Reporting on 2026 themes repeatedly circles back to resource intensity: not only GPUs, but grid capacity, timeline to energize new sites, and water use for thermal management. Hyperscale footprints reshape local economics and invite scrutiny from regulators and communities alike.
Efficiency as strategy
Model-makers emphasize algorithms that do more per watt; operators chase liquid cooling, heat reuse, and workload shaping so peaks don’t flatten budgets. The competitive edge increasingly includes logistics — who can ship reliable megawatts where models need to run.
The sustainability story isn’t slogans — it’s joules per useful inference and transparency stakeholders can audit.
Second-order effects
Demand for specialized silicon, sovereign cloud regions, and regional data residency interacts with energy policy. Builders who treat power as a first-class design variable will weather volatility better than those who bolt it on late.