In an abstract sense, yes. Compilers let programmers work at a higher level of abstraction. LLMs bring it to an even higher level, though the abstraction is much leakier.

For the time being, a good understanding of programming and domain knowledge gets you much farther than without it. There might not be room for as many (professional) programmers as before, though.

Almost nobody knows how to program in assembly but we're doing fine.