LightRAG is an advanced Retrieval-Augmented Generation system that overcomes the limitations of traditional RAG models by using graph-based indexing and a dual-level retrieval mechanism. This innovative framework improves contextual coherence, accuracy, and scalability, enabling more precise and comprehensive AI-generated responses for complex queries and knowledge synthesis.