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Thee AAAI-12 Workshop on Problem Solving using Classical Planners aimed to showcase ideas for new uses of classical planners, by presenting inspiring examples, both theoretical and applied. The problems addressed range from planning under uncertainty (contingent, probabilistic, assumption-based, or conformant), to applications in service composition, system reconfiguration and cybersecurity, to even the problems of critiquing plans or generating planning problems! Likewise, approaches range from pure compilation (translating a problem into PDDL and solving it with a classical planner) to embedding classical planning techniques inside dedicated algorithms. This body of contributions help illustrate how the results of decades of research in classical planning are now being put to use.