June 28, 20265 min read
Building a RAG Q&A System with n8n + Supabase: Pipeline, Embeddings, and What Broke
A practical walkthrough of a retrieval-augmented generation pipeline using n8n for orchestration, sentence-transformer embeddings, and Supabase pgvector for semantic search — including what failed and the fixes.