Essay
Institutional Capacity to Contest: Why an Open Window Means Little Without the Power to Act
AI will not reshape society through algorithms alone. It will depend on whether governments, schools, utilities, and other public institutions develop the capacity to understand, procure, and govern it before dependence on a handful of private actors becomes the default.