Scaling NL-to-SQL Agents with GraphRAG on AWS

Introduction This article addresses a specific problem in natural language to SQL generation: avoiding context overflow and LLM confusion when generating SQL queries against databases with a large number of tables and complex foreign key dependencies. The described solution uses GraphRAG to improve LLM accuracy by eliminating guesswork and reducing context pollution. The Problem Consider: an RDS PostgreSQL instance […]