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A multimodal RAG system that builds a unified knowledge graph from both audio transcripts and PDF documents. LLMs extract entities, relationships, and chunk semantics. Neo4j stores the graph and vector embeddings. A FastAPI service answers questions by combining vector search, graph expansion, and LLM reasoning with source citation.