If you're just piecing together a bunch of libraries, sure. But anyone who is adjacent to ML research should know how these work.

Anyone actually physically doing ML research knows it ... but doesn't write the actual code for this stuff (or god forbid write some byzantine math notations somewhere), doesn't even think about this stuff except through X levels of higher level abstractions.

Also, those people understand LLMs already :-).