I went looking, but I can't find a pdf of the Kutz, Brunton book. But essentially, once you go to a nonlinear basis (maybe infinite), Koopman is linear, so 1-step-ahead modeling is AR(1). Again, I think this is discussed in several Kutz tutorials. It's the only real way one can fit DMD in practice.