Comment by layer8

Another important difference is reproducibility. With the same program code, you are getting the same program. With the same natural-language specification, you will presumably get a different thing each time you run it through the "interpreter". There is a middle ground, in the sense that a program has implementation details that aren't externally observable. Still, making the observable behavior 100% deterministic by mere natural-language description doesn't seem a realistic prospect.