AI experts and labor analysts delivered contrasting but consequential messages for higher education and workforce planning. Geoffrey Hinton warned that advances in AI will accelerate in 2026 and "replace many, many jobs," highlighting risks for sectors that train entry-level workers. At the same time, Vanguard’s research shows occupations most exposed to AI have recently outperformed others in job and wage growth—suggesting AI is augmenting productivity as much as it is automating tasks. Universities face a dual challenge: adapt curricula to prepare students for rapidly shifting roles while supporting mid-career reskilling.