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

https://hectorssuperjournals.wordpress.com/2026/04/26/does-contradicted-mean-the-ai-is-wrong/

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