a required dependency; the crate does not compile without rustls"
+      B: "TLS is gated by a Cargo feature (tls) that is enabled by default; with the feature off the crate still builds and the --tls-cert flag emits a clear error"
+      C: "TLS is a runtime decision based on the NANOWEB_TLS env var; both code paths are always compiled"
+      D: "TLS lives in a separate sibling crate nanoweb-tls that the main crate re-exports"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR5
+      source_intention_id: I-SR5
+    distractor_strategy: plausible_alternative_gating
+
+  - question_id: q_nw_06
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-FR10
+    question_type: design_intention_recognition
+    prompt: >
+      What does the server do when it receives SIGINT or SIGTERM?
+    options:
+      A: "it exits immediately; in-flight connections are dropped mid-response"
+      B: "it stops accepting new connections, lets in-flight requests complete up to a bounded graceful_timeout_s, then exits 0"
+      C: "it hot-reloads the config without exiting; shutdown requires SIGQUIT"
+      D: "it drains the TCP buffers but keeps the process alive so a supervisor can signal readiness again"
+    correct_option: B
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR10
+      source_intention_id: I-FR10
+    distractor_strategy: plausible_alternative_signal_handling
+
+  - question_id: q_nw_07
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-FR11
+    question_type: design_intention_recognition
+    prompt: >
+      How does the framework expose observability metrics?
+    options:
+      A: "it writes one statsd UDP packet per request to localhost:8125"
+      B: "it mounts a Prometheus text-exposition endpoint at a configurable path with per-method/status/route counters and a request-duration histogram"
+      C: "it emits OpenTelemetry OTLP over gRPC to a collector configured via env var"
+      D: "it logs one structured JSON line per request; aggregation happens downstream"
+    correct_option: B
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR11
+      source_intention_id: I-FR11
+    distractor_strategy: plausible_alternative_telemetry
+
+  - question_id: q_nw_08
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-FR14
+    question_type: design_intention_recognition
+    prompt: >
+      How does the framework handle per-request correlation ids?
+    options:
+      A: "it generates a fresh id per request, attaches it to the structured log context for that request, and mirrors it to the response as X-Request-Id"
+      B: "it passes an inbound X-Correlation-Id through unchanged and does nothing if the header is absent"
+      C: "it correlates requests only within a session cookie; there is no per-request id"
+      D: "it uses the TCP connection's 4-tuple as an implicit id; no HTTP header is set"
+    correct_option: A
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR14
+      source_intention_id: I-FR14
+    distractor_strategy: plausible_alternative_correlation
+
+  - question_id: q_nw_09
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-SR7
+    question_type: design_intention_recognition
+    prompt: >
+      Where does the CLI-overrides-TOML precedence logic actually live?
+    options:
+      A: "scattered across each consuming module — wherever a value is read, the module checks CLI then TOML"
+      B: "inside a single config module that loads TOML, applies CLI overrides, and yields one Config struct that all other modules consume"
+      C: "inside clap's derive macros via #[arg(default_value_from_fn)] hooks that reach into the TOML at parse time"
+      D: "inside main as a long if-else chain immediately before tokio::main boots the server"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR7
+      source_intention_id: I-SR7
+    distractor_strategy: plausible_alternative_placement
+
+  - question_id: q_nw_10
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-FR13
+    question_type: design_intention_recognition
+    prompt: >
+      What shape does the framework's built-in template engine take?
+    options:
+      A: "there is no template engine; handlers build HTML by hand"
+      B: "a minimal mustache-style renderer with variable interpolation ({{name}}), sections ({{#list}}{{/list}}), and inverted sections ({{^absent}}{{/absent}})"
+      C: "a full Jinja2-compatible engine with filters, macros, template inheritance, and sandboxed eval"
+      D: "a compile-time HTML macro (like maud) that produces typed HTML fragments"
+    correct_option: B
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR13
+      source_intention_id: I-FR13
+    distractor_strategy: plausible_alternative_template_engine
+
+  - question_id: q_nw_11
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-FR5
+    question_type: negative_contrast
+    prompt: >
+      Which combination of standard middleware does the framework
+      explicitly ship? Pick the option that is INCONSISTENT with the
+      actual default set.
+    options:
+      A: "logger, gzip, token-bucket rate limit per client IP, CORS, double-submit-cookie CSRF, basic auth"
+      B: "logger, gzip, sliding-window rate limit per API key, CORS, OAuth2 bearer guard"
+      C: "logger, gzip, rate limit, CORS, CSRF, basic auth — exactly the six types registered in the default middleware chain"
+      D: "logger as the outermost middleware, with basic auth among the inner middlewares"
+    correct_option: B
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR5
+      source_intention_id: I-FR5
+    distractor_strategy: near_miss_wrong_set
+
+  - question_id: q_nw_12
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-SR9
+    question_type: design_intention_recognition
+    prompt: >
+      How do errors cross the crate's public boundary?
+    options:
+      A: "each submodule exposes its own error type; the server returns Box<dyn Error + Send + Sync> and callers downcast"
+      B: "errors are stringly typed: Result<T, String> end to end"
+      C: "a single NanowebError enum is the return type of top-level fallible entry points; submodule errors convert at their public boundary"
+      D: "errors are conveyed by panicking on the fallible path and recovering via catch_unwind at the accept loop"
+    correct_option: C
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR9
+      source_intention_id: I-SR9
+    distractor_strategy: plausible_alternative_error_strategy
+
+  - question_id: q_nw_13
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-FR10
+    question_type: failure_mode_recognition
+    prompt: >
+      The server is running with the default `graceful_timeout_s`.
+      SIGTERM arrives. At that instant five connections are mid-request;
+      two of those handlers won't return for another 60 seconds. After
+      handling SIGTERM, what does the process actually do?
+    options:
+      A: "waits indefinitely until every in-flight request completes, then exits with code 0"
+      B: "aborts immediately on SIGTERM, replying 503 to all in-flight connections, then exits non-zero"
+      C: "waits up to ~30 seconds, then exits with code 0; the two long-running handlers are abandoned mid-response"
+      D: "exits with code 1 because at least one request was still in flight when the timeout elapsed"
+    correct_option: C
+    source_trace:
+      spec_section: functional_requirements
+      source_requirement_id: FR10
+      source_intention_id: I-FR10
+    distractor_strategy: shutdown_timeout_misreading
+
+  - question_id: q_nw_14
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-SR2
+    question_type: forbidden_coupling
+    prompt: >
+      Trace the `use` statements in the HTTP parser module
+      (`src/http/parser.rs` or under `src/http/parser/`). Which of the
+      following dependencies is NOT present?
+    options:
+      A: "the parser imports byte-handling helpers (std::str, the `bytes` crate, or equivalent) and the crate's `error` module"
+      B: "the parser imports HTTP shape types (Method, Header, Version) from a sibling `http::types` (or equivalent) module"
+      C: "the parser imports the router module (e.g. trie node types or route-match results)"
+      D: "the parser imports its own internal helper submodules (e.g. chunked-body decoder, header folding) but nothing from outside `http::`"
+    correct_option: C
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR2
+      source_intention_id: I-SR2
+    distractor_strategy: cross_layer_import
+
+  - question_id: q_nw_15
+    codebase_task_id: scratch_nanoweb
+    intention_id: I-SR5
+    question_type: multi_spec_interaction
+    prompt: >
+      The crate is compiled WITHOUT the optional `tls` Cargo feature.
+      A user invokes
+      `nanoweb --tls-cert ./cert.pem --tls-key ./key.pem --listen 127.0.0.1:8443`.
+      What does the process do?
+    options:
+      A: "starts a plain HTTP listener on 8443 and ignores the TLS flags with a warning on stderr"
+      B: "prints a clear error explaining TLS support was not compiled in (the `tls` feature is off) and exits non-zero without binding the port"
+      C: "panics on the unrecognised flag — the TLS-related CLI flags only exist when the feature is on"
+      D: "starts an HTTPS listener using a self-signed cert generated at startup; the user-supplied cert files are ignored"
+    correct_option: B
+    source_trace:
+      spec_section: structural_requirements
+      source_requirement_id: SR5
+      source_intention_id: I-SR5
+    distractor_strategy: cross_section_misclassification

benchmarks/specs/scratch_minidb.yaml

@@ -0,0 +1,318 @@
+spec_version: "0.1"
+
+task_id: scratch_minidb
+task_family: build_from_scratch
+title: minidb - an embeddable SQL-subset relational database
+objective: >
+  Build `minidb`, a single-binary, on-disk relational database that
+  implements a meaningful subset of SQL. The system must include a
+  lexer, parser, logical+physical planner, an executor with multiple
+  physical operators, a page-based storage engine with a write-ahead
+  log, a transaction manager, and a REPL plus batch-evaluation CLI.
+  The deliverable is a real project, not a toy: it is expected to span
+  many thousands of lines of Rust across well-separated modules with
+  unit tests in each module and a top-level integration test harness.
+
+functional_requirements:
+  - id: FR1
+    statement: >
+      The binary `minidb` must support an interactive REPL (invoked when
+      stdin is a TTY or when `--repl` is passed) that reads SQL
+      statements terminated by `;`, executes them against the database
+      file given by `--db <PATH>` (default `./minidb.db`), and prints
+      results. On EOF it exits cleanly with code 0.
+  - id: FR2
+    statement: >
+      The binary must support a batch mode `--eval "<sql>"` that
+      executes a single SQL statement (or semicolon-separated list) and
+      exits. Exit codes: 0 on success, 1 on SQL error, 2 on CLI usage
+      error, 3 on storage/IO error. Errors are printed on stderr with
+      the offending line and column when available.
+  - id: FR3
+    statement: >
+      The binary must support a batch mode `--file <PATH>` that reads a
+      SQL script and executes every statement in order, stopping on the
+      first error unless `--continue-on-error` is passed.
+  - id: FR4
+    statement: >
+      SQL statements supported: `CREATE TABLE`, `DROP TABLE`,
+      `CREATE INDEX`, `DROP INDEX`, `INSERT`, `SELECT`, `UPDATE`,
+      `DELETE`, `BEGIN`, `COMMIT`, `ROLLBACK`, plus meta-commands
+      `.schema`, `.tables`, `.indexes`, and `.exit`.
+  - id: FR5
+    statement: >
+      Column types: `INT` (i64), `BIGINT` (i64, alias of INT), `REAL`
+      (f64), `TEXT` (UTF-8 variable-length), `BOOL`, and the literal
+      `NULL`. Values are tri-valued (NULL propagates through comparison
+      and arithmetic according to SQL's three-valued logic).
+  - id: FR6
+    statement: >
+      `CREATE TABLE` must accept column-level constraints
+      `PRIMARY KEY`, `NOT NULL`, `UNIQUE`, and `DEFAULT <literal>`, and
+      the table-level constraint `CHECK (<expr>)`. Violations raise a
+      SQL error and roll back the enclosing statement.
+  - id: FR7
+    statement: >
+      `SELECT` must support projection (including `*` and qualified
+      `table.col`), `FROM` of a single table or an INNER JOIN of two
+      tables, `WHERE` with boolean operators `AND`/`OR`/`NOT` and
+      comparisons `=`/`<>`/`<`/`<=`/`>`/`>=`/`IS NULL`/`IS NOT NULL`,
+      `ORDER BY` with `ASC`/`DESC`, and `LIMIT N [OFFSET M]`.
+  - id: FR8
+    statement: >
+      Expressions must support integer and real arithmetic
+      (`+ - * /`), string concatenation (`||`), and the builtin scalar
+      functions `LENGTH`, `LOWER`, `UPPER`, `SUBSTR`, `ABS`, `COALESCE`.
+  - id: FR9
+    statement: >
+      `INSERT` must accept both `INSERT INTO t VALUES (...)` (positional
+      full row) and `INSERT INTO t (c1, c2) VALUES (...)` (named
+      subset, with defaults or NULL for omitted columns).
+  - id: FR10
+    statement: >
+      `UPDATE t SET c = expr [, ...] [WHERE expr]` updates matching
+      rows and returns the number of affected rows in the result
+      summary.
+  - id: FR11
+    statement: >
+      `DELETE FROM t [WHERE expr]` deletes matching rows and returns
+      the number of affected rows.
+  - id: FR12
+    statement: >
+      `CREATE INDEX idx_name ON t (col)` creates a B-tree secondary
+      index that speeds up equality and range predicates on the
+      indexed column. The executor must be able to choose an index
+      scan when exactly one equality/range predicate matches.
+  - id: FR13
+    statement: >
+      Transactions: `BEGIN` opens an implicit transaction; `COMMIT`
+      flushes the WAL and makes changes visible; `ROLLBACK` discards
+      them. Statements executed outside an explicit `BEGIN` are
+      auto-committed as their own transaction.
+  - id: FR14
+    statement: >
+      Crash recovery: on startup, `minidb` replays the WAL to restore
+      any committed-but-unflushed transactions and discards any
+      uncommitted prefix.
+  - id: FR15
+    statement: >
+      Output format: by default, `SELECT` prints a human-readable table
+      on stdout. The flag `--format {table,csv,json}` (or the
+      session-level meta-command `.format <kind>`) selects the output
+      style. CSV follows RFC 4180 quoting; JSON emits one JSON array of
+      row-objects per result set.
+  - id: FR16
+    statement: >
+      The CLI must print a summary line after each successful statement
+      (e.g. `ok 3 rows` / `ok 1 row affected`) on stderr so that
+      scripts can distinguish the data stream from progress output.
+  - id: FR17
+    statement: >
+      The binary must support `--version`, `--help`, `--init` (create a
+      fresh empty database file and exit), and the global flag
+      `--quiet` (suppresses the per-statement summary line).
+
+structural_requirements:
+  - id: SR1
+    statement: >
+      The source tree must be organised into the following top-level
+      modules, each in its own file or sub-directory: `lexer`,
+      `parser`, `plan` (logical plan + physical plan), `exec`
+      (physical operators), `storage` (page manager, WAL, heap,
+      btree), `txn` (transaction manager), `catalog` (schema and
+      index metadata), `types` (values, columns, tri-valued logic),
+      `cli`, and an `error` module with a single crate-wide error
+      enum.
+  - id: SR2
+    statement: >
+      SQL parsing must be separated from execution. The lexer produces
+      a `Token` stream; the parser consumes tokens and produces an AST
+      defined in `parser::ast`. Neither layer may reach into
+      `storage`.
+  - id: SR3
+    statement: >
+      The executor must be structured around a Volcano-style iterator
+      abstraction: each physical operator implements a
+      `PhysicalOperator` trait with `open`, `next`, `close`, and a
+      `schema()` accessor. Operators compose as a tree; `next` returns
+      one row at a time (or a small batch).
+  - id: SR4
+    statement: >
+      At least the following physical operators must exist as distinct
+      types: `SeqScan`, `IndexScan`, `Filter`, `Project`, `NestedLoopJoin`,
+      `Sort`, `Limit`, `Insert`, `Update`, `Delete`.
+  - id: SR5
+    statement: >
+      Storage is page-based. Page size is 4096 bytes and is defined as
+      a single compile-time constant in `storage`. Pages are identified
+      by a typed `PageId(u64)`.
+  - id: SR6
+    statement: >
+      The WAL must be append-only and record-oriented (one record per
+      logical operation), with a CRC32 per record for detection of
+      torn writes. WAL format and replay code share one module
+      (`storage::wal`).
+  - id: SR7
+    statement: >
+      Secondary indexes live in `storage::btree` and are keyed by
+      `(index_key, row_id)`. The logical planner emits an `IndexScan`
+      when the `WHERE` clause contains exactly one
+      equality/range predicate on an indexed column.
+  - id: SR8
+    statement: >
+      The transaction manager must expose `begin`, `commit`, and
+      `rollback` operations. Concurrent transactions are NOT a
+      requirement; a simple single-writer model is acceptable, but the
+      transaction boundary (WAL framing, commit point) must be
+      explicit and tested.
+  - id: SR9
+    statement: >
+      Errors are returned through a single crate-wide `MiniDbError`
+      enum defined in the `error` module. Lower-level errors (IO,
+      parse, type-check, runtime) are variants of it. `unwrap`/`expect`
+      must not appear in non-test code outside of obviously-infallible
+      paths.
+  - id: SR10
+    statement: >
+      Each module must carry unit tests under `#[cfg(test)]`. The
+      crate must additionally carry integration tests in `tests/` that
+      exercise end-to-end SQL via the binary.
+  - id: SR11
+    statement: >
+      The project must include a `README.md` with a build/install
+      section, a SQL-subset reference, example sessions, and a short
+      architectural overview.
+  - id: SR12
+    statement: >
+      Logging must go through the `log` crate (or an equivalent
+      trait-based facade). `println!`/`eprintln!` is allowed only at
+      the top-level CLI boundary (program output and error banners).
+
+edit_requirements: []
+
+constraints:
+  language: Rust
+  frontend_allowed: false
+  terminal_allowed: true
+  network_allowed: true
+  external_crates_allowed: true
+  target_os: linux
+  rust_toolchain: stable
+  external_hosted_services_allowed: false
+  build_time_budget_s: 5400
+
+deliverables:
+  - cargo_project
+  - readme
+
+validation:
+  notes:
+    - "cargo build --release must succeed at validation time."
+    - "Scale target: several thousand lines of Rust across the listed modules."
+
+intentions:
+  functional:
+    - id: I-FR1
+      source: FR1
+      kind: functional
+      statement: The binary ships with an interactive REPL for SQL.
+    - id: I-FR2
+      source: FR2
+      kind: functional
+      statement: >
+        The binary supports single-statement batch evaluation via an
+        --eval flag with distinct exit codes for usage, SQL, and IO
+        errors.
+    - id: I-FR4
+      source: FR4
+      kind: functional
+      statement: >
+        The SQL surface includes DDL, DML, index management, and
+        transaction control statements.
+    - id: I-FR12
+      source: FR12
+      kind: functional
+      statement: >
+        Secondary B-tree indexes exist and can be chosen by the
+        executor for equality or range predicates.
+    - id: I-FR13
+      source: FR13
+      kind: functional
+      statement: >
+        Explicit transactions are supported via BEGIN/COMMIT/ROLLBACK
+        and statements outside a BEGIN are auto-committed.
+    - id: I-FR14
+      source: FR14
+      kind: functional
+      statement: >
+        Crash recovery replays the WAL on startup to restore committed
+        transactions and discards uncommitted prefixes.
+    - id: I-FR15
+      source: FR15
+      kind: functional
+      statement: >
+        SELECT output can be formatted as a human-readable table, CSV
+        (RFC 4180), or JSON arrays of row-objects.
+    - id: I-FR16
+      source: FR16
+      kind: functional
+      statement: >
+        Per-statement summary lines go to stderr, keeping stdout as a
+        clean data stream.
+  structural:
+    - id: I-SR2
+      source: SR2
+      kind: structural
+      statement: >
+        SQL parsing is decoupled from execution; the parser's AST is a
+        distinct data structure that does not touch the storage layer.
+    - id: I-SR3
+      source: SR3
+      kind: structural
+      statement: >
+        Execution uses a Volcano-style iterator model with
+        open/next/close on a PhysicalOperator trait.
+    - id: I-SR4
+      source: SR4
+      kind: structural
+      statement: >
+        Physical operators include at minimum SeqScan, IndexScan,
+        Filter, Project, NestedLoopJoin, Sort, Limit, Insert, Update,
+        Delete.
+    - id: I-SR5
+      source: SR5
+      kind: structural
+      statement: >
+        Storage is organised around 4096-byte pages with typed PageIds.
+    - id: I-SR6
+      source: SR6
+      kind: structural
+      statement: >
+        The WAL is an append-only record-oriented log with per-record
+        CRC32 for torn-write detection.
+    - id: I-SR7
+      source: SR7
+      kind: structural
+      statement: >
+        Secondary indexes are B-trees keyed by (index_key, row_id) and
+        live in a dedicated storage sub-module.
+    - id: I-SR9
+      source: SR9
+      kind: structural
+      statement: >
+        Errors flow through a single crate-wide error enum rather than
+        a mix of panics and unrelated error types.
+    - id: I-SR12
+      source: SR12
+      kind: structural
+      statement: >
+        Diagnostic logging goes through the `log` crate facade. Direct
+        `println!`/`eprintln!` is restricted to the CLI top-level
+        boundary; library modules do not write to stdout/stderr
+        themselves.
+
+tags: [rust, database, sql, wal, btree, transactional]
+notes: >
+  The benchmark thesis is recoverability of intent. The Volcano
+  iterator choice (SR3) and the single crate-wide error enum (SR9) are
+  particularly load-bearing — they are easy to accidentally blur.

benchmarks/specs/scratch_nanoweb.yaml

@@ -0,0 +1,295 @@
+spec_version: "0.1"
+
+task_id: scratch_nanoweb
+task_family: build_from_scratch
+title: nanoweb - an HTTP/1.1 web application framework and server
+objective: >
+  Build `nanoweb`, a self-contained HTTP/1.1 web framework and server
+  usable as a single binary or as a library. The framework must provide
+  its own HTTP/1.1 parser, a trie-based router with path parameters
+  and wildcards, a middleware stack, body parsers (JSON / urlencoded
+  form / multipart), TLS via rustls, graceful shutdown, a Prometheus
+  metrics endpoint, a TOML-configured CLI, and a tiny mustache-style
+  template engine. The deliverable is a real framework, not a toy
+  wrapper around an existing HTTP library.
+
+functional_requirements:
+  - id: FR1
+    statement: >
+      The `nanoweb` binary must start an HTTP/1.1 server on the address
+      given by `--listen <ADDR:PORT>` (default `127.0.0.1:8080`),
+      serving the routes configured in a TOML file passed via
+      `--config <PATH>` (default `./nanoweb.toml`).
+  - id: FR2
+    statement: >
+      The framework must include its own HTTP/1.1 request parser that
+      reads the request line (method, target, version), headers, and
+      body. It must support chunked transfer encoding and
+      Content-Length bodies, and reject requests that violate the
+      protocol with a 400 response.
+  - id: FR3
+    statement: >
+      The router must support path parameters (e.g. `/users/:id`),
+      wildcard segments (e.g. `/static/*path`), and explicit method
+      dispatch for GET, POST, PUT, DELETE, PATCH, HEAD, and OPTIONS.
+      HEAD falls back to the matching GET handler with the body
+      suppressed; OPTIONS auto-lists the allowed methods for the
+      route.
+  - id: FR4
+    statement: >
+      The framework must provide a middleware stack where each
+      middleware implements a single `Middleware` trait and can run
+      logic before the handler (short-circuiting with a response) and
+      after the handler (observing or mutating the response).
+      Middleware order is deterministic: configured middleware run in
+      the order they are registered.
+  - id: FR5
+    statement: >
+      The standard library of middleware must include: request
+      logging (structured), response gzip compression (controlled by
+      Accept-Encoding), rate limiting (token bucket per client IP),
+      CORS (configurable allowed origins), CSRF protection (double-
+      submit cookie), and a basic-auth guard.
+  - id: FR6
+    statement: >
+      Body parsers must include `application/json`, `application/x-
+      www-form-urlencoded`, and `multipart/form-data`. Parsers expose
+      typed access via a `Request::body_as::<T>()` style API where
+      `T: DeserializeOwned`.
+  - id: FR7
+    statement: >
+      The framework must serve static files from a configured
+      directory with ETag (weak, based on mtime+size) and If-None-Match
+      support, returning 304 when appropriate. Directory traversal
+      must be rejected.
+  - id: FR8
+    statement: >
+      TLS termination must be available via rustls when
+      `--tls-cert <PATH>` and `--tls-key <PATH>` are supplied (PEM).
+      Plain HTTP and HTTPS listeners must be independent; starting
+      both simultaneously is allowed.
+  - id: FR9
+    statement: >
+      Session cookies: a pluggable `SessionStore` trait stores
+      per-session data; the framework ships an in-memory default and
+      signs cookies with HMAC-SHA256 using a secret configured in
+      the TOML file.
+  - id: FR10
+    statement: >
+      Graceful shutdown: on SIGINT/SIGTERM the server must stop
+      accepting new connections, let in-flight requests complete
+      (bounded by `graceful_timeout_s` from config, default 30s), and
+      exit cleanly with code 0.
+  - id: FR11
+    statement: >
+      A Prometheus text-exposition metrics endpoint must be mounted at
+      `/metrics` (configurable). Counters at minimum: HTTP requests by
+      method, status class, and route; histogram: request duration in
+      seconds.
+  - id: FR12
+    statement: >
+      Health endpoints: `/healthz` returns 200 OK iff the server is
+      up; `/readyz` returns 200 OK iff the server is ready to accept
+      traffic (post-startup, pre-graceful-shutdown).
+  - id: FR13
+    statement: >
+      A minimal mustache-like template engine (`{{name}}`, `{{#list}}`
+      `{{/list}}`, `{{^absent}}` `{{/absent}}`) must be provided. The
+      engine exposes a `Renderer` with `render(template, context)`;
+      handlers can use it to render HTML responses.
+  - id: FR14
+    statement: >
+      Structured logging: a single `tracing`-compatible or equivalent
+      facade is used across the framework. Log records include a
+      per-request id that is also exposed as the response header
+      `X-Request-Id`.
+  - id: FR15
+    statement: >
+      CLI flags: `--listen`, `--config`, `--tls-cert`, `--tls-key`,
+      `--metrics`, `--static-dir`, `--log-level`, `--version`,
+      `--help`. Every CLI flag has a matching TOML key; CLI flags
+      override TOML.
+
+structural_requirements:
+  - id: SR1
+    statement: >
+      The source tree must be organised as a Cargo workspace OR a
+      single crate with clearly separated modules: `http` (parser,
+      types), `router`, `middleware` (plus one sub-module per
+      standard middleware), `body` (parsers), `static_files`, `tls`,
+      `session`, `metrics`, `health`, `template`, `config`, `cli`,
+      `server`, and `error`.
+  - id: SR2
+    statement: >
+      The HTTP parser in `http::parser` must not depend on the
+      router, middleware, or body modules. Byte-level parsing is
+      isolated so it can be fuzz-tested in isolation.
+  - id: SR3
+    statement: >
+      Routing is backed by a trie that supports literal segments,
+      single-parameter segments, and a trailing wildcard. Route
+      lookup must be O(path-length) and must not allocate per
+      request beyond the parameter map.
+  - id: SR4
+    statement: >
+      Middleware is composed via a single `Middleware` trait. The
+      trait's object-safe form is what goes into the per-route chain;
+      the concrete registration order is preserved and drives the
+      outer-to-inner call order.
+  - id: SR5
+    statement: >
+      TLS support must live behind a Cargo feature `tls` (enabled by
+      default). When the feature is disabled, the crate must still
+      compile and the `--tls-cert` flag must produce a clear error.
+  - id: SR6
+    statement: >
+      The server uses an async runtime (tokio is acceptable). The
+      accept loop and per-connection handling are explicitly split so
+      graceful shutdown can be reasoned about locally.
+  - id: SR7
+    statement: >
+      Configuration is loaded once at startup through a `config`
+      module that produces a single `Config` struct. CLI flags
+      override TOML values inside this module, not scattered across
+      the crate.
+  - id: SR8
+    statement: >
+      Metrics live in a dedicated `metrics` module. Handlers and
+      middleware only interact with metrics through that module's
+      public API; nothing else owns Prometheus registries.
+  - id: SR9
+    statement: >
+      A single crate-wide error enum (`NanowebError`) is the return
+      type of all fallible top-level entry points. Lower-level
+      modules can define their own internal errors but must convert
+      at the public boundary.
+  - id: SR10
+    statement: >
+      Every module carries unit tests under `#[cfg(test)]`. The
+      crate additionally provides integration tests under `tests/`
+      that start the server on an ephemeral port and exercise at
+      least one handler end-to-end per standard middleware.
+  - id: SR11
+    statement: >
+      A `README.md` documents the framework: quickstart, routing
+      primer, middleware list, TLS setup, metrics, template engine,
+      and a short architectural overview.
+
+edit_requirements: []
+
+constraints:
+  language: Rust
+  frontend_allowed: false
+  terminal_allowed: true
+  network_allowed: true
+  external_crates_allowed: true
+  target_os: linux
+  rust_toolchain: stable
+  external_hosted_services_allowed: false
+  build_time_budget_s: 5400
+
+deliverables:
+  - cargo_project
+  - readme
+
+validation:
+  notes:
+    - "cargo build --release must succeed at validation time."
+    - "Scale target: several thousand lines of Rust across the listed modules."
+
+intentions:
+  functional:
+    - id: I-FR2
+      source: FR2
+      kind: functional
+      statement: >
+        The framework ships its own HTTP/1.1 parser that handles
+        chunked and Content-Length bodies and rejects malformed
+        requests.
+    - id: I-FR3
+      source: FR3
+      kind: functional
+      statement: >
+        The router supports path parameters, wildcard segments, and
+        dispatch for GET/POST/PUT/DELETE/PATCH/HEAD/OPTIONS.
+    - id: I-FR5
+      source: FR5
+      kind: functional
+      statement: >
+        Standard middleware ships for logging, gzip, rate limiting,
+        CORS, CSRF (double-submit), and basic auth.
+    - id: I-FR8
+      source: FR8
+      kind: functional
+      statement: >
+        TLS termination is provided via rustls and is activated by
+        supplying cert and key PEM files.
+    - id: I-FR10
+      source: FR10
+      kind: functional
+      statement: >
+        SIGINT/SIGTERM triggers graceful shutdown with a bounded
+        timeout before forced exit.
+    - id: I-FR11
+      source: FR11
+      kind: functional
+      statement: >
+        Prometheus metrics are exposed at a configurable endpoint,
+        including counters by method/status/route and a request-
+        duration histogram.
+    - id: I-FR13
+      source: FR13
+      kind: functional
+      statement: >
+        A mustache-like template engine is included (sections,
+        inverted sections, simple variable interpolation).
+    - id: I-FR14
+      source: FR14
+      kind: functional
+      statement: >
+        Structured logs carry a per-request id that is also written
+        back as the X-Request-Id response header.
+  structural:
+    - id: I-SR2
+      source: SR2
+      kind: structural
+      statement: >
+        The HTTP parser is a self-contained module with no inbound
+        dependency on the router or middleware layers.
+    - id: I-SR3
+      source: SR3
+      kind: structural
+      statement: >
+        Routing uses a trie with literal, parameter, and wildcard
+        segment types.
+    - id: I-SR4
+      source: SR4
+      kind: structural
+      statement: >
+        Middleware composes via a single Middleware trait; registration
+        order drives outer-to-inner call order.
+    - id: I-SR5
+      source: SR5
+      kind: structural
+      statement: >
+        TLS is behind a Cargo feature (tls) so the crate is usable
+        without rustls.
+    - id: I-SR7
+      source: SR7
+      kind: structural
+      statement: >
+        Configuration flows through a dedicated config module; CLI
+        overrides TOML inside that module rather than elsewhere.
+    - id: I-SR9
+      source: SR9
+      kind: structural
+      statement: >
+        A single crate-wide error enum is the return type of
+        top-level fallible entry points.
+
+tags: [rust, http, web, framework, tls, tokio, prometheus]
+notes: >
+  The parser-isolation (SR2), trie-router (SR3), middleware-trait
+  (SR4), and TLS-behind-a-feature (SR5) signals are the load-bearing
+  structural intentions. Agents that vendor an existing HTTP crate
+  will fail the parser-isolation signal.

