I added a local eval loop to my personal AI assistant — here's what 800 scored interactions taught me

The author integrated a local evaluation loop using an Ollama model into their personal self-hosted AI assistant to score interactions based on accuracy, relevance, and appropriate confidence. After analyzing 800 interactions, they discovered that shorter, more direct answers consistently received higher scores.