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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 happens when models like OpenAI’s GPT-4o or Anthropic’s Claude 3.5 sound completely sure but are factually wrong. Relying on one source is dangerous for high-stakes work

The "Confidence Trap" occurs when a model presents hallucinations with absolute certainty, luring operators into over-reliance. Our April 2026 audit of 1,324 turns highlights this risk: even with 99.1% signal detection, 0

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