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

https://www.yankee-bookmarkings.win/the-confidence-trap-occurs-when-we-mistake-an-llm-s-speed-for-accuracy-april

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