The growing use of Generative AI requires more power and higher density from training and inference infrastructure, raising serious energy concerns. Rising power costs, pressure to reduce carbon footprints, and the emergence of energy bottlenecks will necessitate a shift in how GenAI models are designed and deployed, requiring innovation from GenAI platform vendors, semiconductor manufacturers, and data center developers.