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I still haven't been able to find a neat example of what sort of problem really benefits from this.

I think one of the clear benefits is having a tool to aid you in your research. Speaking about chess, is like what Kasparov envisioned for advanced chess http://en.wikipedia.org/wiki/Advanced_Chess




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