The "Confidence Trap" occurs when we mistake an LLM's authoritative tone for...

https://list-wiki.win/index.php/The_Confidence_Trap:_Why_Your_Model_Isn%27t_Just_Lying_to_You%E2%80%94It%27s_Lying_to_Itself

The "Confidence Trap" occurs when we mistake an LLM's authoritative tone for factual accuracy. In our April 2026 analysis of 1,324 turns, we achieved 99.1% signal detection, yet identified 0.9% silent, confident errors that bypassed single-model workflows