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

https://qqpipi.com//index.php/The_Suprmind_Dataset:_Auditing_High-Stakes_AI_Resilience

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