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

https://wiki-wire.win/index.php/Is_the_Suprmind_Dataset_Real_Production_Traffic_or_a_Benchmark%3F_An_Audit

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