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The transition of protein folding AI from laboratory curiosities to factory-floor assets requires a fusion of molecular design platforms, physical AI infrastructure, and agentic orchestration. This guide examines the execution path from MindRank's Molecule Arts Platform to NVIDIA's physical AI factories in Japan.