Well I second you on that. Even stronger:
All of (theoretical) science is a leaky abstraction. When an area is new, people are doing the spherical-cow-approximation willy nilly. After it gets established, corner cases start to surface.
Incidentally, theoretical physicists are the masters of creating spherical-cow-approximations and leaky-abstractions. They're always going for the next big unexplored territory. E.g., once QM got established as a theory, they moved on to high-energy, while there is about 1000x more work to be done picking up the pieces of QM in the areas of solid-state-physics and molecular-chemistry. (largely speaking that is; not everyone is like that).