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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" happens when we blindly trust a single LLM output. My April 2026 audit of 1,324 turns confirms this risk: relying on one model is a major blind spot. By implementing multi-model review between OpenAI and Anthropic, we achieved 99

The Confidence Trap masks errors with tone. Trusting one model is a risk. Our April 2026 audit of 1,324 turns saw 99.1% signal detection by comparing OpenAI and Anthropic, catching 0.9% of silent failures

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