The "Confidence Trap" occurs when we trust a model’s polished output blindly....

https://www.tumblr.com/gladlyradiantsphinx/814984864992542720/perplexity-catch-ratio-254-is-it-really-the-best

The "Confidence Trap" occurs when we trust a model’s polished output blindly. In our April 2026 audit of 1,324 turns, single-model workflows proved risky. By comparing OpenAI and Anthropic, we achieved 99