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System design for physical AI: a patch cycle that learns from every confirmed call

By Muhammad Umar. This is the engineering summary of an open reference architecture. The paper, its object model as JSON and the model register are free to reuse under CC BY 4.0: https://codeatoms.ai/ot-vulnerability-utility-us/ . DOI to follow on Zenodo. The operator is described by class, never b…

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  1. 2026-11-08 03:32 · DEV Community — AI
    System design for physical AI: a patch cycle that learns from every confirmed call

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