Epicycles within epicycles eventually get replaced with a clean redesign (https://wikipedia.org/wiki/Paradigm_shift)

The tricky bit is mostly that you need a new theory of the data to have a better abstraction. That's the tricky bit.

Models generated by DL lack even a paradigm or theory or abstraction.