The Game of Go has been explored for 2500 years and resulted in a body of theories that Go masters study in Go schools. Alpha Go discovered that human Go understanding was caught in a local optimum, and broke out of it. The game of modern physics started only 130 years ago...
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In the pursuit of shortness, we ended up with bazillions of multiverse. None of them describes our universe. Levels of abstraction and specializations must be handled at the level where they make sense.
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That does sound like an interesting problem where AlphaGo's design might work (though the issue with factoring the test environment out of the problem strikes me as perhaps more significant than is comfortable (gauss's law vs. uncertainty principle + probability amplitude)).
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