Audit Reports Newsletter

One email per published LQS audit.

No marketing. No upsell. Each report under our open methodology lands in your inbox the day it publishes. Report 001 (FineWeb-Edu) is live now. Report 002 (RedPajama-V2) lands in three weeks.

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Audit roadmap (next 90 days)

Report 002 — RedPajama-V2 (30T tokens)
Report 003 — The Pile (EleutherAI · most-litigated open pretraining corpus)
Report 004 — Dolma (AI2 · most recent open release with published license analysis)
Report 005 — a medical imaging corpus (first audit under the FDA 21 CFR 11 procurement lens)

Published reports

Report 001 · May 13, 2026

FineWeb-Edu — procurement-grade audit of HuggingFace's 1.3T-token flagship

73/100, Silver tier. Documented Llama-3-as-judge circularity. ODC-By attribution gap. Open methodology.

Past issues (general updates)

Issue 004
Latest issue
Issue 003
Earlier issue
Issue 002
Earlier issue
Issue 001
Earlier issue