Published onAugust 5, 2026Building a RAG Pipeline in Python: From SQL to Semantic Searchraglangchainpythonvector-databasesai-engineeringRAG is the new SQL. A practical walkthrough of building a production-grade retrieval pipeline with LangChain, ChromaDB, and a local Gemma 4 model — without the hype.