NC State's Amanda Cullen questions AI bans as universities split

The debate at NC State reflects a broader national tension: AI's workplace adoption is outpacing universities' ability to set consistent rules. As the technology improves faster than a four-year degree cycle, professors face a choice between banning it to protect fundamentals or teaching responsible use.

Some, like Habib, have moved toward allowing AI with disclosure, arguing that eliminating it misses the chance to teach ethical and critical use. Others, like Cullen's professors, still prohibit it outright. Cullen's own mixed feelings—using AI occasionally but worrying about overreliance—show students are not uniformly eager for it either.

The stakes hinge on whether piecemeal, course-by-course policies can keep up with a workforce where 88% of companies already use AI. If they cannot, graduates may enter jobs without the guided practice that responsible AI use requires. That is the gap administrators will be watching.