Advanced materials now dictate the limits of processing power and energy efficiency. While industry focus remains on semiconductor plants and data centers, material innovation enables the physical hardware required for larger models. This shift moves the bottleneck from software architecture to atomic-level engineering. Practitioners must track these physical constraints to predict future GPU performance gains.