The Confidence Trap occurs when we mistake an LLM’s authoritative tone for...

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The Confidence Trap occurs when we mistake an LLM’s authoritative tone for accuracy. In our April 2026 audit of 1,324 turns across OpenAI and Anthropic, we found models often hallucinated when sounding most certain