LLM-Guided Heuristic Design from Simulation Traces: A Case Study in Dynamic Production and AGV Scheduling
The episode discusses a paper from Tsinghua University that uses LLM agents to design factory scheduling heuristics by reading simulation event logs, not just final scores. The framework diagnoses bottlenecks from traces and revises policies, achieving ~78 points versus ~63 for baselines, and remains robust under random faults.