Practical Quantum CIM Empowerment via All-Domestic-Core Agentic Large Model

This study integrates a femtosecond laser-pumped Coherent Ising Machine (CIM) with an LLM-driven agentic system, leveraging LangGraph and LangChain frameworks. It demonstrates that LLMs can effectively perform tasks like QUBO/Ising model calibration and constraint weight iteration, achieving practical empowerment of quantum CIM with domestic technology.