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

https://garrettwigp625.tearosediner.net/grok-confident-contradicted-48-8-an-analytics-field-report

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