$38.1 billion is the price tag for SK Hynix's plan to expand memory chip manufacturing in South Korea. The investment targets the surging demand for high-bandwidth memory used in AI accelerators. This scale of spending secures the supply chain for Nvidia and other GPU giants. Hardware capacity remains the primary bottleneck for LLM scaling.