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

https://wiki-nest.win/index.php/The_52.2%25_Paradox:_Why_Research_Queries_Expose_LLM_Fragility

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