Advanced materials now dictate the limits of processing power and energy efficiency in AI hardware. While focus remains on algorithms, the physical substrate of semiconductors determines actual performance. Innovations in substrate chemistry and thermal management will decide the ceiling for future hyperscale data centers. This shift moves the bottleneck from software to atomic-level engineering.