Even people who didn't write code before can successfully direct coding agents.

If your prior roles required you to work closely with engineers, you had to develop an engineering-shaped mental model, if only to be able to effectively predict how the engineers would respond to any given request.

This mental model makes you significantly more capable than the average person at driving coding agents too.