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I wrote this as a conceptual architecture piece, not an empirical paper.

The core claim is that many failures in embodied AI and agent systems come from missing a baseline regulation layer beneath planning/learning — relying on correction alone leads to cascades under load.

I tried to keep it concrete with design patterns rather than metaphors. Curious how people here think about this relative to whole-body control, passivity, or active inference.



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