We model repeated play of noncooperative stage games in terms of approximate gradient steps. That simple format require little information and no optimization. Moreover, it allows players to evaluate marginal cost or profit inexactly and to move with different velocities. Uncertainty can also be accomodated. Granted some crucial stability, we show that play converges to Nash equilibrium.