High-bandwidth memory demand is driving a chip supercycle projected for 2026. SK Hynix currently leads in HBM supply, while Samsung Electronics leverages its massive scale to regain ground. Investors are weighing these competing strategies as AI infrastructure scaling accelerates. The outcome determines which giant dominates the hardware layer of the AI stack.