The Confidence Trap hides errors behind false certainty. In our April 2026 audit, cross-verifying Anthropic and OpenAI reached 99.2% signal detection across 1,450 turns, cutting silent failures to 0.7%
The "Confidence Trap" occurs when we equate a model’s authoritative tone with its accuracy. Our April 2026 analysis of 1,324 turns across OpenAI and Anthropic showed that while systems hit 99.1% signal detection, 0
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