Definition
The principle that an institution's obligations to remain contestable and revisable grow with its capacity to classify, monitor, automate, enforce, and scale. The more a system can see, sort, act on, and impose its categories, the stronger the counterweights must be.
It matters because capacity is not neutral. A system that can classify at scale can misclassify at scale, and a system that can enforce quickly can commit quickly. Restraint is the obligation side of capability overhang: capability may expand only as fast as the correction obligation that checks it. It is why earned autonomy is conditional rather than cumulative, and it makes Law XI's burden normative: every expansion of capacity carries a proportional expansion of contestation and revision.
Scale: Systemic · Phases: Design, Deployment, Audit · Measurability: Semi-quantitative · Maturity: Core concept
Adjacent terms
References
- Capability overhang · Term
- Earned autonomy · Term
- Correction obligation · Term