Migrate an existing AI-powered Infrastructure-as-Code agent from a CrewAI-based architecture to a LangChain/LangGraph-based one. Analyze the current multi-agent workflow, redesign it as a stateful LangGraph pipeline with clear nodes/edges, and refactor the codebase to improve control over agent state, execution flow, and error handling while preserving functionality.

Technologies: Python, LangChain, LangGraph, Flask, Docker, Git, Terraform (for understanding generated outputs), Google Cloud / OCI APIs.

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