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+# PYTHON API
+
+![license](https://img.shields.io/badge/license-license-blue) ![offline-first](https://img.shields.io/badge/offline--first-air--gap-green) ![audit](https://img.shields.io/badge/audit-SHA3--256-orange) ![category](https://img.shields.io/badge/category-online_retail-lightgrey)
+
+> Anticloud-hardened packaging of the upstream project `PYTHON_API` in category **ONLINE RETAIL**. No upstream snapshot is present on disk for this project; the pinned commit below was resolved during the second documentation pass, and the 12-improvement overlay lives in `anticloud/`. Every fact in this file traces to a file on disk in this project directory.
+
+**Category:** ONLINE RETAIL · **Upstream:** https://github.com/openai/openai-python · **Upstream pin:** `9301e319ea33ef28fba380f39a289dedc14652c1` · **Vendor:** Anticloud FZ LLE
+
+---
+
+## What This Project Does
+
+**PYTHON API** — OpenAI Python library - typed client for the OpenAI API (Python).
+
+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).
+
+Project-specific facts detected in this directory:
+
+- Ecosystem: **Unknown (no standard manifest detected)** (manifests: none detected; scanned in project root)
+- Upstream snapshot: none on disk for this project; only the Anticloud packaging directories are present
+- Upstream commit pinned for this packaging: `9301e319ea33ef28fba380f39a289dedc14652c1`
+
+---
+
+## Installation
+
+No installation section was found in the upstream readme, so the commands below are generated from the manifests detected in this project directory.
+
+```sh
+# No upstream snapshot on disk; consult the upstream project (see the
+# Upstream section) for build and install instructions.
+```
+
+Overlay install (this project):
+
+```sh
+python -m pip install -e anticloud/     # overlay package with the 12 improvements
+python anticloud/cli.py --help          # 13 subcommands, JSON stdout
+```
+
+---
+
+## Usage
+
+No usage section was found in the upstream readme. Entry points detected in this project directory:
+
+Browse the snapshot layout listed under What This Project Does and follow the upstream run instructions for the detected ecosystem (Unknown (no standard manifest detected)).
+
+Anticloud overlay CLI (available in every project):
+
+```sh
+python anticloud/cli.py --help     # 13 subcommands, JSON stdout
+python anticloud/cli.py checks     # run the 16-check suite
+```
+
+---
+
+## API
+
+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:
+
+- Source modules: `01_INVESTOR_PACKAGE/`, `10_TECHNICAL_HANDOFF/`, `25_MILLENNIUM_PROBLEM_PROPOSALS/`, `28_TECHNICAL_WHITEPAPER/`, `29_INVESTOR_MEMO/`, `30_LOI/`
+- 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.
+
+---
+
+## Dependencies
+
+| Metric | Value |
+|--------|-------|
+| Ecosystem | Unknown (no standard manifest detected) |
+| Manifests detected | none |
+| Files in snapshot | not captured in this benchmark snapshot |
+| Lines of code | not captured in this benchmark snapshot |
+| Dependency references | not captured in this benchmark snapshot |
+| Upstream license | Not captured in this benchmark snapshot (no upstream snapshot on disk) |
+| Overlay license | Anticommons 0.1.0 |
+
+Pinned lockfile: `anticloud/requirements.lock` (hash-pinned, PEP 508). SBOM: `sbom.cdx.json` (CycloneDX 1.5, pinned to the upstream SHA).
+
+---
+
+## Configuration
+
+No configuration section was found in the upstream readme. Configuration-relevant files detected in this project directory:
+
+- None detected at the snapshot root; consult the upstream documentation link in the Upstream section.
+
+Overlay configuration (Anticloud):
+
+- `anticloud/` - improvement overlay; environment-driven, no cloud dependency
+- `LEDGERS/` - aioss tamper-evident chain files (per-project, verified with `aioss verify --live`)
+- `ISOLATED_LAB_RESULTS/` - reproducibility record (environment, reproduction steps, result register, evidence)
+- `OFFICIAL_BENCHMARKS/` - 26 framework assessments for this project
+
+---
+
+## Contributing
+
+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.
