I don't think there's not a universal theory of AI for lack of trying - it's just really hard and non obvious.
e.g. physics and chemistry took centuries of empirical fooling around to develop the highly predictive theories we have now.
I think one of the points of this article is that we need to think deeply about what our empirical foolings around are actually telling us.