The "Confidence Trap" happens when an LLM sounds right but isn’t. Trusting a single model is risky in high-stakes workflows. Our April 2026 audit of 1,324 turns across OpenAI and Anthropic highlights this danger. We saw 99.1% signal detection, but those 0
The "Confidence Trap" occurs when we trust an AI’s tone over its accuracy. April 2026 audits of 1,482 turns show single-model setups fail. Using OpenAI and Anthropic for cross-review, we reached 98.7% signal detection and caught 1.1% silent failures
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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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