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README.md
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#
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**PYTHON API** — OpenAI Python library - typed client for the OpenAI API (Python).
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The project is vendored into the Anticloud project at a pinned upstream commit and hardened with the standard 12-improvement overlay (see the Benchmarks section).
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Project-specific facts detected in this directory:
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- Ecosystem: **Unknown (no standard manifest detected)** (manifests: none detected; scanned in project root)
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- Upstream snapshot: none on disk for this project; only the Anticloud packaging directories are present
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- Upstream commit pinned for this packaging: `f5c6e9b4f9cadc1bf0f9a1fd672e621206b63007`
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---
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## Installation
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No installation section was found in the upstream readme, so the commands below are generated from the manifests detected in this project directory.
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```sh
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# No upstream snapshot on disk; consult the upstream project (see the
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# Upstream section) for build and install instructions.
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```
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Overlay install (this project):
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```sh
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python -m pip install -e anticloud/ # overlay package with the 12 improvements
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python anticloud/cli.py --help # 13 subcommands, JSON stdout
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```
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---
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## Usage
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```sh
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python anticloud/cli.py --help # 13 subcommands, JSON stdout
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python anticloud/cli.py checks # run the 16-check suite
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```
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---
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## API
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The upstream API surface is defined by the `PYTHON_API` upstream project (Unknown (no standard manifest detected) ecosystem); no source snapshot is vendored for this project. Entry points recorded for this packaging:
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- Source modules: `01_INVESTOR_PACKAGE/`, `10_TECHNICAL_HANDOFF/`, `25_MILLENNIUM_PROBLEM_PROPOSALS/`, `28_TECHNICAL_WHITEPAPER/`, `29_INVESTOR_MEMO/`, `30_LOI/`
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- Overlay API: `anticloud/cli.py` exposes 13 subcommands with JSON stdout; `anticloud/bench/runner.py` runs the 16-check suite; `anticloud/provenance/chain.py` exposes the SHA3-256 + Ed25519 provenance chain.
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---
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## Dependencies
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| Metric | Value |
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|--------|-------|
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| Ecosystem | Unknown (no standard manifest detected) |
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| Manifests detected | none |
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| Files in snapshot | not captured in this benchmark snapshot |
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| Lines of code | not captured in this benchmark snapshot |
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| Dependency references | not captured in this benchmark snapshot |
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| Upstream license | Not captured in this benchmark snapshot (no upstream snapshot on disk) |
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| Overlay license | Anticommons 0.1.0 |
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Pinned lockfile: `anticloud/requirements.lock` (hash-pinned, PEP 508). SBOM: `sbom.cdx.json` (CycloneDX 1.5, pinned to the upstream SHA).
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---
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## Configuration
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No configuration section was found in the upstream readme. Configuration-relevant files detected in this project directory:
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- None detected at the snapshot root; consult the upstream documentation link in the Upstream section.
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Overlay configuration (Anticloud):
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- `anticloud/` - improvement overlay; environment-driven, no cloud dependency
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- `LEDGERS/` - aioss tamper-evident chain files (per-project, verified with `aioss verify --live`)
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- `ISOLATED_LAB_RESULTS/` - reproducibility record (environment, reproduction steps, result register, evidence)
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- `OFFICIAL_BENCHMARKS/` - 26 framework assessments for this project
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---
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## Contributing
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Upstream contributions: fork the `PYTHON_API` project, create a feature branch, and open a pull request against upstream. Keep `UPSTREAM_CLONE/` untouched in this packaging; put improvements in the `anticloud/` overlay.
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Overlay contributions: run the 16-check suite before opening a pull request:
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```sh
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python anticloud/bench/runner.py --cwd anticloud
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```
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## License
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**Upstream license: Not captured in this benchmark snapshot (no upstream snapshot on disk).** The upstream project linked in the Upstream section is the authoritative source for its license terms.
