As artificial intelligence (AI) advances and computational demands intensify, the industry is witnessing a fundamental shift in how AI system architecture is understood, with energy and power supply emerging as critical constraints. The anticipated arrival of next-generation GPU platforms such as Nvidia’s Blackwell and Vera Rubin after 2026 highlights looming challenges in rack-level power delivery, forcing the power supply sector to evolve beyond traditional roles toward accelerated development at the device level.