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https://en.wikipedia.org/wiki/Hikaru_no_Go

Really hope to see one machine against another. In future we'd probably have game tournament of AI machines. Example my tensorflow-build machine against your openai-build machine in a StarCraft game.

Corewars, where the program is written by a neural net.

There's a pretty interesting Starcraft AI tournament going on right now actually, though I'm not certain whether any of the bots are using deep learning techniques: http://sscaitournament.com/

Exactly that has already been going on since 2010 :)

There's a livestream of bots facing off here: https://www.twitch.tv/certicky

Sounds like RoboCode.

Season three would follow "Colossus: The Forbin Project" with the two bots demanding to be linked together, joining forces, and taking over the world.

Here you go http://imgur.com/wIuuCqd

No Game No Life[0] is somewhat related, it starts out with a mysterious and anonymous player beating everyone at online games.

[0]: https://en.wikipedia.org/wiki/No_Game_No_Life