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The "Confidence Trap" occurs when teams rely on a single LLM. Using just OpenAI or Anthropic invites hidden errors. Multi-model review is our safety net. During our April 2026 audit of 1,324 turns, we achieved 99.1% signal detection, catching 0
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
The Confidence Trap happens when we mistake an LLM’s authoritative tone for accuracy. Relying on a single model is risky because they often frame uncertainty as fact
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