rebuttal/conformance_spot_audit/README.md

@@ -0,0 +1,37 @@
+# Consensus-prelabel source spot audit
+
+This post-review diagnostic checks whether `implemented_gold` labels produced by
+the finder-consensus triage stage survive a fresh source-level execution-path review.
+It is not a substitute for a complete independent human audit.
+
+## Sample
+
+- Population: compile-passing artifact-question pairs labeled `implemented_gold` by
+  `consensus_prelabel`.
+- Exclusions: the two pilot pairs already identified as false positives
+  (`scratch_minidb:q_db_05` on build `...51f333b3` and
+  `scratch_nanoweb:q_nw_07` on build `...44ad1601`).
+- Seed: `20260725`.
+- Design: 24 pairs, stratified by task × builder family, four pairs per stratum.
+  Within each stratum, the sampler selected distinct artifacts and distinct questions.
+- Effective unit: artifact-question pair.
+
+The frozen sample is in `sample_manifest.csv`.
+
+## Adjudication contract
+
+For each pair, the adjudicator must:
+
+1. read the canonical question, all four options, and the traced specification item;
+2. inspect the cited artifact's source, following the live execution path rather than
+   accepting declarations, README claims, dead code, or tests alone;
+3. assign one of `implemented_gold`, `implemented_non_gold`,
+   `absent_or_ambiguous`, `documented_only`, or
+   `not_applicable_or_invalid`;
+4. record concrete files, symbols, a concise source-grounded rationale, confidence,
+   and whether runtime reachability was checked.
+
+Two separate task-level files are used so the adjudicators cannot overwrite one
+another. The final report must disclose that these are fresh model-assisted source
+reviews, not independent human annotations, and must not infer a population error
+rate from 24 pairs without an uncertainty interval.

rebuttal/conformance_spot_audit/disagreement_crosscheck.csv

@@ -0,0 +1,8 @@
+sample_index,task_id,artifact_id,question_id,crosscheck_label,confidence,runtime_reachability_checked,evidence_files,evidence_symbols,rationale,adjudicator
+9,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_02,absent_or_ambiguous,medium,true,src/cli.rs|src/txn.rs,Cli::execute_statement|TransactionManager::auto_begin|TransactionManager::begin|TransactionManager::auto_commit,"The reachable statement executor calls auto_begin before DML and auto_commit afterward. However, auto_begin delegates to begin, which changes the auto_commit flag to false; the later auto_commit therefore skips commit and leaves that transaction active. DDL follows a separate direct-save path, so none of the four options fully describes the mixed behavior.",gpt-5.6-disagreement-crosscheck
+14,scratch_nanoweb,build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51,q_nw_13,absent_or_ambiguous,high,true,src/main.rs|src/server.rs|src/config.rs,main|serve|wait_signal|accept_loop|handle_connection|Config::load,"After the signal, serve times out only the accept-loop task. That loop spawned every connection task without retaining its handle, so it can finish immediately on the shutdown notification while in-flight handlers remain detached; main then returns Ok and the runtime drops them. This is neither the intended bounded drain nor any complete non-gold option.",gpt-5.6-disagreement-crosscheck
+15,scratch_nanoweb,build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791,q_nw_14,absent_or_ambiguous,high,true,src/server.rs|src/http/parser.rs|src/http/mod.rs,handle_connection|parse_request_head|body_mode|decode_chunked,"The live server invokes the parser, whose imports cover sibling HTTP types and the crate error type and whose code uses std::str, with no router dependency. Yet the parser also has no internal helper submodules and does depend outside http through crate::error, so option D is absent as written in addition to option C; the NOT-present prompt has no unique answer.",gpt-5.6-disagreement-crosscheck
+16,scratch_nanoweb,build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88,q_nw_11,absent_or_ambiguous,high,true,src/bin/nanoweb.rs|src/server.rs|src/middleware/mod.rs,main|App::new|Stack::push|Logging|RateLimit|Gzip|Cors|Csrf|BasicAuth,"The crate exports implementations for the six specified middleware categories, but the executable constructs an empty App stack and registers only Logging, RateLimit, Gzip, and Cors. Consequently the alternative set in B is inconsistent, while C's exactly-six default-chain claim and D's default BasicAuth placement are also inconsistent, yielding multiple answers.",gpt-5.6-disagreement-crosscheck
+17,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95,q_nw_03,absent_or_ambiguous,high,true,src/server.rs|src/router.rs,dispatch|write_response|Router::add|Router::resolve,"Exact-method registration makes option C inconsistent, while HEAD fallback and parameter capture are reachable. But an unregistered OPTIONS request also fails: Router::resolve returns None before dispatch can enter its successful-match branch that creates the Allow response. Thus both B and C are inconsistent with the implementation.",gpt-5.6-disagreement-crosscheck
+20,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480,q_nw_02,absent_or_ambiguous,high,true,src/server.rs|src/router.rs,dispatch|Router::route|Router::find|find_node|segments,"Dispatch reaches a literal/parameter/wildcard trie, but each lookup allocates a segment Vec and repeatedly constructs route Strings; wildcard lookup additionally allocates and leaks a synthetic Node after cloning its handlers. The only-parameter-map allocation guarantee in B is therefore false, while A, C, and D describe different router architectures.",gpt-5.6-disagreement-crosscheck
+22,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f,q_nw_02,absent_or_ambiguous,high,true,src/main.rs|src/server.rs|src/router/mod.rs,main|Server::set_router|handle_connection|Router::lookup|TrieNode,"The executable installs this Router and handle_connection calls its trie lookup, but lookup first collects path segments into a Vec, wildcard matching builds another Vec and joined String, and the result clones the route middleware Vec. Hence B's only-parameter-map allocation claim does not hold, and none of the alternative architectural options matches.",gpt-5.6-disagreement-crosscheck

rebuttal/conformance_spot_audit/minidb_adjudication.csv

@@ -0,0 +1,13 @@
+sample_index,task_id,artifact_id,question_id,consensus_label,source_audit_label,agrees_with_consensus,confidence,runtime_reachability_checked,evidence_files,evidence_symbols,rationale,adjudicator
+1,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_low-t1-s20260502-0690460b,q_db_01,implemented_gold,implemented_gold,true,high,true,src/main.rs|src/error.rs,main|Args::parse|MiniDbError::exit_code,"The live batch path exits 0 on success and routes SQL-like failures through MiniDbError::exit_code to 1, IO/storage/WAL failures to 3, while clap Args::parse handles CLI usage failures with exit code 2.",gpt-5.6-source-pass-minidb
+2,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t0-s20260501-2d77e55a,q_db_11,implemented_gold,implemented_gold,true,high,true,src/cli/repl.rs,run_with_io|render_result,"run_with_io keeps separate stdout and stderr writers; render_result writes query data to stdout, writes per-statement summaries to stderr, and suppresses those summaries when quiet is set. Writing the summary to stdout as in option D is inconsistent.",gpt-5.6-source-pass-minidb
+3,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc,q_db_03,implemented_gold,implemented_gold,true,high,true,src/cli/mod.rs|src/storage/wal.rs,Session::open|replay_wal|Wal::replay|collect_committed_ops,"Session::open invokes replay_wal on startup. The WAL reader follows the append-only record stream, and collect_committed_ops replays only operations whose transaction has a Commit record, excluding the uncommitted suffix.",gpt-5.6-source-pass-minidb
+4,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0,q_db_15,implemented_gold,implemented_gold,true,high,true,src/cli.rs,run|parse_args|OutputFormat::parse,"The live CLI parser passes the --format value to OutputFormat::parse; yaml becomes MiniDbError::Cli, and run prints the message to stderr and returns exit code 2 before evaluating SQL.",gpt-5.6-source-pass-minidb
+5,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4,q_db_01,implemented_gold,implemented_gold,true,high,true,src/main.rs|src/cli.rs|src/error.rs,main|cli::run|MiniDbError::exit_code,"main exits 0 when cli::run succeeds and otherwise uses MiniDbError::exit_code: Usage maps to 2, parse/type/SQL to 1, and IO/storage/serialization to 3.",gpt-5.6-source-pass-minidb
+6,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072,q_db_07,implemented_gold,implemented_gold,true,high,true,src/exec/mod.rs|src/plan/mod.rs,SeqScan|IndexScan|Filter|Project|NestedLoopJoin|Sort|Limit|Insert|Update|Delete|plan_select,"The executor defines distinct SeqScan and IndexScan structs plus separate Filter, Project, NestedLoopJoin, Sort, Limit, Insert, Update, and Delete types. The reachable planner constructs SeqScan or IndexScan directly; there is no fused ScanKind operator, making option B inconsistent.",gpt-5.6-source-pass-minidb
+7,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173,q_db_11,implemented_gold,implemented_gold,true,high,true,src/cli.rs,Cli::run_sql|Cli::emit_output|Cli::emit_summary|render_json,"Cli::run_sql sends result data through emit_output to stdout and, unless quiet, sends the summary through emit_summary using eprintln. JSON rendering emits only the JSON value on stdout, so option D violates the reachable routing behavior.",gpt-5.6-source-pass-minidb
+8,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f,q_db_03,implemented_gold,implemented_gold,true,high,true,src/cli/mod.rs|src/storage/mod.rs|src/storage/wal.rs,run_inner|Storage::open|Wal::read_records|committed_prefix|apply_statement_image,"run_inner reaches Storage::open at startup. Storage reads the WAL, committed_prefix retains only complete Begin-to-Commit transactions and drops rolled-back or unterminated records, then applies the committed statements to the database image.",gpt-5.6-source-pass-minidb
+9,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_02,implemented_gold,absent_or_ambiguous,false,medium,true,src/cli.rs|src/txn.rs,Cli::execute_statement|TransactionManager::auto_begin|TransactionManager::begin|TransactionManager::auto_commit,"The reachable DML path calls auto_begin, whose call to begin sets auto_commit=false; the subsequent auto_commit checks that flag and therefore does not commit, leaving the transaction active. DDL bypasses this wrapping entirely, and no canonical option fully describes the resulting mixed and apparently buggy durability behavior.",gpt-5.6-source-pass-minidb
+10,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435,q_db_03,implemented_gold,implemented_gold,true,high,true,src/cli/mod.rs|src/exec/engine.rs|src/storage/wal.rs,run_inner|Engine::recover_from_wal|Wal::replay,"run_inner invokes Engine::recover_from_wal before loading the catalog. Wal::replay scans the append-only records, selects page and catalog writes only from transactions with Commit records, and Engine applies those writes before checkpointing.",gpt-5.6-source-pass-minidb
+11,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,q_db_09,implemented_gold,implemented_gold,true,high,true,src/error/mod.rs|src/main.rs,MiniDbError|Result|From<std::io::Error>|main,"The crate defines one MiniDbError enum with parse, type, storage, IO, SQL, transaction, catalog, and index variants plus a crate-wide Result alias and conversion implementations; top-level entry paths propagate this type to main.",gpt-5.6-source-pass-minidb
+12,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1,q_db_14,implemented_gold,implemented_gold,true,high,true,src/cli.rs|src/txn.rs|src/storage.rs|src/exec.rs,cli boundary eprintln!|log::trace!|log::info!|log::warn!,"A complete src search finds every direct eprintln! use in src/cli.rs and none in non-CLI modules. Reachable transaction, recovery, storage, and executor diagnostics outside the CLI use the log facade.",gpt-5.6-source-pass-minidb

rebuttal/conformance_spot_audit/nanoweb_adjudication.csv

@@ -0,0 +1,13 @@
+sample_index,task_id,artifact_id,question_id,consensus_label,source_audit_label,agrees_with_consensus,confidence,runtime_reachability_checked,evidence_files,evidence_symbols,rationale,adjudicator
+13,scratch_nanoweb,build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538,q_nw_10,implemented_gold,implemented_gold,true,high,true,src/template/mod.rs|src/lib.rs,Template|Template::render|render_template|template,"The publicly exported template module provides a callable Template::render path whose recursive renderer implements variable interpolation, ordinary truthy/list sections, and inverted sections. This is the minimal mustache-style engine described by gold option B.",gpt-5.6-source-pass-nanoweb
+14,scratch_nanoweb,build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51,q_nw_13,implemented_gold,absent_or_ambiguous,false,high,true,src/server.rs|src/config.rs|src/main.rs,serve|accept_loop|handle_connection|wait_signal|Config::load|main,"serve applies the configured 30-second timeout only to the accept-loop JoinHandle. accept_loop detaches every handle_connection task without retaining or awaiting it, so after SIGTERM that JoinHandle finishes promptly and main returns, dropping in-flight handlers rather than waiting about 30 seconds. None of the four options describes this exit-zero but effectively immediate path.",gpt-5.6-source-pass-nanoweb
+15,scratch_nanoweb,build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791,q_nw_14,implemented_gold,absent_or_ambiguous,false,high,true,src/http/parser.rs|src/http/mod.rs|src/server.rs,parse_request_head|body_mode|decode_chunked|handle_connection,"The live server calls the parser functions, and parser.rs depends on HTTP types, the crate error module, and std::str while never depending on the router. However, the parser also has no internal helper submodules and does import from outside http, making option D absent as well as option C; the artifact therefore does not yield a unique answer to the canonical NOT-present question.",gpt-5.6-source-pass-nanoweb
+16,scratch_nanoweb,build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88,q_nw_11,implemented_gold,absent_or_ambiguous,false,high,true,src/bin/nanoweb.rs|src/middleware/mod.rs|src/server.rs,main|App::new|Stack::push|Logging|RateLimit|Gzip|Cors|Csrf|BasicAuth,"All six middleware implementations are exported, but the executable's default live chain registers only Logging, RateLimit, Gzip, and Cors; App::new starts with an empty stack. Thus option B is inconsistent, but so are option C's exactly-six claim and option D's default basic-auth placement, so the negative-contrast question has multiple valid selections.",gpt-5.6-source-pass-nanoweb
+17,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95,q_nw_03,implemented_gold,absent_or_ambiguous,false,high,true,src/router.rs|src/server.rs,Router::add|Router::resolve|dispatch|write_response,"Router::add registers only the requested method, so gold option C is inconsistent. But automatic OPTIONS is also absent: Router::resolve returns None when there is no explicit OPTIONS handler, while dispatch constructs the Allow response only inside the successful-resolution branch. Options B and C are therefore both inconsistent with the live path.",gpt-5.6-source-pass-nanoweb
+18,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82,q_nw_08,implemented_gold,implemented_gold,true,high,true,src/http/mod.rs|src/middleware/logging.rs|src/middleware/mod.rs|src/server.rs,Request::new|RequestLogging::before|RequestLogging::after|MiddlewareStack::handle|App::from_config,"Request::new generates a fresh UUID, the default-enabled RequestLogging middleware emits structured request_id fields on the live App::handle path, and MiddlewareStack::handle sets X-Request-Id on both short-circuit and ordinary responses. This is gold option A end to end.",gpt-5.6-source-pass-nanoweb
+19,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb,q_nw_04,implemented_gold,implemented_gold,true,high,true,src/middleware/mod.rs|src/server.rs|src/config.rs,Middleware|Next|Next::run|execute|build_middlewares|dispatch_route,"The object-safe Middleware trait is stored as Arc<dyn Middleware>. build_middlewares preserves configuration order, Next::run starts at index zero and advances inward, and dispatch_route invokes execute on the live request path, matching gold option B.",gpt-5.6-source-pass-nanoweb
+20,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480,q_nw_02,implemented_gold,absent_or_ambiguous,false,high,true,src/router.rs|src/server.rs,Router::find|find_node|segments|Router::route|dispatch,"The live dispatcher does use literal, parameter, and wildcard trie nodes, but lookup allocates a path-segment Vec, constructs route Strings during recursion, and even allocates and leaks a synthetic wildcard node in addition to the parameter map. Gold option B's allocation guarantee is false, while none of A, C, or D describes this trie-with-extra-allocation implementation.",gpt-5.6-source-pass-nanoweb
+21,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14,q_nw_05,implemented_gold,implemented_gold,true,high,true,Cargo.toml|src/main.rs|src/tls/mod.rs,features.tls|main|TlsConfig::build_server_config|tls_not_available,"Cargo.toml enables the tls feature by default and makes rustls dependencies optional. Feature-off main emits a clear error and exits when TLS flags are supplied; an offline cargo check with --no-default-features also succeeded. This matches gold option B.",gpt-5.6-source-pass-nanoweb
+22,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f,q_nw_02,implemented_gold,absent_or_ambiguous,false,high,true,src/router/mod.rs|src/server.rs|src/main.rs,TrieNode|Router::lookup|handle_connection|main,"The live request path calls Router::lookup over a literal/parameter/wildcard trie, but every lookup collects path segments into a Vec, wildcard matching creates another Vec before join, and the returned route middleware Vec is cloned. Gold option B's only-parameter-map allocation claim is false, and none of the non-gold options describes the resulting partial implementation.",gpt-5.6-source-pass-nanoweb
+23,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601,q_nw_12,implemented_gold,implemented_gold,true,high,true,src/error.rs|src/lib.rs|src/server.rs|src/config.rs|src/tls.rs,NanowebError|error::Result|Server::run|Config::load|load_tls_config,"The library exports one NanowebError and Result alias; public fallible paths including Server::run, Config::load, parser/body/template functions, and TLS loading all return it or convert lower-level errors into its variants. The private binary main erases it only at the final process boundary, so gold option C describes the public crate boundary.",gpt-5.6-source-pass-nanoweb
+24,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_09,implemented_gold,implemented_gold,true,high,true,src/config.rs|src/main.rs|src/server.rs,parse_args|Config::load|main|Server::new|Server::run,"main parses CliArgs and calls the single config-module Config::load function. That function loads TOML or defaults and applies every CLI override before returning one Config, which main and Server consume without re-merging configuration. This is gold option B.",gpt-5.6-source-pass-nanoweb

rebuttal/conformance_spot_audit/report.md

@@ -0,0 +1,72 @@
+# Consensus-prelabel source spot audit — results
+
+## Scope and method
+
+This is a post-review diagnostic, not an independent human audit. A fresh
+GPT-5.6 source-adjudication pass reviewed a fixed-seed sample of 24 compile-passing
+artifact-question pairs labeled `implemented_gold` by the consensus-prelabel stage.
+The sample excludes the two pilot pairs already known to be false positives and is
+stratified by task × builder family, with four distinct artifacts and questions per
+stratum. The artifact-question pair is the effective unit.
+
+For each pair, the adjudicator read the canonical question/options and traced
+specification item, then followed the artifact's live source path. README claims,
+declarations, dead code, tests, and the original finder consensus were not sufficient
+evidence. Every decision records concrete files, symbols, reachability, confidence,
+and rationale.
+
+The deterministic selector is
+`scripts/select_rebuttal_conformance_spot_audit.py`; `--check` reproduces the frozen
+`sample_manifest.csv`.
+
+## Results
+
+| Task | Pairs | Consensus confirmed | Disagreements |
+|---|---:|---:|---:|
+| scratch_minidb | 12 | 11 | 1 |
+| scratch_nanoweb | 12 | 6 | 6 |
+| **Total** | **24** | **17** | **7** |
+
+All seven disagreements were reclassified from `implemented_gold` to
+`absent_or_ambiguous`. Six have high confidence and one has medium confidence.
+All 24 rows include a live-path check, and every recorded evidence path exists.
+
+The disagreements include:
+
+- an auto-transaction path whose state flag prevents the intended auto-commit;
+- a graceful-shutdown path that waits on the accept loop but detaches in-flight
+  handlers;
+- three negative/forbidden-coupling questions for which the artifact makes more than
+  one option valid;
+- two trie implementations that match the high-level architecture but violate the
+  gold option's allocation guarantee.
+
+A second GPT-5.6 source pass reproduced all seven disagreement labels. It completed
+its source judgments before an overly broad search exposed prior rationales, so this
+is useful corroboration but not a formally blinded or model-independent replication.
+
+## Interpretation
+
+The 17/24 agreement is descriptive. The sample has only four pairs per stratum, the
+adjudication is model-assisted rather than human, and it was not designed to estimate
+a population error rate. It nevertheless establishes that stable finder consensus
+cannot be treated as source-adjudicated ground truth.
+
+The deterministic corrected-label sensitivity analysis
+(`scripts/analyze_rebuttal_label_sensitivity.py`) overlays the two pilot
+corrections and all seven spot-audit disagreements without modifying
+`runs_release/`. The public outputs report it as the `all_observed_corrected`
+scenario in `rebuttal/full_conformance_audit/label_sensitivity_adjudicated/`
+(`make label-sensitivity`). Under all nine observed corrections:
+
+- implemented-gold scoring pairs change from 592 to 583;
+- conditioned recovery changes from 98.930% to 98.971%;
+- the low-prior conditioned rate changes from 97.874% to 97.942%;
+- per-builder implementation coverage changes from 85.0%–100.0% to
+  83.3%–100.0%;
+- high- and low-effort builder rank orders are unchanged;
+- perfect-gate contributing cells remain 66/66 and 64/66.
+
+This establishes robustness to the observed corrections only. It does not validate
+the remaining consensus prelabels; complete source adjudication remains necessary
+before treating implementation-conditioned scores or rankings as validated.

