A programming language implementation produces results that are controllable, reproducible, and well-defined. An LLM has none of those properties, which makes the comparison moot.

Having an LLM make up underspecified details willy-nilly, or worse, ignore clear instructions is very different from programming languages "handling a lot of low-level stuff."