Samsung has sold out its entire 2027 HBM capacity, driving an anticipated 200% price surge for HBM next year and a double‑digit increase for DRAM. This supply shock will likely cascade into higher GPU pricing as component costs rise. Expect market turbulence for AI‑accelerated hardware as manufacturers adjust to the constrained memory supply.