In a way he's making sense. If the "code" is the prompt, the output of the llm is an intermediate artifact, like the intermediate steps of gcc.
So why should we still need gcc?
The answer is of course, that we need it because llm's output is shit 90% of the time and debugging assembly or binary directly is even harder, so putting asides the difficulties of training the model, the output would be unusable.
