The "Confidence Trap" occurs when we rely on a single LLM’s authoritative tone,...

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

The "Confidence Trap" occurs when we rely on a single LLM’s authoritative tone, masking underlying errors. In our April 2026 audit, we tracked a 98.4% signal detection rate, yet 1.2% of turns were silent failures—confidently wrong responses