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The paper introduces mmGRPO, a multi-module extension of Group Relative Policy Optimization (GRPO) that improves accuracy in modular AI systems by optimizing language model calls and prompts. It reports an average 11% accuracy improvement across various tasks and provides an open-source implementation in DSPy.