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The discrete search uses the discrete transitions of the hybrid system and a state-space decomposition to guide the search for witness trajectories. Experiments using a hybrid system inspired by robot motion planning and with nonlinear dynamics associated with each of several thousand modes demonstrate the efficiency of HyDICE as a hybrid-system testing and motion-planning method. Comparisons to related work show computational speedups of up to two orders of magnitude.