Large Language Models excel, but they struggle with private data — until Retrieval-Augmented Generation (RAG) steps in. This guide will show you how to transform PostgreSQL with pgvector, enabling semantic and full-text keyword searches, as well as row-level security for safe access. Follow the step-by-step instructions to implement hybrid retrieval and enhance accuracy without requiring new infrastructure.