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

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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