@thedextriarchy
It's a direct side effect of the political struggle between the statistical/fuzzy side & the symbolic/GOFAI side of AI research.
Minsky shat on perceptrons in the 60s so from then until the 90s when backprop got really good for computer vision, all pop culture depictions of AI were influenced by expert system research (with the exception of stuff like Deadly Friend).
But backprop made neural nets more useful, & in the 90s they were getting to the point where they could run on commodity hardware; meanwhile, high-profile symbolic logic projects like cyc were failing. So statistical methods got a lot of hype.
Thing about statistical methods is they can't do reasoning except by poorly and expensively simulating reasoning they've observed somebody else do (which is why human beings are so bad at it), and the statistical simulations of reasoning are so overcomplicated that nobody can understand them. In other words, statistical methods are *only* really good for bullshit!
Technical people have known this forever -- it's obvious from first principles -- but pop culture is slow to catch up because pop culture is primarily shaped by writers half-listening to marketing people who half-listened to technical people 20 years ago.