AI-native foundations and the data and knowledge flywheel for MWMs. (IMAGE)

Maximum Academic Press

AI-native foundations and the data and knowledge flywheel for MWMs.

Caption

AI-native foundations and the data and knowledge flywheel for MWMs. The soft foundation combines physical models, digital twins, and scientific agents, while the hard foundation supports automated experiments, monitoring, and embodied interaction. A shared data and knowledge flywheel connects both foundations; recursive self-improvement (RSI) uses evaluated feedback to refine research procedures.

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