Advanced materials now dictate the ceiling for processing power and energy efficiency in AI chips. While algorithms grab headlines, MIT Tech Review highlights that semiconductor progress depends on these physical innovations. New substrates and conductors enable the memory density required for larger models. This shift moves the bottleneck from software architecture to material science.