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Raw input documents\n├── doc_vector_store/             # ChromaDB persistent embeddings\n│\n├── src/\n│   ├── agents_src/               # CrewAI agents & tasks\n│   │   ├── agents/\n│   │   ├── tasks/\n│   │   ├── crew.py\n│   │\n│   ├── rag_doc_ingestion/        # RAG ingestion pipeline (LlamaIndex)\n│   │   ├── ingest_docs.py\n│   │   ├── config/\n│   │\n│   ├── backend_src/              # FastAPI backend\n│   │   ├── api/\n│   │   ├── services/\n│   │   ├── config/\n│   │   ├── main.py\n│   │\n│   ├── frontend_src/             # Streamlit UI\n│       ├── main.py\n│       ├── config/\n│\n└── venv/"},{"kind":"example","language":"python","snippet":"loader = SimpleDirectoryReader(input_dir=docs_dir)\ndocuments = loader.load_data()\n\nparser = SimpleNodeParser.from_defaults(chunk_size=1024, chunk_overlap=50)\nnodes = parser.get_nodes_from_documents(documents)\n\nvector_store = ChromaVectorStore(chroma_collection)\nstorage_context = StorageContext.from_defaults(vector_store=vector_store)\n\nindex = VectorStoreIndex(\n    nodes,\n    storage_context=storage_context,\n    embed_model=embed_model\n)"}]}}