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The "Confidence Trap" occurs when you trust an LLM’s authoritative tone despite underlying errors. Relying on one model is a risk. We use multi-model review to mitigate this. Our April 2026 audit of 1,324 turns between Anthropic and OpenAI revealed 99
The Confidence Trap occurs when we trust one model’s output simply because it sounds certain. Across 1,324 turns in our April 2026 audit, we found that cross-referencing Anthropic and OpenAI prevents errors that solo models miss. While we hit 99
The Confidence Trap occurs when we trust a single LLM because it sounds authoritative, even when it’s wrong. In our April 2026 audit of 1,324 turns, relying on one model masked critical errors. By cross-validating OpenAI and Anthropic, we achieved 99
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