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Could this be overcome by throwing more hardware?


Yes, to a certain extent and certain complexity.

https://en.wikipedia.org/wiki/Go_and_mathematics#Game_tree_c...

Eventually, math wins. There will come a point where humans cannot make the game sufficiently complex to beat a domain-specific machine intelligence (such as AlphaGo).




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