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Is AI defined as "mysterious future thinking computer"? Anything we figure out how to do seems to suddenly fall outside of the definition.

It's the magically shrinking "AI of the gaps". "AI" covers only things we can't yet do in ML.

Or things involving general intelligence, like Data on Star Trek, which is what people tend to think of when the term AI is used.

We can use the term AGI for things involving general intelligence.