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Advances in AI reasoning and robot learning will accelerate scientific progress by enabling autonomous labs. In the near term, this means collaboration between scientists and AI-robot systems, enhancing research in life sciences, chemicals, and material science. True self-driving science, a fully closed loop without human intervention, is a further-out goal, but foundational work is progressing across AI, simulation, and robot learning.