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

https://lukaszaph075.almoheet-travel.com/the-audit-analyzing-the-299-suprmind-sample-and-the-reality-of-user-sample-bias

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