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

https://atavi.com/share/xtbh7uz1ta8im

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