The Confidence Trap occurs when operators over-rely on a single LLM output,...

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The Confidence Trap occurs when operators over-rely on a single LLM output, ignoring latent errors. In our April 2026 review of 1,324 turns, we found that cross-referencing Anthropic and OpenAI outputs is essential. While signal detection reached 99