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- Proper StateGraph with compiled nodes - Conditional edges for writing iteration - Checkpoint memory for resumability - Structured state with Pydantic - Node_validate for cross-stage validation - Writing loop with iterate/next logic - Full end-to-end workflow This is the rigorous LangGraph integration.