Its one thing to know the math and theory to design, train, and tune the algorithm your company needs. But implementing it into production, at scale? That's not the same person.

Ideally, you have Person/Team A, who designs but knows enough about implementation to keep that in mind during their process, and Person/Team B who implements it into the software but knows enough about the design to make it work.