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

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

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