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 focuses hardware development on material innovation to bypass current semiconductor bottlenecks. Practitioners should expect slower incremental gains unless new substrates emerge.