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

https://www.deltabookmarks.win/the-confidence-trap-occurs-when-we-trust-a-single-llm-s-output-simply-because

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