The Confidence Trap occurs when a single model is so persuasive you ignore its potential for error. In our April 2026 audit of 1,324 turns, relying on one model created blind spots. By pairing OpenAI’s reasoning with Anthropic’s output, we achieved 99
The "Confidence Trap" happens when we mistake a model’s smooth output for accuracy. Relying on a single LLM is risky, which is why multi-model review is essential for high-stakes workflows
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