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LLM agent beats human experts at MCU model optimization via hardware-in-the-loop feedback

The work shows that real hardware feedback is the critical missing ingredient for LLM agents to autonomously replace expert-driven MCU optimization, turning a previously manual, multidimensional process into a closed-loop pipeline that outperforms human experts within seven iterations.