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The Confidence Trap occurs when you trust a model’s high score, masking failure. In our April 2026 audit of 1,324 turns, Anthropic reached 99.1% signal detection, yet OpenAI caught unique gaps, dropping silent turns to 0.9%

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 an LLM's authoritative tone for factual accuracy. In our April 2026 analysis of 1,324 turns, we achieved 99.1% signal detection, yet identified 0.9% silent, confident errors that bypassed single-model workflows

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