I've had good luck when giving the AI its own feedback loop. On software projects, it's letting the AI take screenshots and read log files, so it can iterate on errors without human input. On hardware projects, it's a combination of solenoids, relays, a pi and pizerow, and a webcam. I'm not claiming that an AI could do the above mentioned project, just that (some) hardware projects can also get humans out of the loop.