Campus technology leaders are rethinking infrastructure as AI adoption rises and cloud costs climb, with many shifting from single-environment deployments to hybrid cloud. Reporting highlights classroom-focused guidance from Miami Dade College’s Ernesto Lee, framing hybrid as a practical response to performance, governance, and integration challenges when AI workloads span systems and vendors.