The "Confidence Trap" occurs when a model sounds authoritative while...

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The "Confidence Trap" occurs when a model sounds authoritative while hallucinating, leading teams to trust bad output. In our April 2026 analysis of 1,324 turns, we found that single-model workflows missed critical errors