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

https://atavi.com/share/xtbg8gz1isq8a

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