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

https://fernandowehn083.timeforchangecounselling.com/the-confidence-trap-why-your-llm-sounds-more-certain-when-it-s-most-wrong

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