How to Build a Local AI Coding Assistant with Ollama, RAG, and Your Own Codebase

A step-by-step production guide to building a private, local AI coding assistant that understands your entire codebase. Covers Ollama setup, embedding generation, vector storage with ChromaDB, RAG pipeline architecture, and real-world optimization patterns for 2026.