Reperfusion is a main strategy for restoring blood supply after ischemic stroke, but it induces neuroinflammation that undergoes dynamic progression, hindering the treatment of ischemic stroke. Here, the authors report a pathogenesis-adaptive nanosystem for sequential and on-demand regulation of reperfusion-induced dynamic neuroinflammation for ischemic stroke therapy.