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But wouldn't (couldn't) the model then hallucinate play patterns and get itself into problems when playing against a real opponent?
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Well, if your training includes regularization against ruleset changes, the model should simply handle it. (that would be the expensive option, and require vastly more training)

When the Dota 2 bot was made, they retrained the bot only partially when new patches came in, so it was definitely cheaper to adapt.

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