I know very little about AI, but something that excites me, maybe just romantically, is the idea of an AI taking everything it learned from one game and applying it to another.

Seems like we are happy to give them billions of games of practice. But what happens when exercise becomes a constraint?

You've played a ton of chess. Now here's the rules to Go. Now play one game of it.