Parallel Programming Issues

What are some interesting challenges for solving parallel computing? I think of well-known issues that are not too complicated, but show linear improvement when using multiple processes. Any ideas?

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You might want to consider this article as it seems that you are really asking for a list of "embarrassing parallel" issues.

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