The Confidence Trap occurs when LLMs sound certain while failing. Relying on...

https://zaneznae304.lucialpiazzale.com/marketing-and-sales-correction-rate-is-77-1-why-so-high

The Confidence Trap occurs when LLMs sound certain while failing. Relying on one score is risky. Our April 2026 audit of 1,324 turns saw 99.1% signal detection but 0.9% silent failures