SK Hynix will spend 54 trillion Korean won to expand its memory chip manufacturing. This $38.1 billion investment targets the surging demand for high-bandwidth memory used in AI accelerators. The move secures the supply chain for Nvidia and other GPU designers. Hardware capacity now dictates the pace of model scaling.