20:16
2026-07-14
dev.to
artificial-intelligence
From Documents to Intelligent Answers: Building a RAG Agent from Scratch & Lessons Learned
A developer built a Retrieval-Augmented Generation (RAG) system from scratch using Python, LangChain, Ollama, and Chroma. The project demonstrates how to combine document retrieval with LLM generation…