The Confidence Trap occurs when we mistake LLM fluency for facts. Our April...

https://www.normalbookmarks.win/the-confidence-trap-happens-when-we-assume-a-single-llm-is-always-accurate-in

The Confidence Trap occurs when we mistake LLM fluency for facts. Our April 2026 audit of 1,324 turns yielded 99.1% signal detection via multi-model review, capturing 0.9% silent turns where models failed