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The statistical mechanics that describes collective phenomena in disordered systems and solutions to large search problems have important mathematical connections. One of the models that describes disordered materials, the diluted p-spin model, is strongly related to the random XORSAT problem, a problem of finding variables that simultaneously satisfy a large number of logical constraints (1). This relation has provided insight into how small changes in a model can modify its computational difficulty.