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

https://www.mediafire.com/file/r22x4gly85rhz84/pdf-85689-97724.pdf/file

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