The Confidence Trap is trusting one LLM blindly. Our April 2026 audit of 1,324 turns, comparing Anthropic and OpenAI, proves multi-model review is vital. We achieved 99.1% signal detection, yet 0.9% of turns were silent failures a single model missed
The Confidence Trap is the dangerous tendency to trust a model’s output solely because its internal confidence score remains high. In high-stakes work, multi-model review is essential for validation
The Confidence Trap happens when we mistake an LLM’s authoritative tone for accuracy. Relying on a single model is risky because they often frame uncertainty as fact
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