Self-hosted LLM becomes a real AI assistant

A developer transformed a self-hosted LLM from a basic chatbot into a functional AI assistant by focusing on tool integration rather than model benchmarks. The key shift was enabling the model to access notes, documents, and other tools for real productivity work.