As AI rapidly transforms from a commercial product into core social infrastructure, existing regulatory and oversight systems are failing to keep pace with its societal impacts. This governance gap risks deepening global inequalities, particularly disadvantaging the Global South, and underscores the urgent need for international development institutions to treat AI as a development issue.