Do I need to know how to code?

You need to be comfortable with files, a server and a command line. Not expert. Comfortable.

AI does a lot of the actual typing, and the build standards travel with the system so you are not inventing structure from memory. If opening a terminal makes you anxious, a hosted builder will be a happier home.