France Hoang — Building Governable AI Systems for Universities

France Hoang argues that AI in higher education must evolve from isolated tools into managed, collaborative infrastructure that institutions can oversee and align with learning outcomes. As AI becomes embedded in universities, the shift moves beyond tool adoption to treating AI as core infrastructure requiring institutional control and governance.