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An AI engineer documented building agent systems using LangGraph and shared state after starting with simple Ollama calls. The agentic-ai-engineering repository contains patterns for tool calling, planning, and human-in-the-loop workflows. The engineer built a classifier node to route user intent and a shared state object for debugging across nodes.
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