r/LocalLLaMA July 17, 2026 · Communities

Getting LLMs to Quantify their Unknowns

LLM judges are increasingly common among AI teams due their ability to automate decisions that require complex reasoning and analysis. Pairing their reasoning ability with calibrated confidence scores unlocks entirely new ways to work with AI. For one, active learning enhanced prompt optimization uses low confidence de