Advanced materials now dictate the ceiling for processing power and energy efficiency in AI chips. While algorithms grab headlines, MIT Technology Review highlights the physical substrates enabling hyperscale data centers. This shift moves the bottleneck from software optimization to atomic-level engineering. Hardware practitioners must now track materials science to predict future compute gains.