https://cognaptus.com/tags/llm-audit/ Recent content in Llm-Audit on Cognaptus Hugo -- 0.145.0 en-us Wed, 17 Jun 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-06-17-heads-you-lose-why-ablationreversible-interpretability-doesnt-transfer/ Wed, 17 Jun 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-06-17-heads-you-lose-why-ablationreversible-interpretability-doesnt-transfer/ A mechanism-first reading of why necessary, decodable, and ablation-reversible attention heads still may not carry transferable computation.