The "Confidence Trap" occurs when we treat LLM outputs as objective truth....

https://romeo-wiki.win/index.php/Is_Multi-Model_Review_Worth_It_If_99.1%25_of_Turns_Show_a_Flag%3F

The "Confidence Trap" occurs when we treat LLM outputs as objective truth. Relying on a single provider, like OpenAI or Anthropic, masks inherent model bias. In our April 2026 audit of 1,324 turns, we found a 99.1% signal detection rate, but the 0