https://cognaptus.com/tags/stateful-attacks/ Recent content in Stateful Attacks on Cognaptus Hugo -- 0.145.0 en-us Mon, 09 Nov 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-11-09-the-answer-stays-right-as-the-reasoning-fails/ Mon, 09 Nov 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-11-09-the-answer-stays-right-as-the-reasoning-fails/ A staged LLM backdoor shows how reasoning can deteriorate while answers remain correct, exposing gaps in model qualification and security monitoring.