#GraphRAG

'Overview of six memory patterns for LLM agents across vector, graph, and event/log families, with practical tradeoffs for latency, hit rate, and failure modes.'

'Graph-R1 combines hypergraph knowledge, agentic multi-turn retrieval, and end-to-end RL to deliver state-of-the-art QA accuracy and efficient generation.'