The Confidence Trap occurs when we mistake an LLM’s tone for accuracy, leading...

https://atavi.com/share/xtbg8gz1isq8a

The Confidence Trap occurs when we mistake an LLM’s tone for accuracy, leading to dangerous automation bias. In our April 2026 audit of 1,324 turns, relying on single-model inference proved risky