Within a declared operating region, it is possible to achieve cost-aware capability-capacity separability where changing activated capability preserves capacity-response interaction within a preregistered equivalence margin, and changing compatible Scaffold capacity preserves capability semantics up to a non-inferiority margin.

within a declared operating region, changing activated capability preserves the capacity-response interaction within a preregistered equivalence margin, while changing compatible Scaffold capacity preserves capability semantics up to a non-inferiority margin, and the required controls stay within a declared enforcement budget.

http://arxiv.org/abs/2608.27086v1