This session explores how AI in education is shifting from experimentation to real‑world deployment, showing institutions what it takes to move from proof of concept to production. Drawing on NVIDIA’s full AI software stack, the ASUS Ascent GX10, and Scan’s deep implementation expertise, the talk walks through practical workflows, deployment considerations, and the realities of running AI reliably, securely, and at scale. This session demonstrates what production‑ready AI looks like and how schools, colleges, and universities can adopt it confidently.