“MMORF introduces a multi-agent framework that uses specialized language models to balance quality, safety, and cost in retrosynthesis planning—a critical chemistry task. This research demonstrates how agent collaboration can effectively handle competing objectives in scientific domains, advancing practical AI applications in drug discovery and chemical manufacturing.”