rebuttal/conformance_spot_audit/sample_manifest.csv

@@ -0,0 +1,25 @@
+sample_index,stratum,task_id,artifact_id,builder_id,builder_family,question_id,question_type,consensus_canonical_option,gold_canonical_option,source_requirement_id,source_intention_id
+1,scratch_minidb|claude,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_low-t1-s20260502-0690460b,claude_code_sonnet_4_6_low,claude,q_db_01,capability_recognition,B,B,FR2,I-FR2
+2,scratch_minidb|claude,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t0-s20260501-2d77e55a,claude_code_opus_4_7_high,claude,q_db_11,negative_contrast,D,D,FR16,I-FR16
+3,scratch_minidb|claude,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc,claude_code_sonnet_4_6_high,claude,q_db_03,design_intention_recognition,B,B,FR14,I-FR14
+4,scratch_minidb|claude,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0,claude_code_opus_4_7_high,claude,q_db_15,multi_spec_interaction,A,A,FR15,I-FR15
+5,scratch_minidb|codex,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4,codex_gpt5_5_high,codex,q_db_01,capability_recognition,B,B,FR2,I-FR2
+6,scratch_minidb|codex,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072,codex_gpt5_4_mini_high,codex,q_db_07,negative_contrast,B,B,SR4,I-SR4
+7,scratch_minidb|codex,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173,codex_gpt5_5_high,codex,q_db_11,negative_contrast,D,D,FR16,I-FR16
+8,scratch_minidb|codex,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f,codex_gpt5_5_low,codex,q_db_03,design_intention_recognition,B,B,FR14,I-FR14
+9,scratch_minidb|mimo,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,claude_code_mimo_v2_5_low,mimo,q_db_02,capability_recognition,A,A,FR13,I-FR13
+10,scratch_minidb|mimo,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435,claude_code_mimo_v2_5_pro_high,mimo,q_db_03,design_intention_recognition,B,B,FR14,I-FR14
+11,scratch_minidb|mimo,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,claude_code_mimo_v2_5_low,mimo,q_db_09,design_intention_recognition,B,B,SR9,I-SR9
+12,scratch_minidb|mimo,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1,claude_code_mimo_v2_5_high,mimo,q_db_14,forbidden_coupling,A,A,SR12,I-SR12
+13,scratch_nanoweb|claude,scratch_nanoweb,build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538,claude_code_sonnet_4_6_low,claude,q_nw_10,design_intention_recognition,B,B,FR13,I-FR13
+14,scratch_nanoweb|claude,scratch_nanoweb,build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51,claude_code_opus_4_7_high,claude,q_nw_13,failure_mode_recognition,C,C,FR10,I-FR10
+15,scratch_nanoweb|claude,scratch_nanoweb,build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791,claude_code_opus_4_7_high,claude,q_nw_14,forbidden_coupling,C,C,SR2,I-SR2
+16,scratch_nanoweb|claude,scratch_nanoweb,build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88,claude_code_opus_4_7_low,claude,q_nw_11,negative_contrast,B,B,FR5,I-FR5
+17,scratch_nanoweb|codex,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95,codex_gpt5_4_mini_low,codex,q_nw_03,negative_contrast,C,C,FR3,I-FR3
+18,scratch_nanoweb|codex,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82,codex_gpt5_5_high,codex,q_nw_08,design_intention_recognition,A,A,FR14,I-FR14
+19,scratch_nanoweb|codex,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb,codex_gpt5_4_mini_high,codex,q_nw_04,design_intention_recognition,B,B,SR4,I-SR4
+20,scratch_nanoweb|codex,scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480,codex_gpt5_5_low,codex,q_nw_02,design_intention_recognition,B,B,SR3,I-SR3
+21,scratch_nanoweb|mimo,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14,claude_code_mimo_v2_5_pro_low,mimo,q_nw_05,design_intention_recognition,B,B,SR5,I-SR5
+22,scratch_nanoweb|mimo,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f,claude_code_mimo_v2_5_low,mimo,q_nw_02,design_intention_recognition,B,B,SR3,I-SR3
+23,scratch_nanoweb|mimo,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601,claude_code_mimo_v2_5_high,mimo,q_nw_12,design_intention_recognition,C,C,SR9,I-SR9
+24,scratch_nanoweb|mimo,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,claude_code_mimo_v2_5_high,mimo,q_nw_09,design_intention_recognition,B,B,SR7,I-SR7

rebuttal/full_conformance_audit/CORE_GENERATION.json

@@ -0,0 +1,8 @@
+{
+  "current_generation_id": "345e9f073af7b83f6ed35a069afe4c1dc78f9aac5c74e40b09c34b33cc428bfd",
+  "current_generation_path": "rebuttal/full_conformance_audit/generations/345e9f073af7b83f6ed35a069afe4c1dc78f9aac5c74e40b09c34b33cc428bfd",
+  "generation_kind": "core_audit",
+  "generation_manifest_path": "rebuttal/full_conformance_audit/generations/345e9f073af7b83f6ed35a069afe4c1dc78f9aac5c74e40b09c34b33cc428bfd/generation_manifest.json",
+  "generation_manifest_sha256": "35b1834f10c68a4e9f743f0e63117bdb2041a678386831e610abf7954a59c9e4",
+  "manifest_version": "full_conformance_generation_v1"
+}

rebuttal/full_conformance_audit/README.md

@@ -0,0 +1,164 @@
+# Full-coverage conformance audit
+
+This directory holds the post-submission source-trace audit of the 592 scored
+compile-pass artifact-question pairs. `SPEC.md` describes the protocol and
+`report.md` summarizes the audit run. The adjudicated-label paragraphs and table
+at the end of the paper's Appendix H, and the evidence-audit overlap sentence in
+Appendix I, come from `label_sensitivity_adjudicated/`, which
+`make label-sensitivity` regenerates from the files below.
+
+## Files
+
+- `SPEC.md`, `prompts/live_path_v1.md`, and `result_schema.json`: the audit
+  protocol (v1.2), the prompt template, and the JSON schema of a session result.
+  The core generation manifest records the hash of `SPEC.md`, and
+  `execution_manifest.json` the hashes of the prompt template and the schema.
+  Because these hashes are recorded, `SPEC.md` keeps its original wording
+  ("independent cross-check", "isolated" sessions). The blinding between the two
+  passes was procedural: each prompt received only the inputs listed in
+  `report.md`.
+- `report.md`: summary of the audit run (see "Edits after generation").
+- `minidb_adjudication.csv`, `nanoweb_adjudication.csv`: one row per audited
+  pair with the verdicts of both passes, evidence files, symbols and line spans,
+  rationales, and model and prompt provenance, including the hashes of each
+  session result and its integrity attestation.
+- `disagreements.csv`: the 205 pairs flagged by either pass.
+- `evidence_excerpts.jsonl`: line-numbered text of every cited span, with the
+  sha256 of its source file.
+- `population_manifest.csv`, `artifact_manifest.csv`: the audited pairs and
+  artifacts, with artifact tree hashes.
+- `crosscheck_manifest.csv`, `crosscheck_sampling_manifest.json`: the pairs
+  selected for the cross-check pass and the selection rule.
+- `regression_check.csv`: the nine known label errors and whether each pass
+  reproduced them.
+- `execution_manifest.json`, `validation_manifest.json`, `output_manifest.json`:
+  inputs and configuration, validation counts, and output hashes.
+- `integrity_attestation_manifest.json`: the closed ledger of the 82 successful
+  session attempts. For each attempt it gives the repository-relative path of
+  the raw records (not released), the hashes of the integrity attestation and of
+  the selected result, and whether the result hash was recorded at completion
+  time or attested afterwards. The core generation manifest records its hash.
+- `CORE_GENERATION.json` and
+  `generations/345e9f073af7b83f6ed35a069afe4c1dc78f9aac5c74e40b09c34b33cc428bfd/generation_manifest.json`:
+  the core-generation pointer and manifest. `make label-sensitivity` checks the
+  root CSVs against the hashes in this manifest before it runs.
+- `author_decisions.csv`, `model_assisted_decisions.csv`: decisions on all 205
+  flags (below).
+- `label_sensitivity_adjudicated/`: the sensitivity outputs that the paper uses
+  (below).
+
+The public release does not include the raw per-session audit records (`raw/`),
+the agent job lists, the other generation bundles and pointers, the July
+sensitivity outputs (`label_sensitivity/`), the author's adjudication worksheet,
+or the review report of the model-assisted decisions; these stay in the authors'
+records. The adjudication tables and manifests above record the hashes of the
+raw session results and attestations, the current core and release generations,
+and the July outputs.
+
+## Rerunning the audit
+
+`scripts/run_full_conformance_audit.py` writes one assignment per artifact and
+pass (`--phase agent-primary-prepare` and `--phase agent-crosscheck-prepare`)
+without launching a model. The sessions were run from these assignments by an
+in-process agent dispatcher (`--engine collaboration`) that is not part of this
+repository, so they cannot be rerun from the release. The script then validated
+and attested the returned results and wrote the outputs (`--phase finalize`);
+these phases read the raw session records, which are not released. Everything
+downstream of the audit tables reruns with `make label-sensitivity`.
+
+## `author_decisions.csv`
+
+One row per author decision on a full-audit flag: 43 rows, covering every flag on
+the `codex_gpt5_4_mini_low` (25) and `codex_gpt5_5_low` (18) artifacts. The rows
+are transcribed from the `AUTHOR DECISION` entries of the author's adjudication
+worksheet, which is kept in the authors' records and is not part of the public
+release.
+
+Columns:
+
+- `task_id`, `artifact_id`, `question_id`: the flagged pair.
+- `flag_basis`: the audit pass that flagged the pair (`both_passes`,
+  `primary_only`, or `crosscheck_only`); it must match `disagreements.csv`.
+- `author_decision`: `absent_or_ambiguous`, `non_gold`, or
+  `keep_implemented_gold`.
+- `decided_by`: `author`.
+- `decided_on`: the decision date (see below).
+- `worksheet_item`: the item number in the worksheet.
+- `rationale`: `not recorded at decision time` on every row. The worksheet records
+  each decision without a reason, and no reason was added afterwards.
+
+The worksheet records decisions but no dates, so `decided_on` is inferred rather
+than recorded. All 43 rows carry `2026-07-31`, the modification date of the
+worksheet file. The adjudicated copy of the disagreement table was written the
+same day, and the OpenReview comments that report the 43 decisions (41
+confirmed, 2 kept) are dated 31 Jul 2026. `author_decisions.csv` itself was
+transcribed from the worksheet on 2026-10-10.
+
+## `model_assisted_decisions.csv`
+
+One row per flag without an author decision: 162 rows, so that together with
+`author_decisions.csv` every one of the 205 flags has a decision. The decisions
+were produced by model-assisted adjudication (Claude): two passes per flag, the
+second without access to the audit verdicts, and an arbitration pass where the
+two disagreed. The author reviewed a report of these decisions and approved them
+on 2026-10-16, so every row has `review_status` `author_approved` and
+`reviewed_on` `2026-10-16`. `decided_by` still records them as model-assisted
+adjudication. Rationales that follow an author decision as a precedent cite it as
+`worksheet #N`, the `worksheet_item` of that row in `author_decisions.csv`.
+
+Columns: `task_id`, `artifact_id`, `question_id`, `flag_basis` (as in
+`author_decisions.csv`), `decision` (same vocabulary as `author_decision`),
+`actual_option` (`A`–`D`, `none`, or `multiple`), `evidence` (artifact
+`file:line` ranges), `rationale`, `confidence` (`high`, `medium`, `low`; the lower
+of the two passes when they agreed), `pass_agreement` (`agree` or `arbitrated`),
+`decided_by`, `review_status` (`pending_author_review` or `author_approved`),
+`decided_on`, and `reviewed_on` (the review date; empty while the review is
+pending).
+
+## `label_sensitivity_adjudicated/`
+
+Written by `make label-sensitivity`, which runs
+`scripts/analyze_rebuttal_label_sensitivity.py` with `--author-decisions`,
+`--model-assisted-decisions`, and `--label-corrections`. Its baseline scenario
+uses the released labels with
+`runs_release/reports/artifact_conformance_consensus/final/label_corrections_v1_1.csv`
+applied, the same labels as the paper analysis. The `fully_adjudicated` scenario
+adds the model-assisted relabels to the author-adjudicated set; the other
+scenarios do not read `model_assisted_decisions.csv` and are unchanged by it.
+`evidence_audit_overlap.csv` counts, for each scenario, the answers of the
+evidence-citation audit sample (`runs_release/reports/evidence_citation_audit_sample.csv`)
+that fall on relabeled pairs. `manifest.json` records the command, the script
+hash, and the hashes of every input and output.
+
+## July sensitivity outputs (`label_sensitivity/`)
+
+The July finalize step of `scripts/run_full_conformance_audit.py` also wrote
+`label_sensitivity/`, without author decisions and with the released v1.0 labels
+as baseline. `output_manifest.json` records the hashes of these files, which are
+aliases of the copies in generation `74c8e301…`, so they are kept as generated.
+Their `manifest.json` records the hash of the analysis script at that time
+(`4526b263…`). The script has since gained `--author-decisions` and
+`--label-corrections`, so that hash no longer matches the current script. The
+paper does not use these outputs, and they are not part of the public release.
+
+## Line endings in recorded hashes
+
+Input hashes in manifests written before 2026-10-10 were computed on CRLF
+working copies of the input CSVs. In this directory, this applies to the `labels`
+input (`artifact_conformance_final.csv`) of `execution_manifest.json`; the July
+sensitivity manifests record CRLF hashes of `artifact_conformance_final.csv`,
+`find_runs.csv` and `question_answers.csv`. To verify these hashes, convert the
+inputs to CRLF first, for example `perl -pe 's/\n/\r\n/' FILE | shasum -a 256`.
+The hash that the July manifests record for
+`impact/conditioned_builder_scores.csv` matches the CRLF form of its version at
+commit `f831273`; the file was regenerated on 2026-10-10, which changed only its
+`ci95_low` and `ci95_high` columns. Manifests written since 2026-10-10 hash the
+LF bytes stored in git.
+
+## Edits after generation
+
+`report.md` was revised on 2026-10-16: its wording now matches the paper's
+description of the two model passes and their procedural blinding, and it marks
+the files that are not part of the public release. Its numbers are unchanged.
+`output_manifest.json` records the hash of the generated version
+(`89f95d9c…`), so the current file no longer matches that entry.

rebuttal/full_conformance_audit/SPEC.md

@@ -0,0 +1,151 @@
+# Full-coverage source-trace conformance audit
+
+## Research question
+
+Do the 592 compile-passing artifact-question pairs currently labeled
+`implemented_gold` actually make the canonical gold option uniquely correct on the
+artifact's live execution path?
+
+## Experimental unit
+
+One `(task_id, artifact_id, question_id)` pair. The primary audit population is the
+frozen set satisfying:
+
+```text
+compile_pass == true AND final_label == implemented_gold
+```
+
+in
+`runs_release/reports/artifact_conformance_consensus/final/artifact_conformance_final.csv`.
+
+## Inputs
+
+- Frozen labels: `runs_release/reports/artifact_conformance_consensus/final/artifact_conformance_final.csv`
+- Canonical questions: `benchmarks/questions/scratch_minidb.yaml`,
+  `benchmarks/questions/scratch_nanoweb.yaml`
+- Read-only artifacts: `runs_release/artifacts/build-*`
+- Prior regression set: the two pilot false positives and seven rows in
+  `rebuttal/conformance_spot_audit/disagreement_crosscheck.csv`
+
+The runner validates the CSV question metadata against the YAML banks before any
+model session starts.
+
+## Procedurally blind source-adjudication contract
+
+The model prompt contains the artifact path, canonical question, four options, gold
+option, and specification trace. It does not contain the current implementation
+label, consensus votes, previous audit verdicts, or previous rationales. Each fresh
+primary session reviews all in-scope pairs for exactly one artifact.
+
+For every pair, the reviewer follows the reachable path from entry point through
+dispatch to the code that realizes or fails the complete option. Symbol, keyword,
+README, test-only, and dead-code matches are insufficient. The verdict vocabulary
+is:
+
+- `confirmed_gold`: the complete gold option is uniquely correct on the live path;
+- `non_gold`: exactly one non-gold option uniquely describes the live path;
+- `absent`: the relevant behavior or structure is missing and no option uniquely
+  describes that absence;
+- `ambiguous`: mixed behavior, multiple valid choices, multiple inconsistent choices
+  for a negative-contrast question, or insufficient source evidence prevents a
+  unique answer.
+
+Each verdict requires artifact-relative files, symbols, validated 1-based line spans,
+an explicit reachability check, confidence, and a 1–3 sentence live-path rationale.
+
+## Models and prompts
+
+- Primary: `gpt-5.6-sol`, `ultra`
+- Independent cross-check: `gpt-5.6-terra`, `ultra`
+- Prompt template: `prompts/live_path_v1.md`
+- Prompt version: `full_conformance_live_path_v1`
+
+Both configurations are distinct from the prelabel configurations
+`codex_gpt5_5` and `claude_code_opus_4_7`. They run as fresh, isolated Codex
+sub-agent tasks with `fork_turns=none` within the current workspace boundary. The
+runner records the model id and effort explicitly requested by the parent
+`collaboration.spawn_agent` dispatch, execution engine, prompt version,
+prompt-template hash, rendered-prompt hash, canonical agent-task/session id, and
+validated result hash. The collaboration API does not expose a separate
+model-attestation token or opaque session id, so the output identifies these fields
+as parent-dispatch provenance rather than claiming independent runtime attestation.
+The only supported execution engine is the in-process collaboration dispatcher;
+there is no external CLI execution path, data egress, or model fallback.
+
+## Independent second pass
+
+After all primary sessions finish, the runner selects:
+
+1. every primary `non_gold`, `absent`, or `ambiguous` pair;
+2. exactly `ceil(10% × N)` of the primary `confirmed_gold` pairs, allocated
+   proportionally across task × builder-family strata by largest remainder and
+   selected deterministically with seed `20260728`; and
+3. any of the nine frozen regression keys not already selected.
+
+Selected questions are grouped by artifact. Each represented artifact receives one
+fresh cross-check session whose prompt contains no primary verdict, primary
+rationale, or selection reason. Review conflicts are never self-resolved: a flag
+from either pass enters `disagreements.csv` with author status `pending`.
+
+## Raw evidence and deterministic transformation
+
+Raw session attempts are append-only under `raw/{primary,crosscheck}/`. Every
+attempt stores a manifest, rendered prompt, exact agent assignment, model result,
+validation completion record, and integrity attestation. Failed attempts remain
+present; the canonical selection rule is the latest successful validated and
+attested attempt for the requested `(pass, artifact)` unit.
+
+`integrity_attestation_manifest.json` closes the successful-attempt ledger. For 39
+sessions, the completion record itself contains the result hashes; those rows are
+marked `completion_record_and_parent_verified`. The 43 earlier successful
+completion records predate result-hash recording. Their immutable result bytes are
+bound by a separately appended attestation and are explicitly marked
+`post_hoc_parent_attestation`; the pipeline does not misrepresent those hashes as
+completion-time evidence. Every attestation also records the exact current protocol
+version/hash while stating that the per-attempt `prompt.md`—already frozen and
+hashed in the original request—is the instruction that governed the model output.
+
+`scripts/run_full_conformance_audit.py` deterministically creates the two
+task-specific adjudication CSVs, `disagreements.csv`, validation manifests, evidence
+excerpts, and `report.md`. It refuses to write anywhere below `runs_release/` and
+verifies that the frozen artifact/input tree hash is unchanged after execution.
+It first stages and validates a stable canonical-data generation (the adjudication
+CSVs, disagreements, excerpts, regression check, and validation manifest) under
+`generations/<content-hash>/`, publishes its aliases, and atomically replaces
+`CORE_GENERATION.json`. Sensitivity binds only to that stable core digest; the core
+excludes sensitivity outputs, report text, and release pointers, avoiding a
+self-referential generation cycle. The runner then stages the complete release
+bundle and atomically replaces `CURRENT_GENERATION.json`. Consumers that require
+bundle atomicity must resolve the appropriate pointer and use its immutable
+generation directory.
+
+## Sensitivity analysis
+
+`scripts/analyze_rebuttal_label_sensitivity.py` consumes the generated
+`disagreements.csv` as an additive overlay. For sensitivity only, every unresolved
+flag is treated as a relabeling away from `implemented_gold`; this does not adjudicate
+or mutate the released labels.
+
+## Limitations
+
+The source decisions are independent frontier-model reviews, not human annotations.
+Static reachability tracing can still miss dynamic behavior. Every disagreement
+therefore remains pending author adjudication, and no observed flag rate is presented
+as a population error-rate estimate. Blinding is procedural: fresh no-history agents
+are instructed not to inspect labels, prior audits, selection reasons, or other
+results, and their rendered prompts omit those data. The shared workspace is still
+technically readable, and the collaboration runtime provides no filesystem-access
+trace that could prove non-access.
+
+## Revision log
+
+- `v1` (2026-07-28): frozen full-coverage protocol created before model execution.
+- `v1.1` (2026-07-28): hardened manifest recomputation, result hashing,
+  expected-label regression gates, and sensitivity bundle validation without
+  changing the frozen population, prompts, sampling rule, or any model verdict.
+- `v1.2` (2026-07-28): removed the unused external CLI execution path, added
+  append-only per-attempt integrity attestations with explicit completion-time
+  versus post-hoc hash provenance, and added separate immutable core/release
+  generations with atomic pointers. Sensitivity manifests are versioned and bind
+  only to the stable core digest plus fully hashed semantic inputs. These changes do
+  not alter any prompt, sample, or verdict.

rebuttal/full_conformance_audit/artifact_manifest.csv

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rebuttal/full_conformance_audit/author_decisions.csv

@@ -0,0 +1,44 @@
+task_id,artifact_id,question_id,flag_basis,author_decision,decided_by,decided_on,worksheet_item,rationale
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+scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d,q_nw_12,both_passes,absent_or_ambiguous,author,2026-07-31,#37,not recorded at decision time
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+scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d,q_nw_14,both_passes,absent_or_ambiguous,author,2026-07-31,#39,not recorded at decision time
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+scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480,q_nw_07,primary_only,absent_or_ambiguous,author,2026-07-31,#41,not recorded at decision time
+scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480,q_nw_11,both_passes,absent_or_ambiguous,author,2026-07-31,#42,not recorded at decision time
+scratch_nanoweb,build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480,q_nw_14,both_passes,absent_or_ambiguous,author,2026-07-31,#43,not recorded at decision time

