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

https://reidwxzz567.image-perth.org/the-data-integrity-audit-why-we-cut-196-turns-from-our-performance-baseline

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