 One sometimes hears it said that, on the Heisenberg picture, the state of the system is unchanging. This is incorrect. It is true that there are not different state vectors corresponding to different times, but that is because a single state vector serves for computing probabilities for all observables pertaining to all times. These probabilities do change with time.