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Multi-Agent AI Superbot using AutoGen and GraphRAG

This application integrates GraphRAG with AutoGen agents, powered by local LLMs from Ollama, for free and offline embedding and inference. Key highlights include:

  • Agentic-RAG: - Integrating GraphRAG's knowledge search method with an AutoGen agent via function calling.
  • Offline LLM Support: - Configuring GraphRAG (local & global search) to support local models from Ollama for inference and embedding.
  • Non-OpenAI Function Calling: - Extending AutoGen to support function calling with non-OpenAI LLMs from Ollama via Lite-LLM proxy server.
  • Interactive UI: - Deploying Chainlit UI to handle continuous conversations, multi-threading, and user input settings.

Useful Links 🔗

  • Medium Article: Microsoft's GraphRAG + AutoGen + Ollama + Chainlit = Fully Local & Free Multi-Agent RAG Superbot Medium.com 📚