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The Confidence Trap occurs when we trust a model’s output simply because it sounds certain, which is dangerous in high-stakes workflows. Our April 2026 audit of 1,324 turns shows why multi-model review is essential. By cross-checking Claude 3

The Confidence Trap occurs when one model delivers a wrong answer with artificial certainty. Relying on a single source is risky for high-stakes workflows

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