Vladimir_Nesov comments on "Robot scientists can think for themselves" - Less Wrong
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Anecdotally, in my experience, artificial intelligence is something of a God of the Gaps for computer science--techniques that work are appropriated by others, relabelled, and put to work. Someone who claims to be an AI researcher is essentially saying "I am studying things that don't actually work yet".
This is probably related to the long "AI winter" caused by the collapse of hype.
Not so, there are lots of problems in CS that you can't naturally label as AI problems. If you go in the opposite direction, saying that AI by definition solves all problems, then you can say that whatever unsolved problem you are working on, you are actually working on a special case of AI. But that's pretty void.