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This paper reformulates hospital mechanism design as program synthesis for language models, using a multi-agent simulator (Medi-Sim) to evaluate policy rules under strategic provider responses. It demonstrates pressure migration across provider channels and synthesizes an inspectable mixed-objective program that reduces up-coding and rejection while retaining funds.