The Confidence Trap occurs when we mistake an LLM’s tone for accuracy, leading...

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The Confidence Trap occurs when we mistake an LLM’s tone for accuracy, leading to dangerous automation bias. In our April 2026 audit of 1,324 turns, relying on single-model inference proved risky