Victor Kuznetsov 7aff09e163 Close representation-change campaign: both candidates falsified ...

Pre-registered gates (AI-test >=1772, fresh OI <=50, Kodak 0, FLUX >=288,
EvalGEN >=95) rejected DINOv2-L ridge head (1427/1847, 162/3000, 1/24, 29/300,
5/100) and the paired-reconstruction FFT tower (14/1847, 12/3000, 0/24, 0/300,
0/100; contract learned at 0.949 pairwise separation but no transfer to
production generators). Campaign verdict: general classifier beyond local
scale as pursued; product stays on documented remainder.

pre-commit: 1) maintain.sh - exit 1, known uv-secure lightning advisory with no upstream fix; core checks green minutes ago (ruff, format, pyright, 1665 tests); 2) /simplify - docs-only single pass, no findings; 3) docs sync - verdict mirrored in data/research/REPRESENTATION-CAMPAIGN.md, no stale refs; 4) CLAUDE.md - no changes

2026-08-27 11:23:25 -07:00

..

images/qwen-zimage

Restructure documentation, validate metadata removal, consolidate assets

2026-07-25 21:08:04 -07:00

ai-generated-image-classifiers.md

Close representation-change campaign: both candidates falsified

2026-08-27 11:23:25 -07:00

cli.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

code-provenance.md

Vectorize the DWT-DCT decode path, 15x on the decoder

2026-08-13 11:59:56 -07:00

controlnet-removal-pipeline-research.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

development.md

Cover QuickTime TC260 placements, Luma AI tags, and MiniMax video provenance

2026-08-17 19:38:37 -07:00

index.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

installation.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

known-limitations.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

legal-and-safety.md

Restructure documentation, validate metadata removal, consolidate assets

2026-07-25 21:08:04 -07:00

module-internals.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

python-api.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

qwen-improvement-research.md

Rewrite internal watermark pipeline and preserve behavior

2026-07-31 16:53:41 -07:00

release-and-distribution.md

Record the ComfyUI sync PyPI CDN race and its rerun recovery

2026-08-25 17:17:17 -07:00

research-doubao-distillation.md

Rewrite internal watermark pipeline and preserve behavior

2026-07-31 16:53:41 -07:00

supported-signals.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

synthid-classifiers.md

Record wild-AI audit, Meta provider class, and stock-negative expansion

2026-08-27 09:49:30 -07:00

synthid-detector-removal-plan.md

Document modern-negative taxonomy audit and classifier doc split

2026-08-26 12:29:52 -07:00

synthid-detector-research.md

Document modern-negative taxonomy audit and classifier doc split

2026-08-26 12:29:52 -07:00

synthid-oracle-ladders.md

Document modern-negative taxonomy audit and classifier doc split

2026-08-26 12:29:52 -07:00

synthid-removal-research.md

Document modern-negative taxonomy audit and classifier doc split

2026-08-26 12:29:52 -07:00

synthid-robust-identity-research-2026-06-08.md

Verify every doc claim against the source and fix what drifted

2026-08-04 11:38:04 -07:00

synthid-robust-identity-research.md

Verify every doc claim against the source and fix what drifted

2026-08-04 11:38:04 -07:00

synthid.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

text-protection-research.md

Release 0.31.1 with calibrated provider strengths

2026-08-26 11:22:13 -07:00

verification-plan.md

Merge remote-tracking branch 'origin/main' into docs/arxiv-paper-review

2026-08-26 12:39:05 -07:00

video-synthid-quality-research.md

Record the video SynthID measurements and park the investigation

2026-08-15 11:01:14 -07:00

watermarking-landscape.md

Read the InvisMark soft-binding algorithm and its signed watermark id

2026-08-25 15:54:26 -07:00