When I took computer science in 1999-2003, the best professors had rather significant industry experience. The worst professors were completely clueless because they never worked with a large computer program in their life.
I would have been thrilled if my freshman and sophomore computer science classes were taught by guest "professors" who had legitimate careers, and occasionally took the time to teach a class. I'm sure their feedback to my department would have been extremely valuable, because, at the time, every class was some professor's half-baked experiment on teaching computer science.
Now, almost 20 years later, I'd really enjoy the opportunity to take a school's almost complete syllabus, and teach it to students.
How does this apply to Artificial Intelligence? I'm sure there are lots of unwritten lessons from industry that haven't make their way back into academia.