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research reviews
Readings of published papers and third-party audits. Figures quoted are the source's own, not re-run here.
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Sep 18, 2026
Why Telling an LLM Not to Look Guarantees It Will
Vals AI's BioMysteryBench audit confirms what the attention mechanism already predicts: instructing a model to ignore data forces it to attend to that data. The fix is physical, not linguistic.
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Pinned
Jul 27, 2026
The 51.4% Problem: Why Post-Hoc Validation Fails Legal RAG Governance
Why post-hoc validation causes a 51.4% abstention rate in legal RAG governance, and how in-flight sentence-level NLI verification solves the hallucination tax.
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