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Recent advances in computer vision suggest we are not good at manually designing representations. Jury is still out on language but I suspect we may be headed in a similar direction. Manual ontologies, grammars and categories may go the way of SIFT and HOG.
And yet AlphaStar still builds in the rules of each game and can’t succeed at the same level without doing so. And nobody has a state of the art autonomous vehicle without building in lots of prior representations.
