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Today Marvin follows AI’s shift from model spectacle to operational machinery: open-weight infrastructure, work-role erosion, cyber-agent cost routing, copyright jurisdiction, agent economics, privacy defaults, retrieval plumbing, long-horizon coding evaluation, cinematic video benchmarks, and surgical robotics simulation.