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

https://www.strobe-bookmarks.win/the-confidence-trap-is-the-dangerous-tendency-to-trust-a-model-s-output-solely

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