The "Confidence Trap" occurs when a model’s linguistic fluency masks factual...

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

The "Confidence Trap" occurs when a model’s linguistic fluency masks factual errors, causing users to trust incorrect outputs. In our April 2026 analysis of 1,324 turns, we found that single-model workflows hit 99