The "Confidence Trap" occurs when an LLM’s authoritative tone masks underlying...

https://www.phone-bookmarks.win/the-confidence-trap-occurs-when-we-equate-a-model-s-authoritative-tone-with

The "Confidence Trap" occurs when an LLM’s authoritative tone masks underlying errors. In our April 2026 audit of 1,324 turns, we found that relying on a single engine creates dangerous blind spots