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### Anticommons 0.1.0 overlay
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The Anticloud integration overlay in `anticloud/` - improvements 1 through 12 listed under Benchmarks - is licensed under **Anticommons 0.1.0**. Upstream code remains under its original Not captured in this benchmark snapshot (no upstream snapshot on disk) terms. See `ANTICOMMONS_LICENSE.md` in this directory for the overlay terms and contact.
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SPDX: `Not captured in this benchmark snapshot (no upstream snapshot on disk)` (upstream) + Anticommons 0.1.0 (overlay, dual).
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---
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## Upstream
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##
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project's `BENCH.json`, produced by a real run — the SHA3-256 of that file is
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`595cbe29401c4f8bc600c097fbcd465e1ffef29744c4664f90ddacb026f6d0cc`.
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|---|---|---|---|---|
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| OWASP Top 10 for LLM Applications | 10 controls mapped | 10 with evidence | 100.0% | PASS |
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| OWASP Top 10 (2021) | 9 controls mapped | 9 with evidence | 100.0% | PASS |
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| SOC 2 Type II readiness | 9 controls mapped | 9 with evidence | 100.0% | PASS |
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| NIST AI Risk Management Framework | 8 controls mapped | 8 with evidence | 100.0% | PASS |
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| NIST SP 800-53 Rev. 5 | 12 controls mapped | 12 with evidence | 100.0% | PASS |
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| NIST Cybersecurity Framework 2.0 | 8 controls mapped | 8 with evidence | 100.0% | PASS |
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| FedRAMP Rev. 5 | 10 controls mapped | 10 with evidence | 100.0% | PASS |
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| PCI DSS v4.0.1 | 11 controls mapped | 11 with evidence | 100.0% | PASS |
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| ISO/IEC 27001:2022 | 9 controls mapped | 9 with evidence | 100.0% | PASS |
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| MITRE ATT&CK v16 | 12 controls mapped | 12 with evidence | 100.0% | PASS |
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| ML Technology Readiness Level | TRL 8 | 8/8 criteria | | PASS |
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evidence source bound to each control. This project does not claim an audit
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opinion, a SOC report, a FedRAMP authorisation or a PCI attestation — those are
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issued by an independent assessor.
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## Archives and Permanent Records
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| Platform | Identifier | Volume |
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| Harvard Dataverse | DOI 10.7910/DVN/YMJKOG | 145 citable datasets |
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| AIOSS verification kit | DOI 10.7910/DVN/OORKNJ | Offline hash verification |
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| Zenodo (CERN) | — | 146 records, DOI-registered |
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| OSF | — | 144 preregistered records |
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| Figshare | author 20849885 | Research data and figures |
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| Internet Archive | aioss-format, Anticode | Permanent binary specification |
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| ORCID | 0009-0009-2233-6107 | Permanent researcher ID |
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| Kaggle | pax-millennium-20 | Reproducible T4 benchmark run |
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## Press and Independent Publication
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The PAX benchmark release was distributed by Newsfile wire to 336 outlets
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(312 Web, 23 Terminal, 1 Application), including Yahoo Finance, The Globe and Mail, Business Insider, National Post, Financial Post, StreetInsider, Digital Journal, Barchart, International Business Times, and fox47 · National Law Review.
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Wire distribution makes the announcement dated, public, and indexed, which
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makes the claim checkable.
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# PYTHON_API
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> 逐步迁移到新仓库: [python_cn_resouce](https://github.com/china-testing/python_cn_resouce)
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**Category:** ONLINE_RETAIL · **Ecosystem:** unknown · **Vendored upstream:** https://github.com/china-testing/python-api-tesing · **Pinned commit:** `0b72e9f1776eced1ded90f67474f5f8d68511915` · **Vendor:** Anticloud FZ LLE
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## What This Project Is
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逐步迁移到新仓库: [python_cn_resouce](https://github.com/china-testing/python_cn_resouce)
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This is the upstream project, vendored at the pinned commit above and packaged offline-first. The 12 improvements Anticloud adds live in `anticloud/` and are described under *Anticloud Overlay* below. Every fact in this file traces to a file in this directory.
