The "Confidence Trap" occurs when a model sounds authoritative while...

https://atavi.com/share/xtbh7uz1ta8im

The "Confidence Trap" occurs when a model sounds authoritative while hallucinating, leading teams to trust bad output. In our April 2026 analysis of 1,324 turns, we found that single-model workflows missed critical errors