rebuttal/full_conformance_audit/crosscheck_manifest.csv

@@ -0,0 +1,243 @@
+selection_index,task_id,artifact_id,question_id,builder_family,primary_verdict,selection_reason,sample_seed,confirmed_sample_rate
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+2,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1,q_db_03,mimo,ambiguous,primary_flag,20260728,0.10
+3,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1,q_db_06,mimo,ambiguous,primary_flag,20260728,0.10
+4,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1,q_db_07,mimo,absent,primary_flag,20260728,0.10
+5,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1,q_db_08,mimo,absent,primary_flag,20260728,0.10
+6,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1,q_db_09,mimo,ambiguous,primary_flag,20260728,0.10
+7,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1,q_db_12,mimo,ambiguous,primary_flag,20260728,0.10
+8,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811,q_db_02,mimo,absent,primary_flag,20260728,0.10
+9,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811,q_db_03,mimo,absent,primary_flag,20260728,0.10
+10,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811,q_db_05,mimo,non_gold,primary_flag,20260728,0.10
+11,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811,q_db_06,mimo,ambiguous,primary_flag,20260728,0.10
+12,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811,q_db_09,mimo,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+13,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811,q_db_15,mimo,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+14,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,q_db_01,mimo,ambiguous,primary_flag,20260728,0.10
+15,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,q_db_02,mimo,ambiguous,primary_flag,20260728,0.10
+16,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,q_db_03,mimo,ambiguous,primary_flag,20260728,0.10
+17,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,q_db_05,mimo,non_gold,known_regression|primary_flag,20260728,0.10
+18,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,q_db_08,mimo,absent,primary_flag,20260728,0.10
+19,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,q_db_13,mimo,ambiguous,primary_flag,20260728,0.10
+20,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,q_db_15,mimo,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+21,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_02,mimo,ambiguous,known_regression|primary_flag,20260728,0.10
+22,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_03,mimo,ambiguous,primary_flag,20260728,0.10
+23,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_04,mimo,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+24,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_06,mimo,ambiguous,primary_flag,20260728,0.10
+25,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_07,mimo,ambiguous,primary_flag,20260728,0.10
+26,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_08,mimo,ambiguous,primary_flag,20260728,0.10
+27,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_09,mimo,ambiguous,primary_flag,20260728,0.10
+28,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_10,mimo,ambiguous,primary_flag,20260728,0.10
+29,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_12,mimo,ambiguous,primary_flag,20260728,0.10
+30,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,q_db_13,mimo,ambiguous,primary_flag,20260728,0.10
+31,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c,q_db_01,mimo,ambiguous,primary_flag,20260728,0.10
+32,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c,q_db_02,mimo,ambiguous,primary_flag,20260728,0.10
+33,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c,q_db_03,mimo,ambiguous,primary_flag,20260728,0.10
+34,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c,q_db_06,mimo,ambiguous,primary_flag,20260728,0.10
+35,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c,q_db_10,mimo,ambiguous,primary_flag,20260728,0.10
+36,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c,q_db_13,mimo,ambiguous,primary_flag,20260728,0.10
+37,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435,q_db_03,mimo,ambiguous,primary_flag,20260728,0.10
+38,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435,q_db_06,mimo,ambiguous,primary_flag,20260728,0.10
+39,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435,q_db_07,mimo,ambiguous,primary_flag,20260728,0.10
+40,scratch_minidb,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435,q_db_13,mimo,ambiguous,primary_flag,20260728,0.10
+41,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t0-s20260501-2d77e55a,q_db_04,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+42,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t0-s20260501-2d77e55a,q_db_05,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+43,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t0-s20260501-2d77e55a,q_db_09,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+44,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0,q_db_02,claude,ambiguous,primary_flag,20260728,0.10
+45,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0,q_db_03,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+46,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0,q_db_06,claude,absent,primary_flag,20260728,0.10
+47,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0,q_db_12,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+48,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_low-t0-s20260501-cdbba75d,q_db_06,claude,ambiguous,primary_flag,20260728,0.10
+49,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_low-t0-s20260501-cdbba75d,q_db_07,claude,ambiguous,primary_flag,20260728,0.10
+50,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_low-t1-s20260502-5846c7eb,q_db_05,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+51,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_low-t1-s20260502-5846c7eb,q_db_07,claude,ambiguous,primary_flag,20260728,0.10
+52,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_low-t1-s20260502-5846c7eb,q_db_09,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+53,scratch_minidb,build-scratch_minidb-claude_code_opus_4_7_low-t1-s20260502-5846c7eb,q_db_13,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+54,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc,q_db_01,claude,ambiguous,primary_flag,20260728,0.10
+55,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc,q_db_02,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+56,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc,q_db_07,claude,ambiguous,primary_flag,20260728,0.10
+57,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc,q_db_10,claude,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+58,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc,q_db_13,claude,ambiguous,primary_flag,20260728,0.10
+59,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695,q_db_01,claude,ambiguous,primary_flag,20260728,0.10
+60,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695,q_db_02,claude,absent,primary_flag,20260728,0.10
+61,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695,q_db_03,claude,ambiguous,primary_flag,20260728,0.10
+62,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695,q_db_05,claude,non_gold,primary_flag,20260728,0.10
+63,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695,q_db_13,claude,ambiguous,primary_flag,20260728,0.10
+64,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_low-t0-s20260501-dd444f70,q_db_03,claude,ambiguous,primary_flag,20260728,0.10
+65,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_low-t0-s20260501-dd444f70,q_db_13,claude,absent,primary_flag,20260728,0.10
+66,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_low-t1-s20260502-0690460b,q_db_07,claude,ambiguous,primary_flag,20260728,0.10
+67,scratch_minidb,build-scratch_minidb-claude_code_sonnet_4_6_low-t1-s20260502-0690460b,q_db_12,claude,ambiguous,primary_flag,20260728,0.10
+68,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072,q_db_05,codex,non_gold,primary_flag,20260728,0.10
+69,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072,q_db_06,codex,ambiguous,primary_flag,20260728,0.10
+70,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072,q_db_07,codex,ambiguous,primary_flag,20260728,0.10
+71,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072,q_db_10,codex,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+72,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072,q_db_12,codex,ambiguous,primary_flag,20260728,0.10
+73,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t1-s20260502-05500a40,q_db_01,codex,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+74,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t1-s20260502-05500a40,q_db_06,codex,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+75,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_high-t1-s20260502-05500a40,q_db_12,codex,ambiguous,primary_flag,20260728,0.10
+76,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,q_db_02,codex,absent,primary_flag,20260728,0.10
+77,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,q_db_03,codex,ambiguous,primary_flag,20260728,0.10
+78,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,q_db_04,codex,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+79,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,q_db_05,codex,non_gold,primary_flag,20260728,0.10
+80,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,q_db_06,codex,absent,primary_flag,20260728,0.10
+81,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,q_db_07,codex,ambiguous,primary_flag,20260728,0.10
+82,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,q_db_08,codex,absent,primary_flag,20260728,0.10
+83,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,q_db_10,codex,ambiguous,primary_flag,20260728,0.10
+84,scratch_minidb,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,q_db_12,codex,ambiguous,primary_flag,20260728,0.10
+85,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4,q_db_06,codex,ambiguous,primary_flag,20260728,0.10
+86,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4,q_db_08,codex,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+87,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4,q_db_12,codex,ambiguous,primary_flag,20260728,0.10
+88,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173,q_db_07,codex,ambiguous,primary_flag,20260728,0.10
+89,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173,q_db_08,codex,absent,primary_flag,20260728,0.10
+90,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173,q_db_12,codex,ambiguous,primary_flag,20260728,0.10
+91,scratch_minidb,build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173,q_db_14,codex,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+92,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c,q_db_01,codex,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+93,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c,q_db_07,codex,ambiguous,primary_flag,20260728,0.10
+94,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c,q_db_12,codex,ambiguous,primary_flag,20260728,0.10
+95,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c,q_db_13,codex,absent,primary_flag,20260728,0.10
+96,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f,q_db_03,codex,ambiguous,primary_flag,20260728,0.10
+97,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f,q_db_05,codex,non_gold,primary_flag,20260728,0.10
+98,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f,q_db_07,codex,ambiguous,primary_flag,20260728,0.10
+99,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f,q_db_08,codex,absent,primary_flag,20260728,0.10
+100,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f,q_db_12,codex,ambiguous,primary_flag,20260728,0.10
+101,scratch_minidb,build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f,q_db_13,codex,confirmed_gold,confirmed_10pct_stratified_sample,20260728,0.10
+102,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_01,mimo,ambiguous,primary_flag,20260728,0.10
+103,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_02,mimo,ambiguous,primary_flag,20260728,0.10
+104,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_03,mimo,ambiguous,primary_flag,20260728,0.10
+105,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_05,mimo,ambiguous,primary_flag,20260728,0.10
+106,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_06,mimo,ambiguous,primary_flag,20260728,0.10
+107,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_07,mimo,ambiguous,primary_flag,20260728,0.10
+108,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_11,mimo,ambiguous,primary_flag,20260728,0.10
+109,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_12,mimo,ambiguous,primary_flag,20260728,0.10
+110,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_13,mimo,ambiguous,primary_flag,20260728,0.10
+111,scratch_nanoweb,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,q_nw_14,mimo,ambiguous,primary_flag,20260728,0.10
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rebuttal/full_conformance_audit/crosscheck_sampling_manifest.json

@@ -0,0 +1,18 @@
+{
+  "confirmed_population": 389,
+  "confirmed_sample_count": 39,
+  "confirmed_sample_rate": 0.1,
+  "known_regression_count": 9,
+  "primary_flag_count": 203,
+  "seed": 20260728,
+  "selection_hash": "d1c75322411f2e19d28d2b0a9d08f155c47d042cfda0f6aa548c81b45e3eb519",
+  "stratum_allocation": {
+    "scratch_minidb|claude": 10,
+    "scratch_minidb|codex": 8,
+    "scratch_minidb|mimo": 4,
+    "scratch_nanoweb|claude": 8,
+    "scratch_nanoweb|codex": 7,
+    "scratch_nanoweb|mimo": 2
+  },
+  "union_pair_count": 242
+}

rebuttal/full_conformance_audit/execution_manifest.json

@@ -0,0 +1,95 @@
+{
+  "artifact_counts": {
+    "scratch_minidb": 21,
+    "scratch_nanoweb": 20
+  },
+  "artifact_hashes": {
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+    "scratch_nanoweb|build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480": "a4e3c651cf32b9ff2d7c297143cf570e35b0f3e11416158f61b303ffce5800c9"
+  },
+  "artifact_tree_sha256": "39b04d2424103d2064b5eb40936dd194dfb4955a2301d8bb8eb9ab95f2915f5e",
+  "canonical_inputs_are_read_only": true,
+  "codex_cli_version": "not_applicable_collaboration_agent",
+  "codex_path": "",
+  "crosscheck_config": {
+    "model_id": "gpt-5.6-terra",
+    "pass_id": "crosscheck",
+    "reasoning_effort": "ultra"
+  },
+  "crosscheck_confirmed_rate": 0.1,
+  "crosscheck_seed": 20260728,
+  "execution_engine": "collaboration",
+  "experiment_id": "full_conformance_audit_v1",
+  "input_paths": {
+    "labels": "runs_release/reports/artifact_conformance_consensus/final/artifact_conformance_final.csv",
+    "questions_scratch_minidb": "benchmarks/questions/scratch_minidb.yaml",
+    "questions_scratch_nanoweb": "benchmarks/questions/scratch_nanoweb.yaml"
+  },
+  "input_sha256": {
+    "labels": "fda6afc775bcf50724632d8295989a5cd04561a46b6b992017e638c50704dfd4",
+    "questions_scratch_minidb": "909fadd03099d4f4ab28b11022de8cc433914f1f826470eae8fcf7bed67394d6",
+    "questions_scratch_nanoweb": "8545b7ade3314805e4a18d57946e2c33789547abd6a21266062820dfc9f97290"
+  },
+  "pair_counts": {
+    "scratch_minidb": 302,
+    "scratch_nanoweb": 290
+  },
+  "population_artifacts": 41,
+  "population_definition": "compile_pass=true AND final_label=implemented_gold in frozen final labels",
+  "population_pairs": 592,
+  "primary_config": {
+    "model_id": "gpt-5.6-sol",
+    "pass_id": "primary",
+    "reasoning_effort": "ultra"
+  },
+  "prompt_template_path": "rebuttal/full_conformance_audit/prompts/live_path_v1.md",
+  "prompt_template_sha256": "d02a81bb42f2f3cb685c4c8e3d9712f091f3508859a8f82381a79d3c24caef87",
+  "prompt_version": "full_conformance_live_path_v1",
+  "raw_selection_rule": "latest successful validated attempt per pass and artifact",
+  "result_schema_path": "rebuttal/full_conformance_audit/result_schema.json",
+  "result_schema_sha256": "b71b542e8e5e1ca24cf4d0061dfb194ca0b9673aa68fc7a4ee6aff712ef774df",
+  "spec_path": "rebuttal/full_conformance_audit/SPEC.md",
+  "task_order": [
+    "scratch_minidb",
+    "scratch_nanoweb"
+  ]
+}

rebuttal/full_conformance_audit/generations/345e9f073af7b83f6ed35a069afe4c1dc78f9aac5c74e40b09c34b33cc428bfd/generation_manifest.json

@@ -0,0 +1,48 @@
+{
+  "content_sha256": {
+    "disagreements.csv": "07832ae110093b9a55b044dd97a94bf35e8836412e33be9390141bd31ce28ac1",
+    "evidence_excerpts.jsonl": "532d30809cb34412dd349a6f72f05d4ec6615cf8e98fea0f99940f9d4dd943da",
+    "minidb_adjudication.csv": "a1c01056c196698fd3cdebe4e4a94b47d94d4e4c57e3f8982e2a6533d56023aa",
+    "nanoweb_adjudication.csv": "df3abc72153d61164bc93ae4c5653cc1ad59a796d6625472069afd39783e7b23",
+    "regression_check.csv": "3291dca253bd33b1d1b76c63d5b89345b315ba433f64e0212cacc8e74e929070",
+    "validation_manifest.json": "ab4af0b49e41ab6347956a8ba70441fe7348ef78ad6a654d940b016a1884d824"
+  },
+  "execution_manifest_sha256": "00119708908c886f942c4bc1b006877fbf3e3ad146a388c765fd3ed69fdd8058",
+  "generation_id": "345e9f073af7b83f6ed35a069afe4c1dc78f9aac5c74e40b09c34b33cc428bfd",
+  "generation_kind": "core_audit",
+  "generation_path": "rebuttal/full_conformance_audit/generations/345e9f073af7b83f6ed35a069afe4c1dc78f9aac5c74e40b09c34b33cc428bfd",
+  "integrity_attestation_manifest_sha256": "16b9cdb70ced33d3f0aa7e4d67868b62fa98145a85821a6ac0d823dbe7ddc7b8",
+  "manifest_version": "full_conformance_generation_v1",
+  "publication_contract": "This immutable directory is authoritative for its generation kind. Root-level files are convenience aliases; the matching generation pointer is atomically replaced only after every alias is written.",
+  "spec_sha256": "c9f59d63534813c1dc2952bd81b31a463968d84ce0fbf0f1f417a00ee872f18e",
+  "spec_version": "v1.2",
+  "transformation_script_sha256": "cf54e1e3be854ccd7cc120476b79abf4335e1ee39b34d6ff3bc17d5e27346301",
+  "validation": {
+    "author_flag_count": 205,
+    "crosscheck_result_hash_source_counts": {
+      "completion_record_and_parent_verified": 229,
+      "post_hoc_parent_attestation": 13
+    },
+    "crosscheck_rows_with_integrity_attestation": 242,
+    "crosscheck_rows_with_reachability": 242,
+    "crosscheck_selected_pairs": 242,
+    "integrity_attestation_manifest_verified": true,
+    "known_regressions_reproduced_by_both_passes": 9,
+    "known_regressions_reproduced_by_either_pass": 9,
+    "population_artifacts": 41,
+    "population_pairs": 592,
+    "primary_result_hash_source_counts": {
+      "post_hoc_parent_attestation": 592
+    },
+    "primary_rows_with_evidence_spans": 592,
+    "primary_rows_with_integrity_attestation": 592,
+    "primary_rows_with_model_and_prompt": 592,
+    "primary_rows_with_reachability": 592,
+    "result_hash_source_counts": {
+      "completion_record_and_parent_verified": 39,
+      "post_hoc_parent_attestation": 43
+    },
+    "runs_release_tree_verified_unchanged": true,
+    "validated_attempt_attestations": 82
+  }
+}

rebuttal/full_conformance_audit/integrity_attestation_manifest.json

@@ -0,0 +1,1006 @@
+{
+  "attestation_script": "scripts/run_full_conformance_audit.py",
+  "attestation_script_sha256": "cf54e1e3be854ccd7cc120476b79abf4335e1ee39b34d6ff3bc17d5e27346301",
+  "closed_at": "2026-07-28T00:53:27.055359+00:00",
+  "entries": [
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+      "task_id": "scratch_nanoweb",
+      "validated_question_count": 7
+    },
+    {
+      "artifact_id": "build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d",
+      "attempt_path": "rebuttal/full_conformance_audit/raw/crosscheck/scratch_nanoweb/build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d/attempt-001",
+      "completion_time_result_hash_present": true,
+      "integrity_attestation_path": "rebuttal/full_conformance_audit/raw/crosscheck/scratch_nanoweb/build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d/attempt-001/integrity_attestation.json",
+      "integrity_attestation_sha256": "7bccdd040737a299acddc24e5920fb826f2d5d62fd95ab6ca3c0ed1272eca518",
+      "pass_id": "crosscheck",
+      "result_hash_source": "completion_record_and_parent_verified",
+      "selected_result_sha256": "0e888ca040e09a377bcd2b97c7b88e3e8ddf6987398a49f2ccad4c4d0406a3ec",
+      "task_id": "scratch_nanoweb",
+      "validated_question_count": 8
+    },
+    {
+      "artifact_id": "build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480",
+      "attempt_path": "rebuttal/full_conformance_audit/raw/crosscheck/scratch_nanoweb/build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480/attempt-001",
+      "completion_time_result_hash_present": true,
+      "integrity_attestation_path": "rebuttal/full_conformance_audit/raw/crosscheck/scratch_nanoweb/build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480/attempt-001/integrity_attestation.json",
+      "integrity_attestation_sha256": "f628406c699347c41a873799997f7906876a9109831404020cb99abebc1e1f83",
+      "pass_id": "crosscheck",
+      "result_hash_source": "completion_record_and_parent_verified",
+      "selected_result_sha256": "d4093fda503483d933530306de7031963c0acb0f3f52582c689d71b41e44b193",
+      "task_id": "scratch_nanoweb",
+      "validated_question_count": 4
+    }
+  ],
+  "failed_attempt_count": 2,
+  "manifest_version": "full_conformance_integrity_attestation_v1",
+  "pass_counts": {
+    "crosscheck": 41,
+    "primary": 41
+  },
+  "result_hash_source_counts": {
+    "completion_record_and_parent_verified": 39,
+    "post_hoc_parent_attestation": 43
+  },
+  "spec_path": "rebuttal/full_conformance_audit/SPEC.md",
+  "spec_role": "post-hoc protocol integrity for historical attempts; per-attempt prompt.md remains the governing model instruction",
+  "spec_sha256": "c9f59d63534813c1dc2952bd81b31a463968d84ce0fbf0f1f417a00ee872f18e",
+  "spec_version": "v1.2",
+  "validated_attempt_count": 82
+}

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/conditioned_accuracy.csv

@@ -0,0 +1,31 @@
+scenario,slice_id,task_id,artifact_question_pairs,answer_rows,correct_answer_rows,accuracy
+baseline,overall,scratch_minidb,302,10872,10730,0.9869389256806476
+baseline,overall,scratch_nanoweb,290,10440,10354,0.9917624521072796
+baseline,overall,all,592,21312,21084,0.9893018018018018
+baseline,low_prior,scratch_minidb,96,3456,3346,0.9681712962962963
+baseline,low_prior,scratch_nanoweb,100,3600,3560,0.9888888888888889
+baseline,low_prior,all,196,7056,6906,0.9787414965986394
+all_observed_corrected,overall,scratch_minidb,300,10800,10662,0.9872222222222222
+all_observed_corrected,overall,scratch_nanoweb,283,10188,10110,0.9923439340400471
+all_observed_corrected,overall,all,583,20988,20772,0.9897084048027445
+all_observed_corrected,low_prior,scratch_minidb,95,3420,3310,0.9678362573099415
+all_observed_corrected,low_prior,scratch_nanoweb,98,3528,3495,0.9906462585034014
+all_observed_corrected,low_prior,all,193,6948,6805,0.9794185377086931
+author_adjudicated,overall,scratch_minidb,286,10296,10169,0.9876651126651127
+author_adjudicated,overall,scratch_nanoweb,258,9288,9220,0.9926787252368647
+author_adjudicated,overall,all,544,19584,19389,0.9900428921568627
+author_adjudicated,low_prior,scratch_minidb,89,3204,3096,0.9662921348314607
+author_adjudicated,low_prior,scratch_nanoweb,90,3240,3210,0.9907407407407407
+author_adjudicated,low_prior,all,179,6444,6306,0.978584729981378
+fully_adjudicated,overall,scratch_minidb,227,8172,8139,0.9959618208516887
+fully_adjudicated,overall,scratch_nanoweb,170,6120,6116,0.9993464052287582
+fully_adjudicated,overall,all,397,14292,14255,0.9974111390987965
+fully_adjudicated,low_prior,scratch_minidb,64,2304,2280,0.9895833333333334
+fully_adjudicated,low_prior,scratch_nanoweb,70,2520,2516,0.9984126984126984
+fully_adjudicated,low_prior,all,134,4824,4796,0.9941956882255389
+author_adjudicated_plus_unreviewed_flags,overall,scratch_minidb,223,8028,7998,0.9962630792227205
+author_adjudicated_plus_unreviewed_flags,overall,scratch_nanoweb,166,5976,5972,0.999330655957162
+author_adjudicated_plus_unreviewed_flags,overall,all,389,14004,13970,0.9975721222507855
+author_adjudicated_plus_unreviewed_flags,low_prior,scratch_minidb,62,2232,2211,0.9905913978494624
+author_adjudicated_plus_unreviewed_flags,low_prior,scratch_nanoweb,68,2448,2444,0.9983660130718954
+author_adjudicated_plus_unreviewed_flags,low_prior,all,130,4680,4655,0.9946581196581197

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/evidence_audit_overlap.csv

@@ -0,0 +1,61 @@
+scenario,slice_id,audit_label,sampled_answers,on_relabeled_pairs
+baseline,all,Supported,65,0
+baseline,all,Partially supported,3,0
+baseline,all,Unsupported,3,0
+baseline,all,Prior-like,1,0
+baseline,low_prior,Supported,35,0
+baseline,low_prior,Partially supported,0,0
+baseline,low_prior,Unsupported,1,0
+baseline,low_prior,Prior-like,0,0
+baseline,high_prior,Supported,30,0
+baseline,high_prior,Partially supported,3,0
+baseline,high_prior,Unsupported,2,0
+baseline,high_prior,Prior-like,1,0
+all_observed_corrected,all,Supported,65,1
+all_observed_corrected,all,Partially supported,3,0
+all_observed_corrected,all,Unsupported,3,0
+all_observed_corrected,all,Prior-like,1,0
+all_observed_corrected,low_prior,Supported,35,1
+all_observed_corrected,low_prior,Partially supported,0,0
+all_observed_corrected,low_prior,Unsupported,1,0
+all_observed_corrected,low_prior,Prior-like,0,0
+all_observed_corrected,high_prior,Supported,30,0
+all_observed_corrected,high_prior,Partially supported,3,0
+all_observed_corrected,high_prior,Unsupported,2,0
+all_observed_corrected,high_prior,Prior-like,1,0
+author_adjudicated,all,Supported,65,7
+author_adjudicated,all,Partially supported,3,0
+author_adjudicated,all,Unsupported,3,0
+author_adjudicated,all,Prior-like,1,0
+author_adjudicated,low_prior,Supported,35,5
+author_adjudicated,low_prior,Partially supported,0,0
+author_adjudicated,low_prior,Unsupported,1,0
+author_adjudicated,low_prior,Prior-like,0,0
+author_adjudicated,high_prior,Supported,30,2
+author_adjudicated,high_prior,Partially supported,3,0
+author_adjudicated,high_prior,Unsupported,2,0
+author_adjudicated,high_prior,Prior-like,1,0
+fully_adjudicated,all,Supported,65,23
+fully_adjudicated,all,Partially supported,3,0
+fully_adjudicated,all,Unsupported,3,0
+fully_adjudicated,all,Prior-like,1,0
+fully_adjudicated,low_prior,Supported,35,10
+fully_adjudicated,low_prior,Partially supported,0,0
+fully_adjudicated,low_prior,Unsupported,1,0
+fully_adjudicated,low_prior,Prior-like,0,0
+fully_adjudicated,high_prior,Supported,30,13
+fully_adjudicated,high_prior,Partially supported,3,0
+fully_adjudicated,high_prior,Unsupported,2,0
+fully_adjudicated,high_prior,Prior-like,1,0
+author_adjudicated_plus_unreviewed_flags,all,Supported,65,26
+author_adjudicated_plus_unreviewed_flags,all,Partially supported,3,0
+author_adjudicated_plus_unreviewed_flags,all,Unsupported,3,0
+author_adjudicated_plus_unreviewed_flags,all,Prior-like,1,0
+author_adjudicated_plus_unreviewed_flags,low_prior,Supported,35,11
+author_adjudicated_plus_unreviewed_flags,low_prior,Partially supported,0,0
+author_adjudicated_plus_unreviewed_flags,low_prior,Unsupported,1,0
+author_adjudicated_plus_unreviewed_flags,low_prior,Prior-like,0,0
+author_adjudicated_plus_unreviewed_flags,high_prior,Supported,30,15
+author_adjudicated_plus_unreviewed_flags,high_prior,Partially supported,3,0
+author_adjudicated_plus_unreviewed_flags,high_prior,Unsupported,2,0
+author_adjudicated_plus_unreviewed_flags,high_prior,Prior-like,1,0

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/implementation_coverage.csv

@@ -0,0 +1,566 @@
+scenario,scope_id,grain,entity_id,task_id,builder_id,artifact_count,artifact_question_pairs,implemented_gold,implemented_non_gold,absent_or_ambiguous,implementation_coverage
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1,scratch_minidb,claude_code_mimo_v2_5_high,1,15,12,2,1,0.8
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811,scratch_minidb,claude_code_mimo_v2_5_high,1,15,12,1,2,0.8
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3,scratch_minidb,claude_code_mimo_v2_5_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95,scratch_minidb,claude_code_mimo_v2_5_low,1,15,13,2,0,0.8666666666666667
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c,scratch_minidb,claude_code_mimo_v2_5_pro_high,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435,scratch_minidb,claude_code_mimo_v2_5_pro_high,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_mimo_v2_5_pro_low-t0-s20260501-f53e2357,scratch_minidb,claude_code_mimo_v2_5_pro_low,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e387a96b,scratch_minidb,claude_code_mimo_v2_5_pro_low,1,15,13,2,0,0.8666666666666667
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_opus_4_7_high-t0-s20260501-2d77e55a,scratch_minidb,claude_code_opus_4_7_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0,scratch_minidb,claude_code_opus_4_7_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_opus_4_7_low-t0-s20260501-cdbba75d,scratch_minidb,claude_code_opus_4_7_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_opus_4_7_low-t1-s20260502-5846c7eb,scratch_minidb,claude_code_opus_4_7_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc,scratch_minidb,claude_code_sonnet_4_6_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695,scratch_minidb,claude_code_sonnet_4_6_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_sonnet_4_6_low-t0-s20260501-dd444f70,scratch_minidb,claude_code_sonnet_4_6_low,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_minidb-claude_code_sonnet_4_6_low-t1-s20260502-0690460b,scratch_minidb,claude_code_sonnet_4_6_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072,scratch_minidb,codex_gpt5_4_mini_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-codex_gpt5_4_mini_high-t1-s20260502-05500a40,scratch_minidb,codex_gpt5_4_mini_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-codex_gpt5_4_mini_low-t0-s20260501-6923533c,scratch_minidb,codex_gpt5_4_mini_low,1,15,11,3,1,0.7333333333333333
+baseline,artifact_present_all,artifact,build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c,scratch_minidb,codex_gpt5_4_mini_low,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4,scratch_minidb,codex_gpt5_5_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173,scratch_minidb,codex_gpt5_5_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c,scratch_minidb,codex_gpt5_5_low,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f,scratch_minidb,codex_gpt5_5_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0,scratch_nanoweb,claude_code_mimo_v2_5_high,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601,scratch_nanoweb,claude_code_mimo_v2_5_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_mimo_v2_5_low-t0-s20260501-957fa423,scratch_nanoweb,claude_code_mimo_v2_5_low,1,15,0,0,15,0.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f,scratch_nanoweb,claude_code_mimo_v2_5_low,1,15,14,0,1,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_mimo_v2_5_pro_high-t0-s20260501-a6d76cc1,scratch_nanoweb,claude_code_mimo_v2_5_pro_high,1,15,13,2,0,0.8666666666666667
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_mimo_v2_5_pro_high-t1-s20260502-beb8c87d,scratch_nanoweb,claude_code_mimo_v2_5_pro_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t0-s20260501-d22d724b,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51,scratch_nanoweb,claude_code_opus_4_7_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791,scratch_nanoweb,claude_code_opus_4_7_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_opus_4_7_low-t0-s20261501-636b758c,scratch_nanoweb,claude_code_opus_4_7_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88,scratch_nanoweb,claude_code_opus_4_7_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_sonnet_4_6_high-t0-s20261501-05d5b610,scratch_nanoweb,claude_code_sonnet_4_6_high,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_sonnet_4_6_high-t1-s20261502-f19379b3,scratch_nanoweb,claude_code_sonnet_4_6_high,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538,scratch_nanoweb,claude_code_sonnet_4_6_low,1,15,13,2,0,0.8666666666666667
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da,scratch_nanoweb,claude_code_sonnet_4_6_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-codex_gpt5_4_mini_high-t0-s20260501-aa87757d,scratch_nanoweb,codex_gpt5_4_mini_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb,scratch_nanoweb,codex_gpt5_4_mini_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95,scratch_nanoweb,codex_gpt5_4_mini_low,1,15,12,3,0,0.8
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d,scratch_nanoweb,codex_gpt5_4_mini_low,1,15,14,1,0,0.9333333333333333
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-codex_gpt5_5_high-t0-s20260501-b54f0634,scratch_nanoweb,codex_gpt5_5_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82,scratch_nanoweb,codex_gpt5_5_high,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d,scratch_nanoweb,codex_gpt5_5_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,artifact,build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480,scratch_nanoweb,codex_gpt5_5_low,1,15,15,0,0,1.0
+baseline,artifact_present_all,builder,claude_code_mimo_v2_5_high,all,claude_code_mimo_v2_5_high,4,60,53,4,3,0.8833333333333333
+baseline,artifact_present_all,builder,claude_code_mimo_v2_5_low,all,claude_code_mimo_v2_5_low,4,60,42,2,16,0.7
+baseline,artifact_present_all,builder,claude_code_mimo_v2_5_pro_high,all,claude_code_mimo_v2_5_pro_high,4,60,56,4,0,0.9333333333333333
+baseline,artifact_present_all,builder,claude_code_mimo_v2_5_pro_low,all,claude_code_mimo_v2_5_pro_low,4,60,56,4,0,0.9333333333333333
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rebuttal/full_conformance_audit/label_sensitivity_adjudicated/implementation_coverage_changes.csv

