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

https://wiki-saloon.win/index.php/How_Does_This_Compare_to_AA-Omniscience%3F

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