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Creating the next generation of power-efficient parallel computers requires a rethink of the mechanisms and methodology for building parallel applications. Energy constraints have pushed us into a regime where parallelism will be ubiquitous rather than limited to highly specialized high-end supercomputers. New execution models are required to span all scales, from desktop to supercomputer.