The "Confidence Trap" occurs when we rely on a single LLM’s authoritative tone,...

https://josuerwqt559.bearsfanteamshop.com/the-confidence-contradiction-rate-measuring-the-reality-gap-in-llms

The "Confidence Trap" occurs when we rely on a single LLM’s authoritative tone, masking underlying errors. In our April 2026 audit, we tracked a 98.4% signal detection rate, yet 1.2% of turns were silent failures—confidently wrong responses