I don't think this holds for higher layers of abstraction. If all I need to do is ask to make the porgram faster, and then a model does it for me, that's easy. If I ask it to optimize cache hits and data locality, that task would be more difficult for the prompter (more specific). Depending on the quality of the system, the level of abstraction will eventually reach a point where anyone can code, with very little background knowledge.