It’s abstractions all the way down and most people aren’t going to have an intimate understanding of every layer, and it’s not economically worth it for the vast majority to even try
LLMs just give you results (of highly variable quality) and if you lack a solid understanding of the language being used that result gets blindly accepted as valid (especially if it manages to 'do the thing' when you test it). Learning how to type a prompt is not the same as learning how to code or learning a programing language.