Beyond the Cloud: Re-Engineering Education for the Era of $\sqrt{t}$ Memory
Universities now channel almost $14 million every hour into public cloud infrastructure, a spending line that already exceeds the combined global budgets for faculty development and student mental health programs. Data centers consume 415 terawatt-hours of electricity annually, a demand curve projected to surpass Japan’s national consumption before 2030. Conventional wisdom treats those figures as the inevitable price of artificial intelligence progress.