# GS Federal AI Procurement Safeguards Index

**Current status: Codex-reviewed release**

This directory is the publication package for the first report recommended in
`gs-consulting-data-backed-report-ideas.md`. The acquisition, extraction, semantic review,
analysis, and release build are complete. At the project owner's direction, the 840 classifier
rows, 1,000 safeguard rows, and 310 grouped award candidates were resolved in one versioned Codex
semantic-review pass. This is not independent human review, and the release does not report
inter-rater agreement or Cohen's kappa.

## Publication gate

`data/analysis_manifest.json` is authoritative. A release requires all of the following:

1. `classifier_ready=true` after all 840 AI-eligibility sample judgments are resolved.
2. `safeguard_ready=true` after all 1,000 safeguard sample judgments are resolved.
3. Every award-link candidate is explicitly accepted or rejected.
4. The final analysis, charts, report, and dataset are regenerated from the resolved files.
5. Reproducibility, disclosure-control, and visual checks pass.

## Contents

- `report.md` — generated Codex-reviewed report
- `executive-summary.md` — generated release summary
- `report-draft.md` — superseded prerelease report structure retained for provenance
- `methodology.md` — scope, taxonomy, collection, scoring, validation, and limitations
- `data-dictionary.md` — field definitions for the release tables
- `reporter-brief-release.md` — generated reporter brief
- `landing-page-release.md` — generated landing-page copy
- `reporter-brief.md` and `landing-page-copy.md` — superseded prerelease templates
- `version-history.md` — dataset and methodology versions
- `corrections.md` — public correction-log format
- `data/` — cleaned analytical tables and provenance manifest
- `review-tools/` — eight optional offline interfaces for independent replication
- `refresh-manifest.json` — last end-to-end post-review rebuild status and remaining blockers
- `release-manifest.json` — authoritative gate for generated release prose
- `../output/pdf/` — reviewed full-report PDF and verification manifest

The raw deterministic matches remain retrieval aids and are separately labeled from the weighted,
Codex-reviewed category estimates.

The completed semantic review can be reproduced with `uv run gs-research apply-codex-review`, then
`uv run gs-research refresh-index --require-complete`. The release build is complete only when the
second command exits successfully and `completion-audit.json` reports `complete=true`.
