Code is the final artifact after everything is shipped. But while the development is active, it is more than that (at least for now), as you need to know implementation details even if you are really proficient at the domain knowledge.

Although I do agree that there is a possibility that we'll build a relatively reliable abstraction using LLMs at some point, so this issue will go away. There probably be some restrictions, but I think it is possible.