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The "Confidence Trap" happens when a model sounds authoritative but drifts, leading to silent errors. My April 2026 review of 1,324 turns proves single-model reliance is a risk. By cross-validating Anthropic and OpenAI outputs, we achieved 99

Teams often fall into the Confidence Trap, trusting a model’s assertive tone even when it’s wrong. Cross-checking between providers like OpenAI and Anthropic is essential for catching errors that single-model workflows miss

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