States including Minnesota and Connecticut are expanding graduate loan options as a substitute for gaps opened by a GOP budget bill. The approach signals a growing reliance on state-level aid to maintain graduate access when federal financial assistance frameworks shift, potentially altering how institutions plan enrollment, budgeting, and student support.