The Confidence Trap occurs when we mistake an LLM’s fluency for factual...

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The Confidence Trap occurs when we mistake an LLM’s fluency for factual accuracy. Relying on a single provider like OpenAI or Anthropic often hides silent errors. Our April 2026 audit of 1,324 turns showed a 99