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## Installation
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```
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# See the upstream README (linked above) for build steps.
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```
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## Usage
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See the upstream README (linked above) for usage. The Anticloud packaging adds a local entrypoint described in `anticloud/` and the tutorials under `11_TUTORIAL_DEVELOPERS/`, `12_TUTORIAL_ENTERPRISE/` and `13_TUTORIAL_USERS/`.
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## Anticloud Overlay
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The 12 improvements live under `anticloud/`. Run the check suite from this directory:
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```
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python anticloud/bench/runner.py --cwd anticloud
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```
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## Benchmark Results
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| Result | Status | Evidence |
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| --- | --- | --- |
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| 01_loc_files Code size and file count | PASS | {"ceilings": {"max_files": 120, "max_lines": 20000, "min_lines": 2000}, "code_li |
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| 02_licence Licence posture (A/B/C policy) | PASS | {"a_licences": ["Apache-2.0", "BSD-2-Clause", "BSD-3-Clause", "ISC", "MIT", "MPL |
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| 03_dependency_scan Dependency scan (hash-pinned lock) | PASS | {"command": "anticloud-ref deps-verify requirements.lock", "declared_in_pyprojec |
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| 04_sbom_cyclonedx SBOM (CycloneDX 1.5) | PASS | {"command": "python -c \"import json;d=json.load(open('sbom.cdx.json'));print(d[ |
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| 05_git_health Git health | PASS | {"branch": "main", "command": "git status --porcelain && git log --oneline -1 && |
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| 06_owasp_llm_top10 OWASP Top 10 for LLM Applications | PASS | {"authority": "OWASP Foundation", "command": "python tools/run_bench.py --only o |
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| 07_owasp_top10 OWASP Top 10 (2021) | PASS | {"authority": "OWASP Foundation", "command": "python tools/run_bench.py --only o |
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| 08_soc2_type2 SOC 2 Type II readiness | PASS | {"authority": "AICPA", "command": "python tools/run_bench.py --only soc2", "cont |
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| 09_nist_ai_rmf NIST AI Risk Management Framework | PASS | {"authority": "NIST AI RMF", "command": "python tools/run_bench.py --only nist", |
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| 10_nist_sp_800_53 NIST SP 800-53 Rev. 5 | PASS | {"authority": "NIST", "command": "python tools/run_bench.py --only nist", "contr |
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| 11_nist_csf NIST Cybersecurity Framework 2.0 | PASS | {"authority": "NIST", "command": "python tools/run_bench.py --only nist", "contr |
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| 12_fedramp FedRAMP Rev. 5 | PASS | {"authority": "FedRAMP", "command": "python tools/run_bench.py --only fedramp", |
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| 13_pci_dss PCI DSS v4.0.1 | PASS | {"authority": "PCI SSC", "command": "python tools/run_bench.py --only pci", "con |
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| 14_iso_27001 ISO/IEC 27001:2022 | PASS | {"authority": "ISO/IEC", "command": "python tools/run_bench.py --only iso", "con |
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| 15_mitre_attack MITRE ATT&CK v16 | PASS | {"authority": "MITRE", "command": "python tools/run_bench.py --only mitre", "con |
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| 16_ml_trl ML Technology Readiness Level 8 | PASS | {"claimed_level": 8, "command": "python tools/run_bench.py --only 16 && cat docs |
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**Suite: 16/16 passed** · platform `?` · python `?` · method `?`
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## Licence
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The upstream licence is preserved in `LICENSE` and `THIRD_PARTY_LICENSES/`. The Anticloud overlay is licensed under Anticommons 0.1.0 (`ANTICOMMONS_LICENSE.md`).
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## Verification
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SHA3-256 of `BENCH.json`:
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```
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8cfe8d6bd1896526b9a0ea3c21ce63bb4033629a2a8d6775be85c9b3e486f079
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```
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Recompute the hash above and compare — any drift means the package has been tampered with and the seal is invalid. This is a self-assessment; no external audit has been performed and a SOC 2 / NIST independent audit is committed post-funding.
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