State management rarely feels urgent on week one of a Flutter project.

Screens come together fast. setState works. Provider or Riverpod gets wired up in an afternoon. Demos look great in the simulator.

Then month four or five hits. A second developer joins. You add offline-friendly flows, push notifications, and deeper API integration....