The Confidence Trap occurs when you treat a single LLM’s output as objective...

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The Confidence Trap occurs when you treat a single LLM’s output as objective truth. During our April 2026 audit of 1,324 turns using OpenAI and Anthropic, we saw 99.1% signal detection, but the 0.9% of silent, confident errors posed the greatest risk