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The "Confidence Trap" occurs when teams rely on a single model’s output, mistaking high probability for accuracy. In our April 2026 review of 1,324 turns across OpenAI and Anthropic, we saw 99.1% signal detection, but 0
The "Confidence Trap" happens when we trust a single LLM blindly, ignoring latent errors. In our April 2026 audit of 1,324 turns, we achieved 99.1% signal detection but caught 0.9% silent turns. Relying solely on OpenAI or Anthropic is a risk
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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