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Embarrassingly Parallel Work Versus Tightly Coupled Work

The brief names this as a fork in the road, and it genuinely is: the retry, checkpoint and capacity strategies taught later are correct for one class and wrong for the other. A researcher who mis-classifies their work will buy the wrong product and blame the cloud.