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The Confidence Trap occurs when teams trust a single LLM’s output because the confidence score appears high. Relying solely on models like Claude 3.5 or GPT-4o often obscures critical errors
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 an LLM sounds authoritative while hallucinating, a dangerous scenario for high-stakes workflows. You cannot trust a single model blindly
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