We discuss trajectory optimization for hybrid systems with a natural, hierarchical separation of discrete and continuous dynamics. The trajectory optimization problem considered requires that a discrete state sequence and a continuous state trajectory must be both determined to minimize a single cost function, such that the discrete state sequence also solves a symbolic planning problem. We mod...