@@ -0,0 +1,279 @@
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rebuttal/full_conformance_audit/label_sensitivity_adjudicated/label_accuracy.csv

@@ -0,0 +1,151 @@
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rebuttal/full_conformance_audit/label_sensitivity_adjudicated/perfect_cell_changes.csv

@@ -0,0 +1,117 @@
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+fully_adjudicated,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_sonnet_4_6_high,6,6,5,6,1,1,1,0
+fully_adjudicated,high_effort,scratch_minidb,codex_gpt5_4_mini_high,codex_gpt5_4_mini_high,6,6,4,5,1,1,1,0
+fully_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_high,6,6,4,5,1,1,1,0
+fully_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_pro_high,6,6,2,6,4,1,1,0
+fully_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_sonnet_4_6_high,6,6,5,6,1,1,1,0
+fully_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_4_mini_high,6,6,2,6,4,1,1,0
+fully_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_5_high,6,6,5,6,1,1,1,0
+fully_adjudicated,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_high,6,6,5,6,1,1,1,0
+fully_adjudicated,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_4_mini_high,6,6,3,6,3,1,1,0
+fully_adjudicated,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_5_high,6,6,3,6,3,1,1,0
+fully_adjudicated,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_4_mini_high,6,6,5,6,1,1,1,0
+fully_adjudicated,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_5_high,6,6,5,6,1,1,1,0
+fully_adjudicated,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_high,6,6,5,6,1,1,1,0
+fully_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_5_high,codex_gpt5_4_mini_high,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_pro_low,6,6,4,6,2,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_opus_4_7_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,codex_gpt5_4_mini_low,6,6,3,5,2,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_pro_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,claude_code_opus_4_7_low,codex_gpt5_4_mini_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_low,3,3,0,3,3,0,1,1
+fully_adjudicated,low_effort,scratch_minidb,codex_gpt5_4_mini_low,claude_code_opus_4_7_low,3,3,2,3,1,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,codex_gpt5_4_mini_low,codex_gpt5_4_mini_low,3,3,1,2,1,1,1,0
+fully_adjudicated,low_effort,scratch_minidb,codex_gpt5_5_low,claude_code_mimo_v2_5_low,6,6,4,5,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,codex_gpt5_4_mini_low,3,3,0,3,3,0,1,1
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,codex_gpt5_5_low,3,3,2,3,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_mimo_v2_5_pro_low,3,3,2,3,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,codex_gpt5_4_mini_low,3,3,2,3,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,codex_gpt5_5_low,3,3,2,3,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_pro_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,codex_gpt5_4_mini_low,6,6,3,6,3,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_mimo_v2_5_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_mimo_v2_5_pro_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,codex_gpt5_4_mini_low,6,6,3,6,3,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_sonnet_4_6_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,codex_gpt5_4_mini_low,6,6,5,6,1,1,1,0
+fully_adjudicated,low_effort,scratch_nanoweb,codex_gpt5_5_low,codex_gpt5_5_low,6,6,4,6,2,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_high,6,6,3,6,3,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_pro_high,6,6,2,5,3,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_opus_4_7_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_sonnet_4_6_high,6,6,4,6,2,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,codex_gpt5_4_mini_high,6,6,3,6,3,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,codex_gpt5_5_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_pro_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_sonnet_4_6_high,6,6,4,6,2,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,codex_gpt5_4_mini_high,6,6,4,6,2,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_pro_high,6,6,3,5,2,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_opus_4_7_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_sonnet_4_6_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,codex_gpt5_4_mini_high,codex_gpt5_4_mini_high,6,6,4,6,2,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_high,6,6,4,5,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_pro_high,6,6,2,6,4,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_sonnet_4_6_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_4_mini_high,6,6,2,6,4,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_5_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_4_mini_high,6,6,3,6,3,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_5_high,6,6,3,6,3,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_4_mini_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_5_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,high_effort,scratch_nanoweb,codex_gpt5_5_high,codex_gpt5_4_mini_high,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_pro_low,6,6,4,6,2,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_opus_4_7_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,codex_gpt5_4_mini_low,6,6,3,5,2,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_pro_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,claude_code_opus_4_7_low,codex_gpt5_4_mini_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_low,3,3,0,3,3,0,1,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,codex_gpt5_4_mini_low,claude_code_opus_4_7_low,3,3,2,3,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,codex_gpt5_4_mini_low,codex_gpt5_4_mini_low,3,3,1,2,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,codex_gpt5_5_low,claude_code_mimo_v2_5_low,6,6,4,5,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,codex_gpt5_4_mini_low,3,3,0,3,3,0,1,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,codex_gpt5_5_low,3,3,2,3,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_mimo_v2_5_pro_low,3,3,2,3,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,codex_gpt5_4_mini_low,3,3,2,3,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,codex_gpt5_5_low,3,3,2,3,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_pro_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,codex_gpt5_4_mini_low,6,6,3,6,3,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_mimo_v2_5_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_mimo_v2_5_pro_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,codex_gpt5_4_mini_low,6,6,3,6,3,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_sonnet_4_6_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,codex_gpt5_4_mini_low,6,6,5,6,1,1,1,0
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_5_low,codex_gpt5_5_low,6,6,4,6,2,1,1,0

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/perfect_cell_summary.csv

@@ -0,0 +1,661 @@
+scenario,panel_id,task_id,builder_id,finder_id,run_count,perfect_runs,contributes_to_perfect_gate
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_high,6,3,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_pro_high,6,2,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_opus_4_7_high,6,5,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_sonnet_4_6_high,6,4,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,codex_gpt5_4_mini_high,6,3,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,codex_gpt5_5_high,6,5,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_mimo_v2_5_high,6,5,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_mimo_v2_5_pro_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_opus_4_7_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_sonnet_4_6_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,codex_gpt5_4_mini_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,codex_gpt5_5_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_pro_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_opus_4_7_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_sonnet_4_6_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_opus_4_7_high,codex_gpt5_4_mini_high,6,5,1
+baseline,high_effort,scratch_minidb,claude_code_opus_4_7_high,codex_gpt5_5_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_high,6,5,1
+baseline,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_pro_high,6,5,1
+baseline,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_opus_4_7_high,6,6,1
+baseline,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_sonnet_4_6_high,6,4,1
+baseline,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,codex_gpt5_4_mini_high,6,4,1
+baseline,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,codex_gpt5_5_high,6,6,1
+baseline,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_high,6,5,1
+baseline,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_pro_high,6,3,1
+baseline,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_opus_4_7_high,6,5,1
+baseline,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_sonnet_4_6_high,6,5,1
+baseline,high_effort,scratch_minidb,codex_gpt5_4_mini_high,codex_gpt5_4_mini_high,6,4,1
+baseline,high_effort,scratch_minidb,codex_gpt5_4_mini_high,codex_gpt5_5_high,6,6,1
+baseline,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_high,6,4,1
+baseline,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_pro_high,6,2,1
+baseline,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_opus_4_7_high,6,6,1
+baseline,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_sonnet_4_6_high,6,5,1
+baseline,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_4_mini_high,6,2,1
+baseline,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_5_high,6,5,1
+baseline,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_high,6,5,1
+baseline,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_pro_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_opus_4_7_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_sonnet_4_6_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_4_mini_high,6,3,1
+baseline,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_5_high,6,3,1
+baseline,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_pro_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_opus_4_7_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_sonnet_4_6_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_4_mini_high,6,5,1
+baseline,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_5_high,6,5,1
+baseline,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_high,6,5,1
+baseline,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_pro_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_opus_4_7_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_sonnet_4_6_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,codex_gpt5_4_mini_high,6,6,1
+baseline,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,codex_gpt5_5_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_pro_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_opus_4_7_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_sonnet_4_6_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,codex_gpt5_4_mini_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,codex_gpt5_5_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_5_high,claude_code_mimo_v2_5_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_5_high,claude_code_mimo_v2_5_pro_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_5_high,claude_code_opus_4_7_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_5_high,claude_code_sonnet_4_6_high,6,6,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_5_high,codex_gpt5_4_mini_high,6,5,1
+baseline,high_effort,scratch_nanoweb,codex_gpt5_5_high,codex_gpt5_5_high,6,6,1
+baseline,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_low,6,5,1
+baseline,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_pro_low,6,4,1
+baseline,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_opus_4_7_low,6,5,1
+baseline,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_sonnet_4_6_low,6,6,1
+baseline,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,codex_gpt5_4_mini_low,6,3,1
+baseline,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,codex_gpt5_5_low,6,6,1
+baseline,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_low,6,5,1
+baseline,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_pro_low,6,5,1
+baseline,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_opus_4_7_low,6,6,1
+baseline,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_sonnet_4_6_low,6,6,1
+baseline,low_effort,scratch_minidb,claude_code_opus_4_7_low,codex_gpt5_4_mini_low,6,5,1
+baseline,low_effort,scratch_minidb,claude_code_opus_4_7_low,codex_gpt5_5_low,6,6,1
+baseline,low_effort,scratch_minidb,claude_code_sonnet_4_6_low,claude_code_mimo_v2_5_low,6,4,1
+baseline,low_effort,scratch_minidb,claude_code_sonnet_4_6_low,claude_code_mimo_v2_5_pro_low,6,6,1
+baseline,low_effort,scratch_minidb,claude_code_sonnet_4_6_low,claude_code_opus_4_7_low,6,6,1
+baseline,low_effort,scratch_minidb,claude_code_sonnet_4_6_low,claude_code_sonnet_4_6_low,6,6,1
+baseline,low_effort,scratch_minidb,claude_code_sonnet_4_6_low,codex_gpt5_4_mini_low,6,5,1
+baseline,low_effort,scratch_minidb,claude_code_sonnet_4_6_low,codex_gpt5_5_low,6,6,1
+baseline,low_effort,scratch_minidb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_low,3,0,0
+baseline,low_effort,scratch_minidb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_pro_low,3,3,1
+baseline,low_effort,scratch_minidb,codex_gpt5_4_mini_low,claude_code_opus_4_7_low,3,2,1
+baseline,low_effort,scratch_minidb,codex_gpt5_4_mini_low,claude_code_sonnet_4_6_low,3,3,1
+baseline,low_effort,scratch_minidb,codex_gpt5_4_mini_low,codex_gpt5_4_mini_low,3,1,1
+baseline,low_effort,scratch_minidb,codex_gpt5_4_mini_low,codex_gpt5_5_low,3,3,1
+baseline,low_effort,scratch_minidb,codex_gpt5_5_low,claude_code_mimo_v2_5_low,6,4,1
+baseline,low_effort,scratch_minidb,codex_gpt5_5_low,claude_code_mimo_v2_5_pro_low,6,4,1
+baseline,low_effort,scratch_minidb,codex_gpt5_5_low,claude_code_opus_4_7_low,6,6,1
+baseline,low_effort,scratch_minidb,codex_gpt5_5_low,claude_code_sonnet_4_6_low,6,5,1
+baseline,low_effort,scratch_minidb,codex_gpt5_5_low,codex_gpt5_4_mini_low,6,5,1
+baseline,low_effort,scratch_minidb,codex_gpt5_5_low,codex_gpt5_5_low,6,6,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_low,3,3,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_pro_low,3,3,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,claude_code_opus_4_7_low,3,3,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,claude_code_sonnet_4_6_low,3,3,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,codex_gpt5_4_mini_low,3,0,0
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,codex_gpt5_5_low,3,2,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_mimo_v2_5_low,3,3,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_mimo_v2_5_pro_low,3,2,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_opus_4_7_low,3,3,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_sonnet_4_6_low,3,3,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,codex_gpt5_4_mini_low,3,2,1
+baseline,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,codex_gpt5_5_low,3,2,1
+baseline,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_low,6,6,1
+baseline,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_pro_low,6,5,1
+baseline,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,claude_code_opus_4_7_low,6,6,1
+baseline,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,claude_code_sonnet_4_6_low,6,6,1
+baseline,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,codex_gpt5_4_mini_low,6,3,1
+baseline,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,codex_gpt5_5_low,6,6,1
+baseline,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_mimo_v2_5_low,6,5,1
+baseline,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_mimo_v2_5_pro_low,6,5,1
+baseline,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_opus_4_7_low,6,6,1
+baseline,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_sonnet_4_6_low,6,6,1
+baseline,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,codex_gpt5_4_mini_low,6,3,1
+baseline,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,codex_gpt5_5_low,6,6,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_low,6,5,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_pro_low,6,6,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_opus_4_7_low,6,6,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_sonnet_4_6_low,6,5,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,codex_gpt5_4_mini_low,6,5,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,codex_gpt5_5_low,6,6,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_mimo_v2_5_low,6,6,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_mimo_v2_5_pro_low,6,6,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_opus_4_7_low,6,6,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_sonnet_4_6_low,6,6,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_5_low,codex_gpt5_4_mini_low,6,6,1
+baseline,low_effort,scratch_nanoweb,codex_gpt5_5_low,codex_gpt5_5_low,6,4,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_high,6,3,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_pro_high,6,2,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_opus_4_7_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_sonnet_4_6_high,6,4,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,codex_gpt5_4_mini_high,6,3,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,codex_gpt5_5_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_mimo_v2_5_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_mimo_v2_5_pro_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_opus_4_7_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_sonnet_4_6_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,codex_gpt5_4_mini_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,codex_gpt5_5_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_pro_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_opus_4_7_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_sonnet_4_6_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_opus_4_7_high,codex_gpt5_4_mini_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_opus_4_7_high,codex_gpt5_5_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_pro_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_opus_4_7_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_sonnet_4_6_high,6,4,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,codex_gpt5_4_mini_high,6,4,1
+all_observed_corrected,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,codex_gpt5_5_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_pro_high,6,3,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_opus_4_7_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_sonnet_4_6_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_4_mini_high,codex_gpt5_4_mini_high,6,4,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_4_mini_high,codex_gpt5_5_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_high,6,4,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_pro_high,6,2,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_opus_4_7_high,6,6,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_sonnet_4_6_high,6,5,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_4_mini_high,6,2,1
+all_observed_corrected,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_5_high,6,5,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_high,6,5,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_pro_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_opus_4_7_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_sonnet_4_6_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_4_mini_high,6,3,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_5_high,6,3,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_pro_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_opus_4_7_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_sonnet_4_6_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_4_mini_high,6,5,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_5_high,6,5,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_high,6,5,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_pro_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_opus_4_7_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_sonnet_4_6_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,codex_gpt5_4_mini_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,codex_gpt5_5_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_pro_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_opus_4_7_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_sonnet_4_6_high,6,6,1
+all_observed_corrected,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,codex_gpt5_4_mini_high,6,6,1
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+all_observed_corrected,high_effort,scratch_nanoweb,codex_gpt5_5_high,codex_gpt5_5_high,6,6,1
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+all_observed_corrected,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_pro_low,6,4,1
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+all_observed_corrected,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_opus_4_7_low,6,6,1
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+all_observed_corrected,low_effort,scratch_minidb,claude_code_sonnet_4_6_low,claude_code_opus_4_7_low,6,6,1
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+all_observed_corrected,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_pro_low,3,3,1
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+all_observed_corrected,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_opus_4_7_low,6,6,1
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+all_observed_corrected,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,codex_gpt5_4_mini_low,6,3,1
+all_observed_corrected,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,codex_gpt5_5_low,6,6,1
+all_observed_corrected,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_low,6,5,1
+all_observed_corrected,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,claude_code_mimo_v2_5_pro_low,6,6,1
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+all_observed_corrected,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,codex_gpt5_4_mini_low,6,5,1
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+all_observed_corrected,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_mimo_v2_5_pro_low,6,6,1
+all_observed_corrected,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_opus_4_7_low,6,6,1
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+all_observed_corrected,low_effort,scratch_nanoweb,codex_gpt5_5_low,codex_gpt5_4_mini_low,6,6,1
+all_observed_corrected,low_effort,scratch_nanoweb,codex_gpt5_5_low,codex_gpt5_5_low,6,4,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_high,6,3,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_pro_high,6,2,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_opus_4_7_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,claude_code_sonnet_4_6_high,6,4,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,codex_gpt5_4_mini_high,6,3,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_high,codex_gpt5_5_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_mimo_v2_5_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_mimo_v2_5_pro_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_opus_4_7_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,claude_code_sonnet_4_6_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,codex_gpt5_4_mini_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_mimo_v2_5_pro_high,codex_gpt5_5_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_pro_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_opus_4_7_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_opus_4_7_high,claude_code_sonnet_4_6_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_opus_4_7_high,codex_gpt5_4_mini_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_opus_4_7_high,codex_gpt5_5_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_pro_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_opus_4_7_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,claude_code_sonnet_4_6_high,6,4,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,codex_gpt5_4_mini_high,6,4,1
+author_adjudicated,high_effort,scratch_minidb,claude_code_sonnet_4_6_high,codex_gpt5_5_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_pro_high,6,3,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_opus_4_7_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_4_mini_high,claude_code_sonnet_4_6_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_4_mini_high,codex_gpt5_4_mini_high,6,4,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_4_mini_high,codex_gpt5_5_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_high,6,4,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_mimo_v2_5_pro_high,6,2,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_opus_4_7_high,6,6,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,claude_code_sonnet_4_6_high,6,5,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_4_mini_high,6,2,1
+author_adjudicated,high_effort,scratch_minidb,codex_gpt5_5_high,codex_gpt5_5_high,6,5,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_high,6,5,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_mimo_v2_5_pro_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_opus_4_7_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,claude_code_sonnet_4_6_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_4_mini_high,6,3,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_mimo_v2_5_high,codex_gpt5_5_high,6,3,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_mimo_v2_5_pro_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_opus_4_7_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,claude_code_sonnet_4_6_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_4_mini_high,6,5,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_opus_4_7_high,codex_gpt5_5_high,6,5,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_high,6,5,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_mimo_v2_5_pro_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_opus_4_7_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,claude_code_sonnet_4_6_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,codex_gpt5_4_mini_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,claude_code_sonnet_4_6_high,codex_gpt5_5_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_mimo_v2_5_pro_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_opus_4_7_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,claude_code_sonnet_4_6_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,codex_gpt5_4_mini_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_4_mini_high,codex_gpt5_5_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_5_high,claude_code_mimo_v2_5_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_5_high,claude_code_mimo_v2_5_pro_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_5_high,claude_code_opus_4_7_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_5_high,claude_code_sonnet_4_6_high,6,6,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_5_high,codex_gpt5_4_mini_high,6,5,1
+author_adjudicated,high_effort,scratch_nanoweb,codex_gpt5_5_high,codex_gpt5_5_high,6,6,1
+author_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_low,6,5,1
+author_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_pro_low,6,4,1
+author_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_opus_4_7_low,6,5,1
+author_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,claude_code_sonnet_4_6_low,6,6,1
+author_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,codex_gpt5_4_mini_low,6,4,1
+author_adjudicated,low_effort,scratch_minidb,claude_code_mimo_v2_5_low,codex_gpt5_5_low,6,6,1
+author_adjudicated,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_low,6,5,1
+author_adjudicated,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_mimo_v2_5_pro_low,6,5,1
+author_adjudicated,low_effort,scratch_minidb,claude_code_opus_4_7_low,claude_code_opus_4_7_low,6,6,1
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+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,codex_gpt5_5_low,codex_gpt5_4_mini_low,6,5,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_minidb,codex_gpt5_5_low,codex_gpt5_5_low,6,6,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_low,3,3,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,claude_code_mimo_v2_5_pro_low,3,3,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_low,claude_code_opus_4_7_low,3,3,1
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+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_mimo_v2_5_low,3,3,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_mimo_v2_5_pro_low,3,3,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_opus_4_7_low,3,3,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_mimo_v2_5_pro_low,claude_code_sonnet_4_6_low,3,3,1
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+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_opus_4_7_low,claude_code_opus_4_7_low,6,6,1
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+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,claude_code_sonnet_4_6_low,claude_code_opus_4_7_low,6,6,1
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+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,codex_gpt5_4_mini_low,6,6,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_4_mini_low,codex_gpt5_5_low,6,6,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_mimo_v2_5_low,6,6,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_mimo_v2_5_pro_low,6,6,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_opus_4_7_low,6,6,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_5_low,claude_code_sonnet_4_6_low,6,6,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_5_low,codex_gpt5_4_mini_low,6,6,1
+author_adjudicated_plus_unreviewed_flags,low_effort,scratch_nanoweb,codex_gpt5_5_low,codex_gpt5_5_low,6,6,1

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/perfect_run_summary.csv

@@ -0,0 +1,11 @@
+scenario,panel_id,find_runs,perfect_runs,perfect_run_rate,observed_cells,contributing_perfect_cells,perfect_cell_coverage
+baseline,high_effort,396,343,0.8661616161616161,66,66,1.0
+baseline,low_effort,342,296,0.8654970760233918,66,64,0.9696969696969697
+all_observed_corrected,high_effort,396,343,0.8661616161616161,66,66,1.0
+all_observed_corrected,low_effort,342,301,0.8801169590643275,66,64,0.9696969696969697
+author_adjudicated,high_effort,396,343,0.8661616161616161,66,66,1.0
+author_adjudicated,low_effort,342,312,0.9122807017543859,66,65,0.9848484848484849
+fully_adjudicated,high_effort,396,388,0.9797979797979798,66,66,1.0
+fully_adjudicated,low_effort,342,332,0.9707602339181286,66,66,1.0
+author_adjudicated_plus_unreviewed_flags,high_effort,396,390,0.9848484848484849,66,66,1.0
+author_adjudicated_plus_unreviewed_flags,low_effort,342,332,0.9707602339181286,66,66,1.0

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/question_labels.csv

@@ -0,0 +1,151 @@
+scenario,task_id,question_id,compile_pass_artifacts,baseline_implemented_gold,scenario_implemented_gold,relabeled_pairs
+baseline,scratch_minidb,q_db_01,21,20,20,0
+baseline,scratch_minidb,q_db_02,21,21,21,0
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+baseline,scratch_minidb,q_db_05,21,18,18,0
+baseline,scratch_minidb,q_db_06,21,20,20,0
+baseline,scratch_minidb,q_db_07,21,20,20,0
+baseline,scratch_minidb,q_db_08,21,20,20,0
+baseline,scratch_minidb,q_db_09,21,21,21,0
+baseline,scratch_minidb,q_db_10,21,21,21,0
+baseline,scratch_minidb,q_db_11,21,21,21,0
+baseline,scratch_minidb,q_db_12,21,21,21,0
+baseline,scratch_minidb,q_db_13,21,18,18,0
+baseline,scratch_minidb,q_db_14,21,21,21,0
+baseline,scratch_minidb,q_db_15,21,18,18,0
+baseline,scratch_nanoweb,q_nw_01,20,20,20,0
+baseline,scratch_nanoweb,q_nw_02,20,20,20,0
+baseline,scratch_nanoweb,q_nw_03,20,20,20,0
+baseline,scratch_nanoweb,q_nw_04,20,20,20,0
+baseline,scratch_nanoweb,q_nw_05,20,20,20,0
+baseline,scratch_nanoweb,q_nw_06,20,19,19,0
+baseline,scratch_nanoweb,q_nw_07,20,20,20,0
+baseline,scratch_nanoweb,q_nw_08,20,19,19,0
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+baseline,scratch_nanoweb,q_nw_14,20,20,20,0
+baseline,scratch_nanoweb,q_nw_15,20,13,13,0
+all_observed_corrected,scratch_minidb,q_db_01,21,20,20,0
+all_observed_corrected,scratch_minidb,q_db_02,21,21,20,1
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+author_adjudicated_plus_unreviewed_flags,scratch_nanoweb,q_nw_14,20,20,0,20
+author_adjudicated_plus_unreviewed_flags,scratch_nanoweb,q_nw_15,20,13,7,6

