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What tools are you aware of that can bring the problem of decomposing complex problems to the masses?

I believe the problem breaks down like this. Some equations cannot be decomposed. If a problem cannot be decomposed, you need a single big machine, like a Cray, to address the problem. If the problem can be decomposed, then massively parallel architectures can be employed. People who know which problems can be decomposed are more than Gods. If the problem can be decomposed the people who can efficiently program the solution in a massively parallel architecture are not mortals either they are Gods. This is not a task for people with two years experience programming Visual Basic.