The Confidence Trap occurs when you trust a model’s high score, masking...
https://penzu.com/p/180ca7faa9c60b58
The Confidence Trap occurs when you trust a model’s high score, masking failure. In our April 2026 audit of 1,324 turns, Anthropic reached 99.1% signal detection, yet OpenAI caught unique gaps, dropping silent turns to 0.9%