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The Confidence Trap is real: LLMs sound authoritative even when they’re hallucinating. Relying on a single output is dangerous in regulated work. In our April 2026 study of 1,324 turns, comparing OpenAI’s GPT-4o against Anthropic’s Claude 3
The "Confidence Trap" occurs when a model sounds authoritative while hallucinating, masking errors behind high-conviction prose. In high-stakes workflows, relying on a single output is a liability
The Confidence Trap occurs when we trust one model's output simply because it sounds right. Using OpenAI and Anthropic together creates a vital safety net. In our April 2026 audit of 1,324 turns, we saw 99.1% signal detection and only 0.9% silent turns
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