The "Confidence Trap" happens when we mistake an LLM’s authoritative tone for...

https://atavi.com/share/xtbg8gz1isq8a

The "Confidence Trap" happens when we mistake an LLM’s authoritative tone for factual accuracy. Our April 2026 audit of 1,324 turns proved that single-source reliance is a major liability