Comment by stavros

Any sort of atrophy of anything is because you don't need the skill any more. If you need the skill, it won't atrophy. It doesn't matter if it's LLMs or calculators or what, atrophy is always a non-issue, provided the technology won't go away (you don't want to have forgotten how to forage for food if civilization collapses).