if a model is optimized for making predictions, it may not be useful for e.g. producing counterexamples to other models
Adding learning does something to help this situation, though I might argue "learning" is... underspecified?
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E.g. "Alright, but how quickly does it learn?" "Is it incentivized to seek out novel situations or ideas?" etc.
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If we could ask AlphaGo to explain how to play Go based on its model, it would seem really dumb
End of conversation
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