We present a family of solvable models of interacting particles in high dimensionalities without quenched disorder. We show that the models have a glassy regime with aging effects. The interaction is controlled by a parameter p . For p = 2 we obtain matrix models and for p > 2 "tensor" models. We concentrate on the cases p = 2 which we study analytically and numerically.