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

https://www.nav-bookmarks.win/the-confidence-trap-occurs-when-a-model-sounds-authoritative-while-being

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