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The Confidence Trap occurs when an LLM’s authoritative tone masks underlying errors. In high-stakes work, trusting a single model is a liability. Our April 2026 data across 1,324 turns showed a 99.1% signal detection rate, yet 0.9% were silent failures
The Confidence Trap occurs when we mistake LLM fluency for facts. Our April 2026 audit of 1,324 turns yielded 99.1% signal detection via multi-model review, capturing 0.9% silent turns where models failed
The "Confidence Trap" happens when you trust a single model's tone over its actual accuracy. Our April 2026 audit of 1,324 turns shows why multi-model review is critical. Comparing OpenAI and Anthropic outputs achieved 99
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