Running Python based software in the GPU?

I'm not a GFX or 3d programmer, but looking at this blog entry, I understand that these guys are getting ready a way to run Python based software in the GPU. I wonder what kind of speed improvements can be achieved through that, although I fear that it's only going to work for numeric type of programs.

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