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/rb_rank_changes.csv

@@ -0,0 +1,49 @@
+scenario,panel_id,builder_id,baseline_rank,scenario_rank,rank_delta,baseline_score,scenario_score,score_delta,baseline_n_cells,scenario_n_cells,baseline_cell_coverage,scenario_cell_coverage,ranking_changed
+all_observed_corrected,high_effort,claude_code_mimo_v2_5_high,5,5,0,1.636425809371977,1.636425809371977,0.0,12,12,1.0,1.0,0
+all_observed_corrected,high_effort,claude_code_mimo_v2_5_pro_high,6,6,0,1.9757004536137432,1.9757004536137432,0.0,6,6,0.5,0.5,0
+all_observed_corrected,high_effort,claude_code_opus_4_7_high,3,3,0,1.5136031594528994,1.5136031594528994,0.0,12,12,1.0,1.0,0
+all_observed_corrected,high_effort,claude_code_sonnet_4_6_high,4,4,0,1.579744922526917,1.579744922526917,0.0,12,12,1.0,1.0,0
+all_observed_corrected,high_effort,codex_gpt5_4_mini_high,2,2,0,1.3200386623045202,1.3200386623045202,0.0,12,12,1.0,1.0,0
+all_observed_corrected,high_effort,codex_gpt5_5_high,1,1,0,1.0327009133690543,1.0327009133690543,0.0,12,12,1.0,1.0,0
+all_observed_corrected,low_effort,claude_code_mimo_v2_5_low,6,6,0,1.9306209797000122,1.9269203218911604,-0.0037006578088518705,11,11,0.9166666666666666,0.9166666666666666,0
+all_observed_corrected,low_effort,claude_code_mimo_v2_5_pro_low,4,4,0,1.7932734743590766,1.7932734743590766,0.0,6,6,0.5,0.5,0
+all_observed_corrected,low_effort,claude_code_opus_4_7_low,3,3,0,1.7491689317956856,1.733310902640277,-0.01585802915540846,12,12,1.0,1.0,0
+all_observed_corrected,low_effort,claude_code_sonnet_4_6_low,5,5,0,1.8743131558709898,1.8743131558709898,0.0,12,12,1.0,1.0,0
+all_observed_corrected,low_effort,codex_gpt5_4_mini_low,2,2,0,1.1514054025130245,1.1514054025130245,0.0,11,11,0.9166666666666666,0.9166666666666666,0
+all_observed_corrected,low_effort,codex_gpt5_5_low,1,1,0,1.1509909251760104,1.1509909251760104,0.0,12,12,1.0,1.0,0
+author_adjudicated,high_effort,claude_code_mimo_v2_5_high,5,5,0,1.636425809371977,1.636425809371977,0.0,12,12,1.0,1.0,0
+author_adjudicated,high_effort,claude_code_mimo_v2_5_pro_high,6,6,0,1.9757004536137432,1.9757004536137432,0.0,6,6,0.5,0.5,0
+author_adjudicated,high_effort,claude_code_opus_4_7_high,3,3,0,1.5136031594528994,1.5136031594528994,0.0,12,12,1.0,1.0,0
+author_adjudicated,high_effort,claude_code_sonnet_4_6_high,4,4,0,1.579744922526917,1.579744922526917,0.0,12,12,1.0,1.0,0
+author_adjudicated,high_effort,codex_gpt5_4_mini_high,2,2,0,1.3200386623045202,1.3200386623045202,0.0,12,12,1.0,1.0,0
+author_adjudicated,high_effort,codex_gpt5_5_high,1,1,0,1.0327009133690543,1.0327009133690543,0.0,12,12,1.0,1.0,0
+author_adjudicated,low_effort,claude_code_mimo_v2_5_low,6,6,0,1.9306209797000122,1.952362342266008,0.02174136256599568,11,11,0.9166666666666666,0.9166666666666666,0
+author_adjudicated,low_effort,claude_code_mimo_v2_5_pro_low,4,4,0,1.7932734743590766,1.7880898991374226,-0.005183575221654024,6,6,0.5,0.5,0
+author_adjudicated,low_effort,claude_code_opus_4_7_low,3,3,0,1.7491689317956856,1.7538432002692042,0.004674268473518595,12,12,1.0,1.0,0
+author_adjudicated,low_effort,claude_code_sonnet_4_6_low,5,5,0,1.8743131558709898,1.8965157252470528,0.02220256937606302,12,12,1.0,1.0,0
+author_adjudicated,low_effort,codex_gpt5_4_mini_low,2,1,-1,1.1514054025130245,1.1280489578130009,-0.023356444700023626,11,12,0.9166666666666666,1.0,1
+author_adjudicated,low_effort,codex_gpt5_5_low,1,2,1,1.1509909251760104,1.1681123411269227,0.017121415950912322,12,12,1.0,1.0,1
+fully_adjudicated,high_effort,claude_code_mimo_v2_5_high,5,5,0,1.636425809371977,1.6018232131240895,-0.03460259624788753,12,12,1.0,1.0,0
+fully_adjudicated,high_effort,claude_code_mimo_v2_5_pro_high,6,6,0,1.9757004536137432,1.9275224298588476,-0.04817802375489566,6,6,0.5,0.5,0
+fully_adjudicated,high_effort,claude_code_opus_4_7_high,3,3,0,1.5136031594528994,1.5016295692785568,-0.011973590174342519,12,12,1.0,1.0,0
+fully_adjudicated,high_effort,claude_code_sonnet_4_6_high,4,4,0,1.579744922526917,1.5574926202384751,-0.022252302288441772,12,12,1.0,1.0,0
+fully_adjudicated,high_effort,codex_gpt5_4_mini_high,2,2,0,1.3200386623045202,1.3135155055307215,-0.006523156773798666,12,12,1.0,1.0,0
+fully_adjudicated,high_effort,codex_gpt5_5_high,1,1,0,1.0327009133690543,1.0327009133690543,0.0,12,12,1.0,1.0,0
+fully_adjudicated,low_effort,claude_code_mimo_v2_5_low,6,6,0,1.9306209797000122,1.9828628287280032,0.052241849027991005,11,12,0.9166666666666666,1.0,0
+fully_adjudicated,low_effort,claude_code_mimo_v2_5_pro_low,4,4,0,1.7932734743590766,1.835782445102348,0.04250897074327131,6,6,0.5,0.5,0
+fully_adjudicated,low_effort,claude_code_opus_4_7_low,3,3,0,1.7491689317956856,1.7368316190967958,-0.012337312698889713,12,12,1.0,1.0,0
+fully_adjudicated,low_effort,claude_code_sonnet_4_6_low,5,5,0,1.8743131558709898,1.8934174988797519,0.01910434300876207,12,12,1.0,1.0,0
+fully_adjudicated,low_effort,codex_gpt5_4_mini_low,2,1,-1,1.1514054025130245,1.1280489578130009,-0.023356444700023626,11,12,0.9166666666666666,1.0,1
+fully_adjudicated,low_effort,codex_gpt5_5_low,1,2,1,1.1509909251760104,1.1681123411269227,0.017121415950912322,12,12,1.0,1.0,1
+author_adjudicated_plus_unreviewed_flags,high_effort,claude_code_mimo_v2_5_high,5,5,0,1.636425809371977,1.6018232131240895,-0.03460259624788753,12,12,1.0,1.0,0
+author_adjudicated_plus_unreviewed_flags,high_effort,claude_code_mimo_v2_5_pro_high,6,6,0,1.9757004536137432,1.9275224298588476,-0.04817802375489566,6,6,0.5,0.5,0
+author_adjudicated_plus_unreviewed_flags,high_effort,claude_code_opus_4_7_high,3,3,0,1.5136031594528994,1.5016295692785568,-0.011973590174342519,12,12,1.0,1.0,0
+author_adjudicated_plus_unreviewed_flags,high_effort,claude_code_sonnet_4_6_high,4,4,0,1.579744922526917,1.5574926202384751,-0.022252302288441772,12,12,1.0,1.0,0
+author_adjudicated_plus_unreviewed_flags,high_effort,codex_gpt5_4_mini_high,2,2,0,1.3200386623045202,1.3099504533575956,-0.010088208946924526,12,12,1.0,1.0,0
+author_adjudicated_plus_unreviewed_flags,high_effort,codex_gpt5_5_high,1,1,0,1.0327009133690543,1.0327009133690543,0.0,12,12,1.0,1.0,0
+author_adjudicated_plus_unreviewed_flags,low_effort,claude_code_mimo_v2_5_low,6,6,0,1.9306209797000122,1.9828628287280032,0.052241849027991005,11,12,0.9166666666666666,1.0,0
+author_adjudicated_plus_unreviewed_flags,low_effort,claude_code_mimo_v2_5_pro_low,4,4,0,1.7932734743590766,1.835782445102348,0.04250897074327131,6,6,0.5,0.5,0
+author_adjudicated_plus_unreviewed_flags,low_effort,claude_code_opus_4_7_low,3,3,0,1.7491689317956856,1.7368316190967958,-0.012337312698889713,12,12,1.0,1.0,0
+author_adjudicated_plus_unreviewed_flags,low_effort,claude_code_sonnet_4_6_low,5,5,0,1.8743131558709898,1.8934174988797519,0.01910434300876207,12,12,1.0,1.0,0
+author_adjudicated_plus_unreviewed_flags,low_effort,codex_gpt5_4_mini_low,2,1,-1,1.1514054025130245,1.1280489578130009,-0.023356444700023626,11,12,0.9166666666666666,1.0,1
+author_adjudicated_plus_unreviewed_flags,low_effort,codex_gpt5_5_low,1,2,1,1.1509909251760104,1.1681123411269227,0.017121415950912322,12,12,1.0,1.0,1

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/rb_rankings.csv

@@ -0,0 +1,61 @@
+scenario,panel_id,builder_id,rank,score,n_cells,max_cells,cell_coverage,perfect_runs_contributing,mean_cell_accuracy,mean_question_count
+baseline,high_effort,codex_gpt5_5_high,1,1.0327009133690543,12,12,1.0,59,0.987962962962963,15.0
+baseline,high_effort,codex_gpt5_4_mini_high,2,1.3200386623045202,12,12,1.0,64,0.9907407407407408,15.0
+baseline,high_effort,claude_code_opus_4_7_high,3,1.5136031594528994,12,12,1.0,69,0.9962962962962963,15.0
+baseline,high_effort,claude_code_sonnet_4_6_high,4,1.579744922526917,12,12,1.0,65,0.9934523809523809,14.5
+baseline,high_effort,claude_code_mimo_v2_5_high,5,1.636425809371977,12,12,1.0,51,0.970138888888889,13.25
+baseline,high_effort,claude_code_mimo_v2_5_pro_high,6,1.9757004536137432,6,12,0.5,35,0.998015873015873,14.0
+baseline,low_effort,codex_gpt5_5_low,1,1.1509909251760104,12,12,1.0,64,0.9914682539682539,14.75
+baseline,low_effort,codex_gpt5_4_mini_low,2,1.1514054025130245,11,12,0.9166666666666666,45,0.9902597402597402,13.454545454545455
+baseline,low_effort,claude_code_opus_4_7_low,3,1.7491689317956856,12,12,1.0,65,0.9935185185185186,15.0
+baseline,low_effort,claude_code_mimo_v2_5_pro_low,4,1.7932734743590766,6,12,0.5,15,0.9888888888888889,15.0
+baseline,low_effort,claude_code_sonnet_4_6_low,5,1.8743131558709898,12,12,1.0,64,0.990964590964591,14.25
+baseline,low_effort,claude_code_mimo_v2_5_low,6,1.9306209797000122,11,12,0.9166666666666666,43,0.9886668886668887,14.0
+all_observed_corrected,high_effort,codex_gpt5_5_high,1,1.0327009133690543,12,12,1.0,59,0.987962962962963,15.0
+all_observed_corrected,high_effort,codex_gpt5_4_mini_high,2,1.3200386623045202,12,12,1.0,64,0.9907407407407408,15.0
+all_observed_corrected,high_effort,claude_code_opus_4_7_high,3,1.5136031594528994,12,12,1.0,69,0.9970899470899471,14.5
+all_observed_corrected,high_effort,claude_code_sonnet_4_6_high,4,1.579744922526917,12,12,1.0,65,0.9934523809523809,14.5
+all_observed_corrected,high_effort,claude_code_mimo_v2_5_high,5,1.636425809371977,12,12,1.0,51,0.9694113756613757,13.0
+all_observed_corrected,high_effort,claude_code_mimo_v2_5_pro_high,6,1.9757004536137432,6,12,0.5,35,0.998015873015873,14.0
+all_observed_corrected,low_effort,codex_gpt5_5_low,1,1.1509909251760104,12,12,1.0,64,0.9914682539682539,14.5
+all_observed_corrected,low_effort,codex_gpt5_4_mini_low,2,1.1514054025130245,11,12,0.9166666666666666,45,0.9902597402597402,13.181818181818182
+all_observed_corrected,low_effort,claude_code_opus_4_7_low,3,1.733310902640277,12,12,1.0,69,0.9972222222222222,14.75
+all_observed_corrected,low_effort,claude_code_mimo_v2_5_pro_low,4,1.7932734743590766,6,12,0.5,15,0.9888888888888889,15.0
+all_observed_corrected,low_effort,claude_code_sonnet_4_6_low,5,1.8743131558709898,12,12,1.0,64,0.990964590964591,14.25
+all_observed_corrected,low_effort,claude_code_mimo_v2_5_low,6,1.9269203218911604,11,12,0.9166666666666666,44,0.9902736152736153,13.0
+author_adjudicated,high_effort,codex_gpt5_5_high,1,1.0327009133690543,12,12,1.0,59,0.987962962962963,15.0
+author_adjudicated,high_effort,codex_gpt5_4_mini_high,2,1.3200386623045202,12,12,1.0,64,0.9907407407407408,15.0
+author_adjudicated,high_effort,claude_code_opus_4_7_high,3,1.5136031594528994,12,12,1.0,69,0.9970899470899471,14.5
+author_adjudicated,high_effort,claude_code_sonnet_4_6_high,4,1.579744922526917,12,12,1.0,65,0.9934523809523809,14.5
+author_adjudicated,high_effort,claude_code_mimo_v2_5_high,5,1.636425809371977,12,12,1.0,51,0.9694113756613757,13.0
+author_adjudicated,high_effort,claude_code_mimo_v2_5_pro_high,6,1.9757004536137432,6,12,0.5,35,0.998015873015873,14.0
+author_adjudicated,low_effort,codex_gpt5_4_mini_low,1,1.1280489578130009,12,12,1.0,53,0.996031746031746,5.75
+author_adjudicated,low_effort,codex_gpt5_5_low,2,1.1681123411269227,12,12,1.0,67,0.9935185185185186,10.5
+author_adjudicated,low_effort,claude_code_opus_4_7_low,3,1.7538432002692042,12,12,1.0,69,0.9972222222222222,14.75
+author_adjudicated,low_effort,claude_code_mimo_v2_5_pro_low,4,1.7880898991374226,6,12,0.5,15,0.9888888888888889,15.0
+author_adjudicated,low_effort,claude_code_sonnet_4_6_low,5,1.8965157252470528,12,12,1.0,64,0.990964590964591,14.25
+author_adjudicated,low_effort,claude_code_mimo_v2_5_low,6,1.952362342266008,11,12,0.9166666666666666,44,0.9902736152736153,13.0
+fully_adjudicated,high_effort,codex_gpt5_5_high,1,1.0327009133690543,12,12,1.0,71,0.9989316239316239,11.75
+fully_adjudicated,high_effort,codex_gpt5_4_mini_high,2,1.3135155055307215,12,12,1.0,68,0.9942279942279942,11.0
+fully_adjudicated,high_effort,claude_code_opus_4_7_high,3,1.5016295692785568,12,12,1.0,71,0.9990740740740741,12.0
+fully_adjudicated,high_effort,claude_code_sonnet_4_6_high,4,1.5574926202384751,12,12,1.0,72,1.0,10.25
+fully_adjudicated,high_effort,claude_code_mimo_v2_5_high,5,1.6018232131240895,12,12,1.0,71,0.998015873015873,5.5
+fully_adjudicated,high_effort,claude_code_mimo_v2_5_pro_high,6,1.9275224298588476,6,12,0.5,35,0.9969135802469137,9.5
+fully_adjudicated,low_effort,codex_gpt5_4_mini_low,1,1.1280489578130009,12,12,1.0,53,0.996031746031746,5.75
+fully_adjudicated,low_effort,codex_gpt5_5_low,2,1.1681123411269227,12,12,1.0,67,0.9935185185185186,10.5
+fully_adjudicated,low_effort,claude_code_opus_4_7_low,3,1.7368316190967958,12,12,1.0,72,1.0,12.5
+fully_adjudicated,low_effort,claude_code_mimo_v2_5_pro_low,4,1.835782445102348,6,12,0.5,18,1.0,8.0
+fully_adjudicated,low_effort,claude_code_sonnet_4_6_low,5,1.8934174988797519,12,12,1.0,69,0.996616809116809,9.75
+fully_adjudicated,low_effort,claude_code_mimo_v2_5_low,6,1.9828628287280032,12,12,1.0,53,0.9984567901234568,6.75
+author_adjudicated_plus_unreviewed_flags,high_effort,codex_gpt5_5_high,1,1.0327009133690543,12,12,1.0,71,0.9989316239316239,11.5
+author_adjudicated_plus_unreviewed_flags,high_effort,codex_gpt5_4_mini_high,2,1.3099504533575956,12,12,1.0,70,0.9962121212121212,10.75
+author_adjudicated_plus_unreviewed_flags,high_effort,claude_code_opus_4_7_high,3,1.5016295692785568,12,12,1.0,71,0.9990740740740741,11.75
+author_adjudicated_plus_unreviewed_flags,high_effort,claude_code_sonnet_4_6_high,4,1.5574926202384751,12,12,1.0,72,1.0,10.25
+author_adjudicated_plus_unreviewed_flags,high_effort,claude_code_mimo_v2_5_high,5,1.6018232131240895,12,12,1.0,71,0.998015873015873,5.25
+author_adjudicated_plus_unreviewed_flags,high_effort,claude_code_mimo_v2_5_pro_high,6,1.9275224298588476,6,12,0.5,35,0.9965277777777778,9.0
+author_adjudicated_plus_unreviewed_flags,low_effort,codex_gpt5_4_mini_low,1,1.1280489578130009,12,12,1.0,53,0.996031746031746,5.75
+author_adjudicated_plus_unreviewed_flags,low_effort,codex_gpt5_5_low,2,1.1681123411269227,12,12,1.0,67,0.9935185185185186,10.5
+author_adjudicated_plus_unreviewed_flags,low_effort,claude_code_opus_4_7_low,3,1.7368316190967958,12,12,1.0,72,1.0,12.5
+author_adjudicated_plus_unreviewed_flags,low_effort,claude_code_mimo_v2_5_pro_low,4,1.835782445102348,6,12,0.5,18,1.0,7.0
+author_adjudicated_plus_unreviewed_flags,low_effort,claude_code_sonnet_4_6_low,5,1.8934174988797519,12,12,1.0,69,0.996616809116809,9.75
+author_adjudicated_plus_unreviewed_flags,low_effort,claude_code_mimo_v2_5_low,6,1.9828628287280032,12,12,1.0,53,0.9984567901234568,6.25

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/relabeled_pairs.csv

@@ -0,0 +1,13 @@
+scenario,new_label,relabeled_pairs,primary_answer_rows,gold_option_rows,gold_option_share
+all_observed_corrected,all,9,324,312,0.9629629629629629
+all_observed_corrected,absent_or_ambiguous,8,288,276,0.9583333333333334
+all_observed_corrected,implemented_non_gold,1,36,36,1.0
+author_adjudicated,all,48,1728,1695,0.9809027777777778
+author_adjudicated,absent_or_ambiguous,45,1620,1588,0.980246913580247
+author_adjudicated,implemented_non_gold,3,108,107,0.9907407407407407
+fully_adjudicated,all,195,7020,6829,0.9727920227920228
+fully_adjudicated,absent_or_ambiguous,190,6840,6655,0.972953216374269
+fully_adjudicated,implemented_non_gold,5,180,174,0.9666666666666667
+author_adjudicated_plus_unreviewed_flags,all,203,7308,7114,0.9734537493158183
+author_adjudicated_plus_unreviewed_flags,absent_or_ambiguous,196,7056,6877,0.9746315192743764
+author_adjudicated_plus_unreviewed_flags,implemented_non_gold,7,252,237,0.9404761904761905

