Advanced materials now dictate the ceiling for processing power and energy efficiency in AI chips. While focus remains on algorithms, MIT Technology Review highlights how physical substrates enable hyperscale data centers. These innovations reduce heat and power leakage. Engineers must now solve material bottlenecks to sustain the current trajectory of hardware performance gains.