System Design9 min readBuilding a Production-Grade RAG Pipeline with PostgreSQL and pgvectorDedicated vector databases are great, but managing another piece of infrastructure isn't always necessary. In this guide, we dive deep into HNSW indexing, quantization, and hybrid full-text search directly inside Postgres.Alex RiveraAug 28, 2026