The Confidence Trap occurs when we mistake a model’s tone for accuracy. In our...

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

The Confidence Trap occurs when we mistake a model’s tone for accuracy. In our April 2026 audit, we analyzed 2,840 turns across OpenAI and Anthropic. We found a 98.4% signal detection rate, but the 1