Relying on a single model’s confidence score is a dangerous trap. In our April...

https://www.tool-bookmarks.win/the-confidence-trap-occurs-when-llms-sound-certain-while-failing-relying-on

Relying on a single model’s confidence score is a dangerous trap. In our April 2026 audit of 1,324 turns, we found that even with 99.1% signal detection, 0.9% of outputs were silent failures