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This paper proposes integrating a femtosecond laser-pumped Coherent Ising Machine (CIM) with an LLM-driven agentic system using LangGraph and LangChain, enabling automated QUBO/Ising model calibration and constraint weight iteration, all implemented with domestic large models and hardware.