benitomartin/crewai-rag-langchain-qdrant
Collaborative Multi-Agent RAG with CrewAI
Integrates LangChain's RetrievalQA with Qdrant vector database for semantic search over PDF documents, using RecursiveCharacterTextSplitter for chunk indexing and OpenAI embeddings. CrewAI orchestrates specialized Researcher and Writer agents that consume the retrieval pipeline to generate detailed paper analyses and student-friendly summaries as markdown outputs. The architecture is templated for research paper ingestion but generalizable to any document-based RAG workflows.
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May 19, 2024
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