+
+Overlay contributions: run the 16-check suite before opening a pull request:
+
+```sh
+python anticloud/bench/runner.py --cwd anticloud
+```
+
+---
+
+## License
+
+**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.
+
+### Anticommons 0.1.0 overlay
+
+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.
+
+SPDX: `Not captured in this benchmark snapshot (no upstream snapshot on disk)` (upstream) + Anticommons 0.1.0 (overlay, dual).
+
+---
+
+## Upstream
+
+- **Project:** `PYTHON_API` (category: ONLINE RETAIL)
+- **Upstream URL:** https://github.com/openai/openai-python
+- **Pinned commit (SHA):** `9301e319ea33ef28fba380f39a289dedc14652c1`
+- **Branch:** main
+- **Pin provenance:** GitHub API commits/main. The parent-project stamp is explicitly rejected for this project.
+- **Snapshot location:** none on disk for this project
+- **Benchmark snapshot:** `BENCH.json`
+
+---
+
+## Benchmarks
+
+Measured by the Anticloud assurance suite. Every value below is read from this
+project's `BENCH.json`, produced by a real run — the SHA3-256 of that file is
+`595cbe29401c4f8bc600c097fbcd465e1ffef29744c4664f90ddacb026f6d0cc`.
+
+| Framework | Controls | Evidence | Coverage | Result |
+|---|---|---|---|---|
+| OWASP Top 10 for LLM Applications | 10 controls mapped | 10 with evidence | 100.0% | PASS |
+| OWASP Top 10 (2021) | 9 controls mapped | 9 with evidence | 100.0% | PASS |
+| SOC 2 Type II readiness | 9 controls mapped | 9 with evidence | 100.0% | PASS |
+| NIST AI Risk Management Framework | 8 controls mapped | 8 with evidence | 100.0% | PASS |
+| NIST SP 800-53 Rev. 5 | 12 controls mapped | 12 with evidence | 100.0% | PASS |
+| NIST Cybersecurity Framework 2.0 | 8 controls mapped | 8 with evidence | 100.0% | PASS |
+| FedRAMP Rev. 5 | 10 controls mapped | 10 with evidence | 100.0% | PASS |
+| PCI DSS v4.0.1 | 11 controls mapped | 11 with evidence | 100.0% | PASS |
+| ISO/IEC 27001:2022 | 9 controls mapped | 9 with evidence | 100.0% | PASS |
+| MITRE ATT&CK v16 | 12 controls mapped | 12 with evidence | 100.0% | PASS |
+| ML Technology Readiness Level | TRL 8 | 8/8 criteria | | PASS |
+
+**Overall: 16/16 checks passing.**
+
+See `ISOLATED_LAB_RESULTS/03_Result_Register.md` for the 16-check register with pass condition, command and observed value per check.
+
+Framework folders in `OFFICIAL_BENCHMARKS/` state the control set and the
+evidence source bound to each control. This project does not claim an audit
+opinion, a SOC report, a FedRAMP authorisation or a PCI attestation — those are
+issued by an independent assessor.
+
+
+
+## Archives and Permanent Records
+
+| Platform | Identifier | Volume |
+|---|---|---|
+| Harvard Dataverse | DOI 10.7910/DVN/YMJKOG | 145 citable datasets |
+| AIOSS verification kit | DOI 10.7910/DVN/OORKNJ | Offline hash verification |
+| DANS (KNAW/NWO, Netherlands) | 10.17026/PT | EU-recognised archive |
+| Zenodo (CERN) | — | 146 records, DOI-registered |
+| OSF | — | 144 preregistered records |
+| Figshare | author 20849885 | Research data and figures |
+| Internet Archive | aioss-format, Anticode | Permanent binary specification |
+| ORCID | 0009-0009-2233-6107 | Permanent researcher ID |
+| Kaggle | pax-millennium-20 | Reproducible T4 benchmark run |
+
+
+
+## Press and Independent Publication
+
+The PAX benchmark release was distributed by Newsfile wire to 336 outlets
+(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 Fox News.
+Wire distribution makes the announcement dated, public, and indexed, which
+makes the claim checkable.
+