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I often use make to run jobs in parallel. It is nice to be able to continue after an error or breakage, especially when working with large workloads.

Using Makefiles, however, depends on the results being files. If that is not the case, make cannot tell how far you got.

GNU Parallel has --joblog and can continue from where it left off or retry all failed jobs again.