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

https://www.mediafire.com/file/r22x4gly85rhz84/pdf-85689-97724.pdf/file

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