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

https://www.bookmarkingqueen.win/the-confidence-trap-occurs-when-an-llm-sounds-perfectly-certain-even-while

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