The Confidence Trap occurs when LLMs sound certain while failing. Relying on...

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

The Confidence Trap occurs when LLMs sound certain while failing. Relying on one score is risky. Our April 2026 audit of 1,324 turns saw 99.1% signal detection but 0.9% silent failures