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

https://wiki-nest.win/index.php/GPT_catch_ratio_0.38:_Should_I_still_include_it_in_an_ensemble%3F

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