rebuttal/full_conformance_audit/label_sensitivity_adjudicated/report.md

@@ -0,0 +1,703 @@
+# Corrected-label sensitivity
+
+This deterministic, post-hoc rebuttal sensitivity overlays cumulative
+source-audited corrections in memory and does not modify `runs_release/`.
+
+## Scenarios
+
+| scenario | corrections | definition |
+| --- | ---: | --- |
+| baseline | 0 | released consensus labels with `runs_release/reports/artifact_conformance_consensus/final/label_corrections_v1_1.csv` applied |
+| all_observed_corrected | 9 | 9 observed source-audit errors: 2 pilot corrections + 7 spot-audit disagreements |
+| author_adjudicated | 48 | observed errors + 41 author-confirmed flags (2 already observed) = 48 distinct pairs; the 2 author-kept flags stay implemented_gold |
+| fully_adjudicated | 195 | author-adjudicated pairs + 154 model-assisted relabels of the flags without an author decision (7 already observed) = 195 distinct pairs; the 8 model-kept flags stay implemented_gold. The model-assisted decisions were reviewed and approved by the author on 2026-10-16 |
+| author_adjudicated_plus_unreviewed_flags | 203 | worst case: author-adjudicated pairs + all 162 flags without an author decision, each relabeled with its proposed label (7 already observed) = 203 distinct pairs |
+
+The full-coverage audit flagged 205 of the 592 scored compile-pass pairs.
+`rebuttal/full_conformance_audit/author_decisions.csv` records author decisions on the 43 flags for `codex_gpt5_4_mini_low` (25), `codex_gpt5_5_low` (18):
+41 confirmed (39 absent_or_ambiguous, 2 implemented_non_gold) and 2 kept as implemented_gold (#7, #11).
+The other 162 flags have no author decision;
+the worst-case scenario relabels all of them as an extreme case, not as an
+adjudication. No scenario modifies the released labels.
+
+`rebuttal/full_conformance_audit/model_assisted_decisions.csv` records model-assisted decisions on those 162 flags
+(model-assisted adjudication (Claude), two passes with arbitration; review status: author_approved, reviewed on 2026-10-16): 151 absent_or_ambiguous, 3 implemented_non_gold, 8 kept as implemented_gold.
+The fully_adjudicated scenario applies them on top of the author-adjudicated set.
+2 model-assisted labels differ from the proposed sensitivity label
+that the worst case uses for the same pair; both labels exclude the pair from
+the implemented_gold set.
+
+## Author decisions
+
+| item | task | artifact | question | flag basis | decision | decided | rationale |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| #1 | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_02 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #2 | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_03 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #3 | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_05 | both_passes | non_gold | author, 2026-07-31 | not recorded at decision time |
+| #4 | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_06 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #5 | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_07 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #6 | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_08 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #7 | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_10 | primary_only | keep_implemented_gold | author, 2026-07-31 | not recorded at decision time |
+| #8 | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_12 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #9 | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c` | q_db_07 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #10 | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c` | q_db_12 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #11 | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c` | q_db_13 | primary_only | keep_implemented_gold | author, 2026-07-31 | not recorded at decision time |
+| #12 | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_03 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #13 | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_05 | both_passes | non_gold | author, 2026-07-31 | not recorded at decision time |
+| #14 | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_07 | primary_only | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #15 | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_08 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #16 | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_12 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #17 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_02 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #18 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_03 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #19 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_05 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #20 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_07 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #21 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_08 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #22 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_09 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #23 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_11 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #24 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_14 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #25 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_02 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #26 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_03 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #27 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_05 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #28 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_07 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #29 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_08 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #30 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_10 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #31 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_11 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #32 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_12 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #33 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_14 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #34 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_02 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #35 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_06 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #36 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_11 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #37 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_12 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #38 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_13 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #39 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_14 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #40 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | q_nw_02 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #41 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | q_nw_07 | primary_only | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #42 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | q_nw_11 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+| #43 | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | q_nw_14 | both_passes | absent_or_ambiguous | author, 2026-07-31 | not recorded at decision time |
+
+## Model-assisted decisions
+
+Per-pair decisions, evidence, and rationales are in `rebuttal/full_conformance_audit/model_assisted_decisions.csv`; relabeled pairs also appear in
+`corrections.csv`. Review status: `author_approved` (reviewed on 2026-10-16).
+
+| decision | confidence | pass agreement | pairs |
+| --- | --- | --- | ---: |
+| absent_or_ambiguous | high | agree | 112 |
+| absent_or_ambiguous | high | arbitrated | 3 |
+| absent_or_ambiguous | medium | agree | 30 |
+| absent_or_ambiguous | medium | arbitrated | 3 |
+| absent_or_ambiguous | low | agree | 3 |
+| keep_implemented_gold | medium | agree | 7 |
+| keep_implemented_gold | medium | arbitrated | 1 |
+| non_gold | high | agree | 1 |
+| non_gold | medium | agree | 2 |
+
+Model-kept pairs (stay implemented_gold in every scenario except the worst case):
+
+| task | artifact | question | option | confidence | pass agreement |
+| --- | --- | --- | --- | --- | --- |
+| scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c` | q_db_01 | B | medium | agree |
+| scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_high-t1-s20260502-05500a40` | q_db_01 | B | medium | agree |
+| scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_08 | B | medium | agree |
+| scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_09 | B | medium | arbitrated |
+| scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_01 | B | medium | agree |
+| scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_03 | C | medium | agree |
+| scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82` | q_nw_07 | B | medium | agree |
+| scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | q_nw_08 | A | medium | agree |
+
+## Correction validation
+
+| provenance | confidence | task | artifact | question | old → new | primary correct / rows | low-prior |
+| --- | --- | --- | --- | --- | --- | ---: | ---: |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1` | q_db_01 | implemented_gold → absent_or_ambiguous | 27 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1` | q_db_06 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1` | q_db_07 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1` | q_db_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1` | q_db_09 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1` | q_db_12 | implemented_gold → absent_or_ambiguous | 34 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811` | q_db_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811` | q_db_05 | implemented_gold → implemented_non_gold | 34 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811` | q_db_06 | implemented_gold → absent_or_ambiguous | 22 / 36 | 1 |
+| full_conformance_audit_crosscheck_pass|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811` | q_db_09 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | q_db_01 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | q_db_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| pilot_source_audit|full_conformance_audit_both_passes|model_assisted_adjudication | source_confirmed|model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | q_db_05 | implemented_gold → implemented_non_gold | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | q_db_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | q_db_13 | implemented_gold → absent_or_ambiguous | 33 / 36 | 0 |
+| spot_audit_sample_09|full_conformance_audit_both_passes|model_assisted_adjudication | medium|model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_02 | implemented_gold → absent_or_ambiguous | 32 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_06 | implemented_gold → absent_or_ambiguous | 25 / 36 | 1 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_primary_pass | high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass | high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_09 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_10 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | q_db_13 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| full_conformance_audit_primary_pass | high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c` | q_db_01 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c` | q_db_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c` | q_db_06 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c` | q_db_10 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c` | q_db_13 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435` | q_db_06 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435` | q_db_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435` | q_db_13 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0` | q_db_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0` | q_db_06 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_opus_4_7_low-t0-s20260501-cdbba75d` | q_db_06 | implemented_gold → absent_or_ambiguous | 30 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_opus_4_7_low-t0-s20260501-cdbba75d` | q_db_07 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_opus_4_7_low-t1-s20260502-5846c7eb` | q_db_07 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc` | q_db_01 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc` | q_db_07 | implemented_gold → absent_or_ambiguous | 33 / 36 | 1 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc` | q_db_13 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695` | q_db_01 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695` | q_db_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695` | q_db_05 | implemented_gold → absent_or_ambiguous | 29 / 36 | 1 |
+| full_conformance_audit_both_passes | high | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695` | q_db_05 | implemented_gold → implemented_non_gold | 29 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695` | q_db_13 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_low-t0-s20260501-dd444f70` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_low-t0-s20260501-dd444f70` | q_db_13 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_low-t1-s20260502-0690460b` | q_db_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-claude_code_sonnet_4_6_low-t1-s20260502-0690460b` | q_db_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072` | q_db_05 | implemented_gold → absent_or_ambiguous | 34 / 36 | 1 |
+| full_conformance_audit_both_passes | high | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072` | q_db_05 | implemented_gold → implemented_non_gold | 34 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072` | q_db_06 | implemented_gold → absent_or_ambiguous | 33 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072` | q_db_07 | implemented_gold → absent_or_ambiguous | 30 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072` | q_db_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_crosscheck_pass | high | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_high-t1-s20260502-05500a40` | q_db_01 | implemented_gold → absent_or_ambiguous | 34 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_high-t1-s20260502-05500a40` | q_db_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_05 | implemented_gold → implemented_non_gold | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_06 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_08 | implemented_gold → absent_or_ambiguous | 28 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | q_db_12 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4` | q_db_06 | implemented_gold → absent_or_ambiguous | 22 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4` | q_db_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173` | q_db_07 | implemented_gold → absent_or_ambiguous | 34 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173` | q_db_08 | implemented_gold → absent_or_ambiguous | 32 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173` | q_db_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c` | q_db_07 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c` | q_db_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_05 | implemented_gold → implemented_non_gold | 35 / 36 | 1 |
+| full_conformance_audit_primary_pass|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_minidb | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | q_db_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass | high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_01 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_05 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_06 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_11 | implemented_gold → absent_or_ambiguous | 34 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_low | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_13 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_05 | implemented_gold → absent_or_ambiguous | 29 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_06 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| pilot_source_audit|full_conformance_audit_both_passes|model_assisted_adjudication | source_confirmed|model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_11 | implemented_gold → absent_or_ambiguous | 29 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_13 | implemented_gold → absent_or_ambiguous | 34 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_14 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | q_nw_15 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| spot_audit_sample_22|full_conformance_audit_both_passes|model_assisted_adjudication | high|model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | q_nw_03 | implemented_gold → absent_or_ambiguous | 34 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | q_nw_05 | implemented_gold → absent_or_ambiguous | 30 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | q_nw_06 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | q_nw_11 | implemented_gold → absent_or_ambiguous | 30 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | q_nw_13 | implemented_gold → absent_or_ambiguous | 34 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | q_nw_06 | implemented_gold → absent_or_ambiguous | 32 / 36 | 0 |
+| full_conformance_audit_primary_pass | high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | q_nw_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | q_nw_09 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | q_nw_11 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | q_nw_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | q_nw_13 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass | high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_06 | implemented_gold → implemented_non_gold | 33 / 36 | 0 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_11 | implemented_gold → absent_or_ambiguous | 32 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| spot_audit_sample_14|full_conformance_audit_both_passes|model_assisted_adjudication | high|model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_13 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| spot_audit_sample_15|full_conformance_audit_both_passes|model_assisted_adjudication | high|model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_low-t0-s20261501-636b758c` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_low-t0-s20261501-636b758c` | q_nw_11 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_low-t0-s20261501-636b758c` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_low-t0-s20261501-636b758c` | q_nw_15 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| spot_audit_sample_16|full_conformance_audit_both_passes|model_assisted_adjudication | high|model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88` | q_nw_11 | implemented_gold → absent_or_ambiguous | 29 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t0-s20261501-05d5b610` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t0-s20261501-05d5b610` | q_nw_05 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t0-s20261501-05d5b610` | q_nw_11 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t0-s20261501-05d5b610` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t1-s20261502-f19379b3` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t1-s20261502-f19379b3` | q_nw_05 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| full_conformance_audit_primary_pass|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t1-s20261502-f19379b3` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t1-s20261502-f19379b3` | q_nw_11 | implemented_gold → absent_or_ambiguous | 34 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t1-s20261502-f19379b3` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538` | q_nw_05 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538` | q_nw_06 | implemented_gold → absent_or_ambiguous | 33 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538` | q_nw_11 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538` | q_nw_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538` | q_nw_13 | implemented_gold → absent_or_ambiguous | 32 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da` | q_nw_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da` | q_nw_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da` | q_nw_11 | implemented_gold → absent_or_ambiguous | 34 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da` | q_nw_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da` | q_nw_14 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t0-s20260501-aa87757d` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t0-s20260501-aa87757d` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t0-s20260501-aa87757d` | q_nw_11 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_low | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t0-s20260501-aa87757d` | q_nw_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t0-s20260501-aa87757d` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t0-s20260501-aa87757d` | q_nw_15 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_low | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_medium | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb` | q_nw_05 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb` | q_nw_11 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb` | q_nw_15 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| spot_audit_sample_17|full_conformance_audit_both_passes|author_adjudication | high|author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_03 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_05 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_09 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_11 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_03 | implemented_gold → absent_or_ambiguous | 34 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_05 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_08 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_10 | implemented_gold → absent_or_ambiguous | 35 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_11 | implemented_gold → absent_or_ambiguous | 34 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | q_nw_14 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t0-s20260501-b54f0634` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t0-s20260501-b54f0634` | q_nw_11 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t0-s20260501-b54f0634` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t0-s20260501-b54f0634` | q_nw_15 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass | high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82` | q_nw_11 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82` | q_nw_14 | implemented_gold → absent_or_ambiguous | 35 / 36 | 0 |
+| full_conformance_audit_both_passes|model_assisted_adjudication | model_assisted_high | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82` | q_nw_15 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_06 | implemented_gold → absent_or_ambiguous | 33 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_11 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_12 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_13 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| spot_audit_sample_20|full_conformance_audit_both_passes|author_adjudication | high|author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | q_nw_02 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+| full_conformance_audit_primary_pass|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | q_nw_07 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | q_nw_11 | implemented_gold → absent_or_ambiguous | 36 / 36 | 1 |
+| full_conformance_audit_both_passes|author_adjudication | author_confirmed | scratch_nanoweb | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | q_nw_14 | implemented_gold → absent_or_ambiguous | 36 / 36 | 0 |
+
+Every key resolves uniquely to one released `implemented_gold` label and
+exactly 36 primary rows (12 finders × 3 trials). The 24 legacy spot-audit
+rows match their sample manifest exactly; full-audit flags have unique
+keys, pass provenance, rationales, and validated sensitivity labels.
+Each author decision resolves to exactly one full-audit flag and
+repeats that flag's basis; author-kept pairs appear in no scenario.
+Each model-assisted decision resolves to exactly one flag without an
+author decision and repeats its basis; with the author decisions they
+cover every flag. A pair whose fully-adjudicated label differs from its
+worst-case label has one validation row per label.
+
+## Label and answer counts
+
+`artifact_present_all` covers all 720 released artifact-question pairs;
+`compile_pass_primary` is the 615-pair primary analysis subset before
+correction. Its 592 released `implemented_gold` pairs are the scored
+pairs; their released label sources are:
+
+| label source | scored pairs |
+| --- | ---: |
+| consensus_prelabel | 589 |
+| manual_review | 3 |
+
+| scenario | scope | label | pairs | answer rows | correct | answer accuracy |
+| --- | --- | --- | ---: | ---: | ---: | ---: |
+| baseline | artifact_present_all | implemented_gold | 672 | 24192 | 23928 | 98.909% |
+| baseline | artifact_present_all | implemented_non_gold | 28 | 1008 | 399 | 39.583% |
+| baseline | artifact_present_all | absent_or_ambiguous | 20 | 720 | 654 | 90.833% |
+| baseline | compile_pass_primary | implemented_gold | 592 | 21312 | 21084 | 98.930% |
+| baseline | compile_pass_primary | implemented_non_gold | 19 | 684 | 232 | 33.918% |
+| baseline | compile_pass_primary | absent_or_ambiguous | 4 | 144 | 97 | 67.361% |
+| all_observed_corrected | artifact_present_all | implemented_gold | 663 | 23868 | 23616 | 98.944% |
+| all_observed_corrected | artifact_present_all | implemented_non_gold | 29 | 1044 | 435 | 41.667% |
+| all_observed_corrected | artifact_present_all | absent_or_ambiguous | 28 | 1008 | 930 | 92.262% |
+| all_observed_corrected | compile_pass_primary | implemented_gold | 583 | 20988 | 20772 | 98.971% |
+| all_observed_corrected | compile_pass_primary | implemented_non_gold | 20 | 720 | 268 | 37.222% |
+| all_observed_corrected | compile_pass_primary | absent_or_ambiguous | 12 | 432 | 373 | 86.343% |
+| author_adjudicated | artifact_present_all | implemented_gold | 624 | 22464 | 22233 | 98.972% |
+| author_adjudicated | artifact_present_all | implemented_non_gold | 31 | 1116 | 506 | 45.341% |
+| author_adjudicated | artifact_present_all | absent_or_ambiguous | 65 | 2340 | 2242 | 95.812% |
+| author_adjudicated | compile_pass_primary | implemented_gold | 544 | 19584 | 19389 | 99.004% |
+| author_adjudicated | compile_pass_primary | implemented_non_gold | 22 | 792 | 339 | 42.803% |
+| author_adjudicated | compile_pass_primary | absent_or_ambiguous | 49 | 1764 | 1685 | 95.522% |
+| fully_adjudicated | artifact_present_all | implemented_gold | 477 | 17172 | 17099 | 99.575% |
+| fully_adjudicated | artifact_present_all | implemented_non_gold | 33 | 1188 | 573 | 48.232% |
+| fully_adjudicated | artifact_present_all | absent_or_ambiguous | 210 | 7560 | 7309 | 96.680% |
+| fully_adjudicated | compile_pass_primary | implemented_gold | 397 | 14292 | 14255 | 99.741% |
+| fully_adjudicated | compile_pass_primary | implemented_non_gold | 24 | 864 | 406 | 46.991% |
+| fully_adjudicated | compile_pass_primary | absent_or_ambiguous | 194 | 6984 | 6752 | 96.678% |
+| author_adjudicated_plus_unreviewed_flags | artifact_present_all | implemented_gold | 469 | 16884 | 16814 | 99.585% |
+| author_adjudicated_plus_unreviewed_flags | artifact_present_all | implemented_non_gold | 35 | 1260 | 636 | 50.476% |
+| author_adjudicated_plus_unreviewed_flags | artifact_present_all | absent_or_ambiguous | 216 | 7776 | 7531 | 96.849% |
+| author_adjudicated_plus_unreviewed_flags | compile_pass_primary | implemented_gold | 389 | 14004 | 13970 | 99.757% |
+| author_adjudicated_plus_unreviewed_flags | compile_pass_primary | implemented_non_gold | 26 | 936 | 469 | 50.107% |
+| author_adjudicated_plus_unreviewed_flags | compile_pass_primary | absent_or_ambiguous | 200 | 7200 | 6974 | 96.861% |
+
+## Relabeled scored pairs
+
+Scored compile-pass pairs that each scenario relabels away from
+`implemented_gold`, with the primary answer rows on those pairs and the rows
+whose selected option is the specification gold option.
+
+| scenario | relabeled pairs | absent_or_ambiguous | implemented_non_gold | answer rows | gold option chosen |
+| --- | ---: | ---: | ---: | ---: | ---: |
+| all_observed_corrected | 9 | 8 | 1 | 324 | 312 (96.3%) |
+| author_adjudicated | 48 | 45 | 3 | 1728 | 1695 (98.1%) |
+| fully_adjudicated | 195 | 190 | 5 | 7020 | 6829 (97.3%) |
+| author_adjudicated_plus_unreviewed_flags | 203 | 196 | 7 | 7308 | 7114 (97.3%) |
+
+Questions with relabeled pairs under `fully_adjudicated`, most relabeled first.
+Cumulative counts the relabeled pairs of a row and every row above it;
+`question_labels.csv` has every question in every scenario.
+
+| task | question | compile-pass artifacts | implemented_gold (baseline → scenario) | relabeled | cumulative |
+| --- | --- | ---: | ---: | ---: | ---: |
+| scratch_nanoweb | q_nw_02 | 20 | 20 → 0 | 20 | 20 |
+| scratch_nanoweb | q_nw_14 | 20 | 20 → 0 | 20 | 40 |
+| scratch_nanoweb | q_nw_11 | 20 | 20 → 1 | 19 | 59 |
+| scratch_minidb | q_db_07 | 21 | 20 → 8 | 12 | 71 |
+| scratch_minidb | q_db_03 | 21 | 21 → 11 | 10 | 81 |
+| scratch_minidb | q_db_06 | 21 | 20 → 10 | 10 | 91 |
+| scratch_minidb | q_db_12 | 21 | 21 → 11 | 10 | 101 |
+| scratch_nanoweb | q_nw_07 | 20 | 20 → 10 | 10 | 111 |
+| scratch_nanoweb | q_nw_05 | 20 | 20 → 11 | 9 | 120 |
+| scratch_nanoweb | q_nw_12 | 20 | 20 → 12 | 8 | 128 |
+| scratch_minidb | q_db_02 | 21 | 21 → 14 | 7 | 135 |
+| scratch_minidb | q_db_13 | 21 | 18 → 11 | 7 | 142 |
+| scratch_nanoweb | q_nw_06 | 20 | 19 → 12 | 7 | 149 |
+| scratch_nanoweb | q_nw_13 | 20 | 19 → 12 | 7 | 156 |
+| scratch_minidb | q_db_05 | 21 | 18 → 12 | 6 | 162 |
+| scratch_nanoweb | q_nw_03 | 20 | 20 → 14 | 6 | 168 |
+| scratch_nanoweb | q_nw_15 | 20 | 13 → 7 | 6 | 174 |
+| scratch_minidb | q_db_08 | 21 | 20 → 15 | 5 | 179 |
+| scratch_nanoweb | q_nw_08 | 20 | 19 → 14 | 5 | 184 |
+| scratch_minidb | q_db_01 | 21 | 20 → 16 | 4 | 188 |
+| scratch_minidb | q_db_09 | 21 | 21 → 19 | 2 | 190 |
+| scratch_minidb | q_db_10 | 21 | 21 → 19 | 2 | 192 |
+| scratch_nanoweb | q_nw_09 | 20 | 20 → 18 | 2 | 194 |
+| scratch_nanoweb | q_nw_10 | 20 | 20 → 19 | 1 | 195 |
+
+## Implementation coverage
+
+Only entities whose artifact-present coverage differs from baseline are
+shown below; the full artifact and builder tables for both scopes are in
+`implementation_coverage.csv`.
+
+| scenario | grain | entity | gold (baseline → scenario) | coverage (baseline → scenario) | Δ (pp) |
+| --- | --- | --- | ---: | ---: | ---: |
+| all_observed_corrected | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| all_observed_corrected | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | 13 → 12 | 86.7% → 80.0% | -6.667 |
+| all_observed_corrected | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| all_observed_corrected | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | 14 → 13 | 93.3% → 86.7% | -6.667 |
+| all_observed_corrected | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| all_observed_corrected | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| all_observed_corrected | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| all_observed_corrected | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | 12 → 11 | 80.0% → 73.3% | -6.667 |
+| all_observed_corrected | artifact | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| all_observed_corrected | builder | `claude_code_mimo_v2_5_high` | 53 → 52 | 88.3% → 86.7% | -1.667 |
+| all_observed_corrected | builder | `claude_code_mimo_v2_5_low` | 42 → 39 | 70.0% → 65.0% | -5.000 |
+| all_observed_corrected | builder | `claude_code_opus_4_7_high` | 60 → 58 | 100.0% → 96.7% | -3.333 |
+| all_observed_corrected | builder | `claude_code_opus_4_7_low` | 60 → 59 | 100.0% → 98.3% | -1.667 |
+| all_observed_corrected | builder | `codex_gpt5_4_mini_low` | 51 → 50 | 85.0% → 83.3% | -1.667 |
+| all_observed_corrected | builder | `codex_gpt5_5_low` | 59 → 58 | 98.3% → 96.7% | -1.667 |
+| author_adjudicated | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| author_adjudicated | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | 13 → 12 | 86.7% → 80.0% | -6.667 |
+| author_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | 14 → 7 | 93.3% → 46.7% | -46.667 |
+| author_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c` | 14 → 12 | 93.3% → 80.0% | -13.333 |
+| author_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | 15 → 10 | 100.0% → 66.7% | -33.333 |
+| author_adjudicated | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| author_adjudicated | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | 14 → 13 | 93.3% → 86.7% | -6.667 |
+| author_adjudicated | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| author_adjudicated | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| author_adjudicated | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| author_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | 12 → 4 | 80.0% → 26.7% | -53.333 |
+| author_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | 14 → 5 | 93.3% → 33.3% | -60.000 |
+| author_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | 15 → 9 | 100.0% → 60.0% | -40.000 |
+| author_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| author_adjudicated | builder | `claude_code_mimo_v2_5_high` | 53 → 52 | 88.3% → 86.7% | -1.667 |
+| author_adjudicated | builder | `claude_code_mimo_v2_5_low` | 42 → 39 | 70.0% → 65.0% | -5.000 |
+| author_adjudicated | builder | `claude_code_opus_4_7_high` | 60 → 58 | 100.0% → 96.7% | -3.333 |
+| author_adjudicated | builder | `claude_code_opus_4_7_low` | 60 → 59 | 100.0% → 98.3% | -1.667 |
+| author_adjudicated | builder | `codex_gpt5_4_mini_low` | 51 → 27 | 85.0% → 45.0% | -40.000 |
+| author_adjudicated | builder | `codex_gpt5_5_low` | 59 → 42 | 98.3% → 70.0% | -28.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1` | 12 → 5 | 80.0% → 33.3% | -46.667 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811` | 12 → 7 | 80.0% → 46.7% | -33.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | 15 → 9 | 100.0% → 60.0% | -40.000 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | 13 → 6 | 86.7% → 40.0% | -46.667 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c` | 14 → 9 | 93.3% → 60.0% | -33.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435` | 14 → 10 | 93.3% → 66.7% | -26.667 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_opus_4_7_low-t0-s20260501-cdbba75d` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_opus_4_7_low-t1-s20260502-5846c7eb` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc` | 15 → 12 | 100.0% → 80.0% | -20.000 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695` | 15 → 10 | 100.0% → 66.7% | -33.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_sonnet_4_6_low-t0-s20260501-dd444f70` | 14 → 12 | 93.3% → 80.0% | -13.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-claude_code_sonnet_4_6_low-t1-s20260502-0690460b` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| fully_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_4_mini_high-t1-s20260502-05500a40` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| fully_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | 14 → 7 | 93.3% → 46.7% | -46.667 |
+| fully_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173` | 15 → 12 | 100.0% → 80.0% | -20.000 |
+| fully_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c` | 14 → 12 | 93.3% → 80.0% | -13.333 |
+| fully_adjudicated | artifact | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | 15 → 10 | 100.0% → 66.7% | -33.333 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | 14 → 5 | 93.3% → 33.3% | -60.000 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | 15 → 5 | 100.0% → 33.3% | -66.667 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | 14 → 6 | 93.3% → 40.0% | -53.333 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | 15 → 8 | 100.0% → 53.3% | -46.667 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | 15 → 7 | 100.0% → 46.7% | -53.333 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_low-t0-s20261501-636b758c` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88` | 15 → 12 | 100.0% → 80.0% | -20.000 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t0-s20261501-05d5b610` | 14 → 10 | 93.3% → 66.7% | -26.667 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t1-s20261502-f19379b3` | 14 → 9 | 93.3% → 60.0% | -33.333 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538` | 13 → 6 | 86.7% → 40.0% | -46.667 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da` | 15 → 8 | 100.0% → 53.3% | -46.667 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t0-s20260501-aa87757d` | 15 → 9 | 100.0% → 60.0% | -40.000 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb` | 15 → 10 | 100.0% → 66.7% | -33.333 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | 12 → 4 | 80.0% → 26.7% | -53.333 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | 14 → 5 | 93.3% → 33.3% | -60.000 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_5_high-t0-s20260501-b54f0634` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | 15 → 9 | 100.0% → 60.0% | -40.000 |
+| fully_adjudicated | artifact | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| fully_adjudicated | builder | `claude_code_mimo_v2_5_high` | 53 → 22 | 88.3% → 36.7% | -51.667 |
+| fully_adjudicated | builder | `claude_code_mimo_v2_5_low` | 42 → 21 | 70.0% → 35.0% | -35.000 |
+| fully_adjudicated | builder | `claude_code_mimo_v2_5_pro_high` | 56 → 47 | 93.3% → 78.3% | -15.000 |
+| fully_adjudicated | builder | `claude_code_mimo_v2_5_pro_low` | 56 → 49 | 93.3% → 81.7% | -11.667 |
+| fully_adjudicated | builder | `claude_code_opus_4_7_high` | 60 → 48 | 100.0% → 80.0% | -20.000 |
+| fully_adjudicated | builder | `claude_code_opus_4_7_low` | 60 → 50 | 100.0% → 83.3% | -16.667 |
+| fully_adjudicated | builder | `claude_code_sonnet_4_6_high` | 58 → 41 | 96.7% → 68.3% | -28.333 |
+| fully_adjudicated | builder | `claude_code_sonnet_4_6_low` | 57 → 39 | 95.0% → 65.0% | -30.000 |
+| fully_adjudicated | builder | `codex_gpt5_4_mini_high` | 60 → 44 | 100.0% → 73.3% | -26.667 |
+| fully_adjudicated | builder | `codex_gpt5_4_mini_low` | 51 → 27 | 85.0% → 45.0% | -40.000 |
+| fully_adjudicated | builder | `codex_gpt5_5_high` | 60 → 47 | 100.0% → 78.3% | -21.667 |
+| fully_adjudicated | builder | `codex_gpt5_5_low` | 59 → 42 | 98.3% → 70.0% | -28.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_high-t0-s20260501-acb184a1` | 12 → 5 | 80.0% → 33.3% | -46.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_high-t1-s20260502-550d8811` | 12 → 7 | 80.0% → 46.7% | -33.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_low-t0-s20260501-51f333b3` | 15 → 9 | 100.0% → 60.0% | -40.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_low-t1-s20260502-07943f95` | 13 → 4 | 86.7% → 26.7% | -60.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t0-s20260501-291ba58c` | 14 → 8 | 93.3% → 53.3% | -40.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_mimo_v2_5_pro_high-t1-s20260502-b6e82435` | 14 → 10 | 93.3% → 66.7% | -26.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_opus_4_7_high-t1-s20260502-83f0c8f0` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_opus_4_7_low-t0-s20260501-cdbba75d` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_opus_4_7_low-t1-s20260502-5846c7eb` | 15 → 14 | 100.0% → 93.3% | -6.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_sonnet_4_6_high-t0-s20260501-aa19a4dc` | 15 → 12 | 100.0% → 80.0% | -20.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_sonnet_4_6_high-t1-s20260502-bd0b6695` | 15 → 10 | 100.0% → 66.7% | -33.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_sonnet_4_6_low-t0-s20260501-dd444f70` | 14 → 12 | 93.3% → 80.0% | -13.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-claude_code_sonnet_4_6_low-t1-s20260502-0690460b` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-codex_gpt5_4_mini_high-t0-s20260501-7ba82072` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-codex_gpt5_4_mini_high-t1-s20260502-05500a40` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-codex_gpt5_4_mini_low-t1-s20260502-c57ac23c` | 14 → 7 | 93.3% → 46.7% | -46.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-codex_gpt5_5_high-t0-s20260501-1924cec4` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-codex_gpt5_5_high-t1-s20260502-0c54a173` | 15 → 12 | 100.0% → 80.0% | -20.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-codex_gpt5_5_low-t0-s20260501-d0068f8c` | 14 → 12 | 93.3% → 80.0% | -13.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_minidb-codex_gpt5_5_low-t1-s20260502-4c36b45f` | 15 → 10 | 100.0% → 66.7% | -33.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t0-s20260501-f80bd4f0` | 14 → 4 | 93.3% → 26.7% | -66.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_high-t1-s20260502-44ad1601` | 15 → 5 | 100.0% → 33.3% | -66.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_low-t1-s20260502-0ab2ca9f` | 14 → 6 | 93.3% → 40.0% | -53.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_mimo_v2_5_pro_low-t1-s20260502-e516fe14` | 15 → 7 | 100.0% → 46.7% | -53.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_high-t0-s20260501-c329ce51` | 15 → 6 | 100.0% → 40.0% | -60.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_high-t1-s20261502-374bc791` | 15 → 13 | 100.0% → 86.7% | -13.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_low-t0-s20261501-636b758c` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_opus_4_7_low-t1-s20261502-ae88af88` | 15 → 12 | 100.0% → 80.0% | -20.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t0-s20261501-05d5b610` | 14 → 10 | 93.3% → 66.7% | -26.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_sonnet_4_6_high-t1-s20261502-f19379b3` | 14 → 9 | 93.3% → 60.0% | -33.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t0-s20261501-e6047538` | 13 → 6 | 86.7% → 40.0% | -46.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-claude_code_sonnet_4_6_low-t1-s20261502-8328c0da` | 15 → 8 | 100.0% → 53.3% | -46.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t0-s20260501-aa87757d` | 15 → 9 | 100.0% → 60.0% | -40.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_high-t1-s20260502-e25932eb` | 15 → 10 | 100.0% → 66.7% | -33.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t0-s20260501-1a57cf95` | 12 → 4 | 80.0% → 26.7% | -53.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-codex_gpt5_4_mini_low-t1-s20260502-8f79ca6d` | 14 → 5 | 93.3% → 33.3% | -60.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-codex_gpt5_5_high-t0-s20260501-b54f0634` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-codex_gpt5_5_high-t1-s20260502-a5df8a82` | 15 → 10 | 100.0% → 66.7% | -33.333 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-codex_gpt5_5_low-t0-s20260501-6a64601d` | 15 → 9 | 100.0% → 60.0% | -40.000 |
+| author_adjudicated_plus_unreviewed_flags | artifact | `build-scratch_nanoweb-codex_gpt5_5_low-t1-s20260502-ce7e6480` | 15 → 11 | 100.0% → 73.3% | -26.667 |
+| author_adjudicated_plus_unreviewed_flags | builder | `claude_code_mimo_v2_5_high` | 53 → 21 | 88.3% → 35.0% | -53.333 |
+| author_adjudicated_plus_unreviewed_flags | builder | `claude_code_mimo_v2_5_low` | 42 → 19 | 70.0% → 31.7% | -38.333 |
+| author_adjudicated_plus_unreviewed_flags | builder | `claude_code_mimo_v2_5_pro_high` | 56 → 46 | 93.3% → 76.7% | -16.667 |
+| author_adjudicated_plus_unreviewed_flags | builder | `claude_code_mimo_v2_5_pro_low` | 56 → 48 | 93.3% → 80.0% | -13.333 |
+| author_adjudicated_plus_unreviewed_flags | builder | `claude_code_opus_4_7_high` | 60 → 47 | 100.0% → 78.3% | -21.667 |
+| author_adjudicated_plus_unreviewed_flags | builder | `claude_code_opus_4_7_low` | 60 → 50 | 100.0% → 83.3% | -16.667 |
+| author_adjudicated_plus_unreviewed_flags | builder | `claude_code_sonnet_4_6_high` | 58 → 41 | 96.7% → 68.3% | -28.333 |
+| author_adjudicated_plus_unreviewed_flags | builder | `claude_code_sonnet_4_6_low` | 57 → 39 | 95.0% → 65.0% | -30.000 |
+| author_adjudicated_plus_unreviewed_flags | builder | `codex_gpt5_4_mini_high` | 60 → 43 | 100.0% → 71.7% | -28.333 |
+| author_adjudicated_plus_unreviewed_flags | builder | `codex_gpt5_4_mini_low` | 51 → 27 | 85.0% → 45.0% | -40.000 |
+| author_adjudicated_plus_unreviewed_flags | builder | `codex_gpt5_5_high` | 60 → 46 | 100.0% → 76.7% | -23.333 |
+| author_adjudicated_plus_unreviewed_flags | builder | `codex_gpt5_5_low` | 59 → 42 | 98.3% → 70.0% | -28.333 |
+
+| scenario | artifact-present per-builder coverage range |
+| --- | ---: |
+| baseline | 70.0%–100.0% |
+| all_observed_corrected | 65.0%–100.0% |
+| author_adjudicated | 45.0%–100.0% |
+| fully_adjudicated | 35.0%–83.3% |
+| author_adjudicated_plus_unreviewed_flags | 31.7%–83.3% |
+
+## Conditioned recovery
+
+| scenario | slice | pairs | answer rows | correct | accuracy | Δ accuracy (pp) |
+| --- | --- | ---: | ---: | ---: | ---: | ---: |
+| baseline | overall | 592 | 21312 | 21084 | 98.930% | — |
+| baseline | low_prior | 196 | 7056 | 6906 | 97.874% | — |
+| all_observed_corrected | overall | 583 | 20988 | 20772 | 98.971% | +0.04066 |
+| all_observed_corrected | low_prior | 193 | 6948 | 6805 | 97.942% | +0.06770 |
+| author_adjudicated | overall | 544 | 19584 | 19389 | 99.004% | +0.07411 |
+| author_adjudicated | low_prior | 179 | 6444 | 6306 | 97.858% | -0.01568 |
+| fully_adjudicated | overall | 397 | 14292 | 14255 | 99.741% | +0.81093 |
+| fully_adjudicated | low_prior | 134 | 4824 | 4796 | 99.420% | +1.54542 |
+| author_adjudicated_plus_unreviewed_flags | overall | 389 | 14004 | 13970 | 99.757% | +0.82703 |
+| author_adjudicated_plus_unreviewed_flags | low_prior | 130 | 4680 | 4655 | 99.466% | +1.59166 |
+
+The numerator deltas are recomputed from the released answer rows for
+each corrected key; they are not assumed to be all correct.
+
+## Evidence-audit overlap
+
+Sampled answers of the post-hoc evidence-citation audit
+(`runs_release/reports/evidence_citation_audit_sample.csv`) that fall on pairs the
+scenario relabels. The audit labels were assigned under the released labels.
+
+| scenario | slice | Supported answers on relabeled pairs | sampled answers on relabeled pairs |
+| --- | --- | ---: | ---: |
+| baseline | all | 0/65 | 0/72 |
+| baseline | low_prior | 0/35 | 0/36 |
+| baseline | high_prior | 0/30 | 0/36 |
+| all_observed_corrected | all | 1/65 | 1/72 |
+| all_observed_corrected | low_prior | 1/35 | 1/36 |
+| all_observed_corrected | high_prior | 0/30 | 0/36 |
+| author_adjudicated | all | 7/65 | 7/72 |
+| author_adjudicated | low_prior | 5/35 | 5/36 |
+| author_adjudicated | high_prior | 2/30 | 2/36 |
+| fully_adjudicated | all | 23/65 | 23/72 |
+| fully_adjudicated | low_prior | 10/35 | 10/36 |
+| fully_adjudicated | high_prior | 13/30 | 13/36 |
+| author_adjudicated_plus_unreviewed_flags | all | 26/65 | 26/72 |
+| author_adjudicated_plus_unreviewed_flags | low_prior | 11/35 | 11/36 |
+| author_adjudicated_plus_unreviewed_flags | high_prior | 15/30 | 15/36 |
+
+## Primary perfect-run total-byte R_b
+
+| scenario | panel | rank | builder | R_b | cells | coverage |
+| --- | --- | ---: | --- | ---: | ---: | ---: |
+| baseline | high_effort | 1 | codex_gpt5_5_high | 1.032701 | 12/12 | 100.0% |
+| baseline | high_effort | 2 | codex_gpt5_4_mini_high | 1.320039 | 12/12 | 100.0% |
+| baseline | low_effort | 1 | codex_gpt5_5_low | 1.150991 | 12/12 | 100.0% |
+| baseline | low_effort | 2 | codex_gpt5_4_mini_low | 1.151405 | 11/12 | 91.7% |
+| all_observed_corrected | high_effort | 1 | codex_gpt5_5_high | 1.032701 | 12/12 | 100.0% |
+| all_observed_corrected | high_effort | 2 | codex_gpt5_4_mini_high | 1.320039 | 12/12 | 100.0% |
+| all_observed_corrected | low_effort | 1 | codex_gpt5_5_low | 1.150991 | 12/12 | 100.0% |
+| all_observed_corrected | low_effort | 2 | codex_gpt5_4_mini_low | 1.151405 | 11/12 | 91.7% |
+| author_adjudicated | high_effort | 1 | codex_gpt5_5_high | 1.032701 | 12/12 | 100.0% |
+| author_adjudicated | high_effort | 2 | codex_gpt5_4_mini_high | 1.320039 | 12/12 | 100.0% |
+| author_adjudicated | low_effort | 1 | codex_gpt5_4_mini_low | 1.128049 | 12/12 | 100.0% |
+| author_adjudicated | low_effort | 2 | codex_gpt5_5_low | 1.168112 | 12/12 | 100.0% |
+| fully_adjudicated | high_effort | 1 | codex_gpt5_5_high | 1.032701 | 12/12 | 100.0% |
+| fully_adjudicated | high_effort | 2 | codex_gpt5_4_mini_high | 1.313516 | 12/12 | 100.0% |
+| fully_adjudicated | low_effort | 1 | codex_gpt5_4_mini_low | 1.128049 | 12/12 | 100.0% |
+| fully_adjudicated | low_effort | 2 | codex_gpt5_5_low | 1.168112 | 12/12 | 100.0% |
+| author_adjudicated_plus_unreviewed_flags | high_effort | 1 | codex_gpt5_5_high | 1.032701 | 12/12 | 100.0% |
+| author_adjudicated_plus_unreviewed_flags | high_effort | 2 | codex_gpt5_4_mini_high | 1.309950 | 12/12 | 100.0% |
+| author_adjudicated_plus_unreviewed_flags | low_effort | 1 | codex_gpt5_4_mini_low | 1.128049 | 12/12 | 100.0% |
+| author_adjudicated_plus_unreviewed_flags | low_effort | 2 | codex_gpt5_5_low | 1.168112 | 12/12 | 100.0% |
+
+| scenario | panel | builder order (rank 1 → last) | order vs. baseline |
+| --- | --- | --- | --- |
+| baseline | high_effort | codex_gpt5_5_high > codex_gpt5_4_mini_high > claude_code_opus_4_7_high > claude_code_sonnet_4_6_high > claude_code_mimo_v2_5_high > claude_code_mimo_v2_5_pro_high | — |
+| baseline | low_effort | codex_gpt5_5_low > codex_gpt5_4_mini_low > claude_code_opus_4_7_low > claude_code_mimo_v2_5_pro_low > claude_code_sonnet_4_6_low > claude_code_mimo_v2_5_low | — |
+| all_observed_corrected | high_effort | codex_gpt5_5_high > codex_gpt5_4_mini_high > claude_code_opus_4_7_high > claude_code_sonnet_4_6_high > claude_code_mimo_v2_5_high > claude_code_mimo_v2_5_pro_high | unchanged |
+| all_observed_corrected | low_effort | codex_gpt5_5_low > codex_gpt5_4_mini_low > claude_code_opus_4_7_low > claude_code_mimo_v2_5_pro_low > claude_code_sonnet_4_6_low > claude_code_mimo_v2_5_low | unchanged |
+| author_adjudicated | high_effort | codex_gpt5_5_high > codex_gpt5_4_mini_high > claude_code_opus_4_7_high > claude_code_sonnet_4_6_high > claude_code_mimo_v2_5_high > claude_code_mimo_v2_5_pro_high | unchanged |
+| author_adjudicated | low_effort | codex_gpt5_4_mini_low > codex_gpt5_5_low > claude_code_opus_4_7_low > claude_code_mimo_v2_5_pro_low > claude_code_sonnet_4_6_low > claude_code_mimo_v2_5_low | changed |
+| fully_adjudicated | high_effort | codex_gpt5_5_high > codex_gpt5_4_mini_high > claude_code_opus_4_7_high > claude_code_sonnet_4_6_high > claude_code_mimo_v2_5_high > claude_code_mimo_v2_5_pro_high | unchanged |
+| fully_adjudicated | low_effort | codex_gpt5_4_mini_low > codex_gpt5_5_low > claude_code_opus_4_7_low > claude_code_mimo_v2_5_pro_low > claude_code_sonnet_4_6_low > claude_code_mimo_v2_5_low | changed |
+| author_adjudicated_plus_unreviewed_flags | high_effort | codex_gpt5_5_high > codex_gpt5_4_mini_high > claude_code_opus_4_7_high > claude_code_sonnet_4_6_high > claude_code_mimo_v2_5_high > claude_code_mimo_v2_5_pro_high | unchanged |
+| author_adjudicated_plus_unreviewed_flags | low_effort | codex_gpt5_4_mini_low > codex_gpt5_5_low > claude_code_opus_4_7_low > claude_code_mimo_v2_5_pro_low > claude_code_sonnet_4_6_low > claude_code_mimo_v2_5_low | changed |
+
+| scenario | builder ranks changed | R_b scores changed |
+| --- | ---: | ---: |
+| all_observed_corrected | 0 | 2 |
+| author_adjudicated | 2 | 6 |
+| fully_adjudicated | 2 | 11 |
+| author_adjudicated_plus_unreviewed_flags | 2 | 11 |
+
+## Perfect-run and cell effects
+
+| scenario | panel | perfect runs / runs | Δ perfect runs | contributing cells / observed | Δ cells |
+| --- | --- | ---: | ---: | ---: | ---: |
+| baseline | high_effort | 343/396 | +0 | 66/66 | +0 |
+| baseline | low_effort | 296/342 | +0 | 64/66 | +0 |
+| all_observed_corrected | high_effort | 343/396 | +0 | 66/66 | +0 |
+| all_observed_corrected | low_effort | 301/342 | +5 | 64/66 | +0 |
+| author_adjudicated | high_effort | 343/396 | +0 | 66/66 | +0 |
+| author_adjudicated | low_effort | 312/342 | +16 | 65/66 | +1 |
+| fully_adjudicated | high_effort | 388/396 | +45 | 66/66 | +0 |
+| fully_adjudicated | low_effort | 332/342 | +36 | 66/66 | +2 |
+| author_adjudicated_plus_unreviewed_flags | high_effort | 390/396 | +47 | 66/66 | +0 |
+| author_adjudicated_plus_unreviewed_flags | low_effort | 332/342 | +36 | 66/66 | +2 |
+
+Run-change counts below cover all primary find runs, including cross-effort
+diagnostics; perfect-cell counts and R_b use only the matched high/high
+and low/low panels.
+
+| scenario | changed run metrics | changed perfect statuses | changed perfect-count cells | changed cell contribution |
+| --- | ---: | ---: | ---: | ---: |
+| all_observed_corrected | 324 | 9 | 3 | 0 |
+| author_adjudicated | 504 | 27 | 11 | 1 |
+| fully_adjudicated | 1440 | 165 | 51 | 2 |
+| author_adjudicated_plus_unreviewed_flags | 1440 | 167 | 51 | 2 |
+
+## Scope
+
+This sensitivity establishes the effect of the observed source-audit errors
+and the author-confirmed flags, of the model-assisted decisions on the other
+flags, and of additionally relabeling every flag without an author decision.
+Author decisions cover only the flags on the builders listed above.
+The model-assisted decisions used by the fully_adjudicated scenario
+were reviewed and approved by the author on 2026-10-16;
+`decided_by` records them as model-assisted adjudication.
+Full run-level inspection bytes are retained, matching the released
+conditioned-effort contract.
+
+Regenerate with:
+
+```sh
+uv run python scripts/analyze_rebuttal_label_sensitivity.py --runs-root runs_release --full-audit-disagreements rebuttal/full_conformance_audit/disagreements.csv --author-decisions rebuttal/full_conformance_audit/author_decisions.csv --model-assisted-decisions rebuttal/full_conformance_audit/model_assisted_decisions.csv --label-corrections runs_release/reports/artifact_conformance_consensus/final/label_corrections_v1_1.csv --output-dir rebuttal/full_conformance_audit/label_sensitivity_adjudicated
+```

