I teach computer science / programming, and I don't know what a good AI policy is. On the one hand, I use AI extensively for my own learning, and it's helping me a lot. On the other hand, it gets work done quickly and poorly. Students mistake mandatory assignments for something they have to overcome as effortlessly as possible. Once they're past this hurdle, they can mind their own business again. To them, AI is not…
That's where you're wrong. Being a professional programmer is 10% programming, 40% office politics, and 50% project management. If your student managed to get halfway through college without any actual programming skills, they're perfect candidate, because they clearly own the 90% of skills needed to be a professional programmer.