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RAG-Anything is a multimodal document-processing RAG system built on LightRAG that parses documents, constructs a multimodal knowledge graph, and uses hybrid vector-graph retrieval to answer queries.
LightRAG v1.5 is released with six major improvements including multimodal document processing, enhanced parsing, and role-specific LLM configuration, making RAG simpler, faster, and more powerful.