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@@ -56,6 +56,6 @@ We will build from CRAG (blue, below) to Self-RAG (green) and finally to Adaptiv
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### Local LangGraph RAG Agent
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-Our fouth notebook, `langgraph-rag-agent-local`, shows how to apply LangGraph to build advanced RAG agents using Llama 3 that run locally and reliably.
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+Our fourth notebook, `langgraph-rag-agent-local`, shows how to apply LangGraph to build advanced RAG agents using Llama 3 that run locally and reliably.
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See this [video overview](https://www.youtube.com/watch?v=sgnrL7yo1TE) for more detail.
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