The Confidence Trap occurs when we trust a single LLM’s output simply because...

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The Confidence Trap occurs when we trust a single LLM’s output simply because it sounds authoritative, masking potential errors. In our April 2026 audit of 4,892 turns between OpenAI and Anthropic, we achieved 98.4% signal detection, yet identified 1