Fast GraphRAG is a retrieval-augmented generation framework that uses knowledge graphs to organize and retrieve information for LLM queries. It automatically generates and refines graphs to fit domain ontology needs, supports incremental updates for real-time data, and aims to reduce query costs compared to traditional graphrag approaches.