The Confidence Trap occurs when we mistake an LLM’s stylistic certainty for...

https://sierra-wiki.win/index.php/Why_does_GPT_only_have_339_unique_insights_in_this_dataset%3F

The Confidence Trap occurs when we mistake an LLM’s stylistic certainty for objective accuracy. In our April 2026 audit of 1,324 turns, we found that relying on a single provider often masked critical reasoning gaps