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

https://www.mediafire.com/file/r22x4gly85rhz84/pdf-85689-97724.pdf/file

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