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Furcas comments on After Go, what games should be next for DeepMind? - Less Wrong Discussion
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Human-like uncertainty could be inserted into the AI's knowledge of those things, but yeah, as you say, it's going to be a mess. Probably best to pick another kind of game to beat humans at.