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

https://www.novabookmarks.win/the-confidence-trap-occurs-when-we-trust-an-llm-simply-because-it-sounds

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