Using RAG for SQL Generation — Why Embeddings Beat Prompt Stuffing

This content discusses the effectiveness of Retrieval Augmented Generation (RAG) using embeddings and pgvector for SQL generation, demonstrating its superiority over traditional "prompt stuffing". It achieved an 87% reduction in token cost and boosted query accuracy from 64% to 91%.