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

https://fernandowehn083.timeforchangecounselling.com/what-is-confident-contradictions-in-financial-ai-outputs

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