The Confidence Trap occurs when an LLM’s authoritative tone masks underlying...

https://iris-wiki.win/index.php/Why_is_Gemini%E2%80%99s_catch_ratio_0.26_so_low_in_this_dataset%3F

The Confidence Trap occurs when an LLM’s authoritative tone masks underlying errors. In high-stakes work, trusting a single model is a liability. Our April 2026 data across 1,324 turns showed a 99.1% signal detection rate, yet 0.9% were silent failures