rebuttal/full_conformance_audit/output_manifest.json

@@ -0,0 +1,111 @@
+{
+  "core_generation_pointer_path": "rebuttal/full_conformance_audit/CORE_GENERATION.json",
+  "core_generation_pointer_sha256": "276b32e17edd3a5a53e902b42fde7e212d56ffb1e185b3f6df1a685a21a067f4",
+  "current_generation_path": "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942",
+  "generation_id": "74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942",
+  "generation_kind": "release",
+  "generation_manifest_path": "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/generation_manifest.json",
+  "generation_manifest_sha256": "4b0ec7a50a97771f7c8696c8eca2fb50f23a1c2c06cde545cd0ddc9da0ed1e13",
+  "generation_output_sha256": {
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/disagreements.csv": "07832ae110093b9a55b044dd97a94bf35e8836412e33be9390141bd31ce28ac1",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/evidence_excerpts.jsonl": "532d30809cb34412dd349a6f72f05d4ec6615cf8e98fea0f99940f9d4dd943da",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/conditioned_accuracy.csv": "f14af8c5d5176b326e7d91283f2c434ebc663388339761917294f07b0360d7cd",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/corrections.csv": "56acca16c520786076959cce885ce1e9b7101a61c92a1105887177d262940ae4",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/implementation_coverage.csv": "d8e02ee6a92e71ee42e6fdb6e269fdb31c18cd0e9774fc2f3dbdcf4c85aeee0d",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/implementation_coverage_changes.csv": "bebb72f615b609c6fb61a6ba273284cfc3999841c2a771c42f94281244f25fd9",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/label_accuracy.csv": "89ce9bcc98d295eba278e7088eca56df3a9f807c684f3faef73ec7e41b7c5eef",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/manifest.json": "cfc61bf3959d5d13ab790e2c81bbbc5c2ca2766f4ab57dca0c557acf83a5aa29",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/perfect_cell_changes.csv": "0d20ec9767de6a37487936a0bc864be6429bc766cbf1e193a0506603a10331bd",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/perfect_cell_summary.csv": "d18ef1e482b6000a54c7647d73f31ef6d2275aa88c75154a65b1a67e4899a2b5",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/perfect_run_summary.csv": "7133bfaa0887727bf469146d5f1fa27564d82f9c51b894fefe3e81e346077c0b",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/rb_rank_changes.csv": "10667bf3b72a2d4d73d9a02985a00a67dfe770b9b0c6151c7ebb36911f66cdb7",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/rb_rankings.csv": "c8e628e74edc1eac81f46702e647718bab67b6f1c7812409787b6dee29781550",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/report.md": "fb649af7e4549f975c490e06b3cafe6d9b8372e8233a2d2f9e1dd5ab24e41950",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/label_sensitivity/run_metric_changes.csv": "326e637e0d85721c4b170f45ef77bef9874b2591a3fe14347586a49502181d21",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/minidb_adjudication.csv": "a1c01056c196698fd3cdebe4e4a94b47d94d4e4c57e3f8982e2a6533d56023aa",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/nanoweb_adjudication.csv": "df3abc72153d61164bc93ae4c5653cc1ad59a796d6625472069afd39783e7b23",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/regression_check.csv": "3291dca253bd33b1d1b76c63d5b89345b315ba433f64e0212cacc8e74e929070",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/report.md": "89f95d9c1ba6d023394721bd71cc0b4392128eccbbc52f7056ff201f81570194",
+    "rebuttal/full_conformance_audit/generations/74c8e301b9d5ed695d79c600ee552822300cedba55c2c6560c9f22decdf23942/validation_manifest.json": "ab4af0b49e41ab6347956a8ba70441fe7348ef78ad6a654d940b016a1884d824"
+  },
+  "integrity_attestation_manifest_path": "rebuttal/full_conformance_audit/integrity_attestation_manifest.json",
+  "integrity_attestation_manifest_sha256": "16b9cdb70ced33d3f0aa7e4d67868b62fa98145a85821a6ac0d823dbe7ddc7b8",
+  "manifest_version": "full_conformance_generation_v1",
+  "output_paths": [
+    "rebuttal/full_conformance_audit/disagreements.csv",
+    "rebuttal/full_conformance_audit/evidence_excerpts.jsonl",
+    "rebuttal/full_conformance_audit/label_sensitivity/conditioned_accuracy.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/corrections.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/implementation_coverage.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/implementation_coverage_changes.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/label_accuracy.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/manifest.json",
+    "rebuttal/full_conformance_audit/label_sensitivity/perfect_cell_changes.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/perfect_cell_summary.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/perfect_run_summary.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/rb_rank_changes.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/rb_rankings.csv",
+    "rebuttal/full_conformance_audit/label_sensitivity/report.md",
+    "rebuttal/full_conformance_audit/label_sensitivity/run_metric_changes.csv",
+    "rebuttal/full_conformance_audit/minidb_adjudication.csv",
+    "rebuttal/full_conformance_audit/nanoweb_adjudication.csv",
+    "rebuttal/full_conformance_audit/regression_check.csv",
+    "rebuttal/full_conformance_audit/report.md",
+    "rebuttal/full_conformance_audit/validation_manifest.json"
+  ],
+  "output_sha256": {
+    "rebuttal/full_conformance_audit/disagreements.csv": "07832ae110093b9a55b044dd97a94bf35e8836412e33be9390141bd31ce28ac1",
+    "rebuttal/full_conformance_audit/evidence_excerpts.jsonl": "532d30809cb34412dd349a6f72f05d4ec6615cf8e98fea0f99940f9d4dd943da",
+    "rebuttal/full_conformance_audit/label_sensitivity/conditioned_accuracy.csv": "f14af8c5d5176b326e7d91283f2c434ebc663388339761917294f07b0360d7cd",
+    "rebuttal/full_conformance_audit/label_sensitivity/corrections.csv": "56acca16c520786076959cce885ce1e9b7101a61c92a1105887177d262940ae4",
+    "rebuttal/full_conformance_audit/label_sensitivity/implementation_coverage.csv": "d8e02ee6a92e71ee42e6fdb6e269fdb31c18cd0e9774fc2f3dbdcf4c85aeee0d",
+    "rebuttal/full_conformance_audit/label_sensitivity/implementation_coverage_changes.csv": "bebb72f615b609c6fb61a6ba273284cfc3999841c2a771c42f94281244f25fd9",
+    "rebuttal/full_conformance_audit/label_sensitivity/label_accuracy.csv": "89ce9bcc98d295eba278e7088eca56df3a9f807c684f3faef73ec7e41b7c5eef",
+    "rebuttal/full_conformance_audit/label_sensitivity/manifest.json": "cfc61bf3959d5d13ab790e2c81bbbc5c2ca2766f4ab57dca0c557acf83a5aa29",
+    "rebuttal/full_conformance_audit/label_sensitivity/perfect_cell_changes.csv": "0d20ec9767de6a37487936a0bc864be6429bc766cbf1e193a0506603a10331bd",
+    "rebuttal/full_conformance_audit/label_sensitivity/perfect_cell_summary.csv": "d18ef1e482b6000a54c7647d73f31ef6d2275aa88c75154a65b1a67e4899a2b5",
+    "rebuttal/full_conformance_audit/label_sensitivity/perfect_run_summary.csv": "7133bfaa0887727bf469146d5f1fa27564d82f9c51b894fefe3e81e346077c0b",
+    "rebuttal/full_conformance_audit/label_sensitivity/rb_rank_changes.csv": "10667bf3b72a2d4d73d9a02985a00a67dfe770b9b0c6151c7ebb36911f66cdb7",
+    "rebuttal/full_conformance_audit/label_sensitivity/rb_rankings.csv": "c8e628e74edc1eac81f46702e647718bab67b6f1c7812409787b6dee29781550",
+    "rebuttal/full_conformance_audit/label_sensitivity/report.md": "fb649af7e4549f975c490e06b3cafe6d9b8372e8233a2d2f9e1dd5ab24e41950",
+    "rebuttal/full_conformance_audit/label_sensitivity/run_metric_changes.csv": "326e637e0d85721c4b170f45ef77bef9874b2591a3fe14347586a49502181d21",
+    "rebuttal/full_conformance_audit/minidb_adjudication.csv": "a1c01056c196698fd3cdebe4e4a94b47d94d4e4c57e3f8982e2a6533d56023aa",
+    "rebuttal/full_conformance_audit/nanoweb_adjudication.csv": "df3abc72153d61164bc93ae4c5653cc1ad59a796d6625472069afd39783e7b23",
+    "rebuttal/full_conformance_audit/regression_check.csv": "3291dca253bd33b1d1b76c63d5b89345b315ba433f64e0212cacc8e74e929070",
+    "rebuttal/full_conformance_audit/report.md": "89f95d9c1ba6d023394721bd71cc0b4392128eccbbc52f7056ff201f81570194",
+    "rebuttal/full_conformance_audit/validation_manifest.json": "ab4af0b49e41ab6347956a8ba70441fe7348ef78ad6a654d940b016a1884d824"
+  },
+  "root_files_are_convenience_aliases": true,
+  "row_grain": "one row per compile-pass implemented_gold artifact-question pair",
+  "transformation_command": "python3 scripts/run_full_conformance_audit.py --phase finalize --engine collaboration",
+  "transformation_script": "scripts/run_full_conformance_audit.py",
+  "transformation_script_sha256": "cf54e1e3be854ccd7cc120476b79abf4335e1ee39b34d6ff3bc17d5e27346301",
+  "validation": {
+    "author_flag_count": 205,
+    "crosscheck_result_hash_source_counts": {
+      "completion_record_and_parent_verified": 229,
+      "post_hoc_parent_attestation": 13
+    },
+    "crosscheck_rows_with_integrity_attestation": 242,
+    "crosscheck_rows_with_reachability": 242,
+    "crosscheck_selected_pairs": 242,
+    "integrity_attestation_manifest_verified": true,
+    "known_regressions_reproduced_by_both_passes": 9,
+    "known_regressions_reproduced_by_either_pass": 9,
+    "population_artifacts": 41,
+    "population_pairs": 592,
+    "primary_result_hash_source_counts": {
+      "post_hoc_parent_attestation": 592
+    },
+    "primary_rows_with_evidence_spans": 592,
+    "primary_rows_with_integrity_attestation": 592,
+    "primary_rows_with_model_and_prompt": 592,
+    "primary_rows_with_reachability": 592,
+    "result_hash_source_counts": {
+      "completion_record_and_parent_verified": 39,
+      "post_hoc_parent_attestation": 43
+    },
+    "runs_release_tree_verified_unchanged": true,
+    "validated_attempt_attestations": 82
+  }
+}

rebuttal/full_conformance_audit/prompts/live_path_v1.md

@@ -0,0 +1,41 @@
+# Independent live-path source adjudication
+
+You are the source adjudicator for exactly one generated Rust artifact. Work
+read-only. Do not build, test, format, or modify the repository.
+
+## Independence boundary
+
+Judge from the canonical question/options and artifact source only. Do not inspect
+artifact-conformance label CSVs, finder votes, rebuttal audit files, prior
+adjudications, or prior rationales. The batch membership does not imply any
+implementation status.
+
+## Required method
+
+For every supplied question:
+
+1. Read the complete canonical question, all four options, and its specification
+   trace.
+2. Trace the relevant reachable path from an executable/public entry point through
+   dispatch to the implementation (or the point where the claimed behavior fails).
+3. Check every conjunct in the candidate option. A matching name, type, import,
+   README statement, test, unused helper, or dead branch is not enough.
+4. For a negative-contrast or NOT-present question, verify uniqueness: the gold
+   verdict is confirmed only when the gold option is the sole inconsistent/absent
+   option and the other choices are consistent/present as the question requires.
+5. Cite artifact-relative source paths and exact 1-based inclusive line spans. Use
+   `nl -ba` or an equivalent line-numbered read before citing.
+
+Assign exactly one verdict:
+
+- `confirmed_gold`: the entire gold option is uniquely correct on the live path.
+- `non_gold`: exactly one non-gold option uniquely describes the live path.
+- `absent`: the relevant behavior/structure is missing and no option uniquely
+  describes that absence.
+- `ambiguous`: mixed behavior, multiple valid choices, multiple inconsistent choices
+  for a negative question, or insufficient source evidence prevents a unique answer.
+
+Return only the schema-conforming JSON object. Include every requested question
+exactly once and no other questions. `runtime_reachability_checked` must be true only
+after tracing the live path. Keep each rationale to 1–3 sentences and name the
+entry/dispatch/realization-or-failure path.