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

https://zaneznae304.lucialpiazzale.com/why-suprmind-calls-gpt-a-balanced-generalist-instead-of-a-top-catcher

The Confidence Trap occurs when an LLM’s authoritative tone masks underlying errors. In high-stakes work, trusting a single model is a liability. Our April 2026 data across 1,324 turns showed a 99.1% signal detection rate, yet 0.9% were silent failures