Unpacking why AI is likely to tilt toward Small Language Models (SLMs) running on edge devices rather than hyperscale cloud alone. The core thesis: power grid bottlenecks, soaring energy demand, and multi-year data center buildouts will make lightweight, on-device intelligence a strategic necessity for scalable AI, not just an architectural preference.