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

https://www.mediafire.com/file/r22x4gly85rhz84/pdf-85689-97724.pdf/file

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