Here's a talk by Greg Wilson of the University of Toronto that pretty well captures what I think about how computing in the sciences really needs to be done, rather than the focus on bigger supercomputers.
Other options (Low Res or podcast) available here.
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You can find links to similar talks here. For example, see the interview with Roger Barga. He's also an advocate of reproducible research.
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