The "Confidence Trap" occurs when LLMs present errors with total, misleading...

https://sierra-wiki.win/index.php/The_Mechanics_of_Correction:_How_Suprmind_Audits_Multi-Model_Workflows

The "Confidence Trap" occurs when LLMs present errors with total, misleading certainty. Our April 2026 audit of 1,324 turns revealed 99.1% signal detection, yet 0.9% of turns remained silent, high-confidence failures