Right!!! LLMs are yet another step up the abstraction ladder. Before LLMs I would write code in C or Perl; I didn't care about the machine code it eventually was translated into---the compilers/interpreters evolved to handle that correctly and transparently. Note that this was not always the case; when I started to use computers, we all aspired to master assembly like the apocryphal Mel ( https://users.cs.utah.edu/~elb/folklore/mel.html ) --- we had to pay attention to machine code and assembly language, because the compilers often didn't generate performant code and were occasionally buggy.

People say that LLMs are not like compilers because they are unreliable. I think with time they will get fixed.