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

https://www.bookmarkmaster.win/the-confidence-trap-occurs-when-you-trust-an-llm-s-authoritative-tone-despite

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