DeepSeek-R1 at 14.3% Error: Why AI Sounds More Confident When It's Wrong and How I Fixed It After Three Failed Projects

https://noon-wiki.win/index.php/Multi-LLM_Orchestration_Platforms_Transforming_AI_Conversations_into_Structured_Knowledge_Assets_for_Enterprise_Decision-Making

Master Reducing Overconfidence in DeepSeek-R1: What You’ll Achieve in 30 Days In one sentence: you will convert a search model that confidently gives wrong answers into a system that honestly signals uncertainty and reduces costly mistakes