Langchain

• Mar 25, 2026 RAG from Scratch: Building a Retrieval-Augmented Chatbot Over Your Own Documents

  A complete technical walkthrough of building a retrieval-augmented generation (RAG) system from scratch — covering embeddings, vector databases, chunking strategy, retrieval quality, and a fully runnable Python implementation using Ollama and ChromaDB.