Explore The Race
Signal
Municipal governments do not need to match AI vendors alone. By connecting existing professional networks, sharing lessons faster, and building a stronger vendor feedback loop, they can gain scale without giving up local authority.
Essay
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.
Signal
AI’s physical expansion depends on electricity, water, land, and grid access. That gives utilities, regulators, and local governments a crucial opening to shape who pays, who benefits, and whether the public retains a meaningful say in the AI race.
Essay
States are beginning to build a public layer for AI through inventories, procurement rules, training, shared tools, and limits on consequential uses. The framework is emerging, but dependence on private platforms remains its weakest point.
Essay
Public models and public compute are only the beginning. AI becomes public infrastructure when governments and civic institutions can use, adapt, govern, and sustain it without becoming permanently dependent on a single vendor.