Kernel recurrence

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문서 역사

Kernel recurrence is the recurrence of the Covolution operator schema D -> q_G -> W^pers -> K -> U across organizational levels, with level-specific state spaces, variables, mechanisms, and parameterizations. It asserts recurrence of causal roles, not geometric self-similarity, scale invariance, or mechanistic identity.


Kernel recurrence = the same typed causal architecture appears at multiple levels.
Cross-level recursion = outcomes at one level modify the operators operating at another level.