On March 5, 2026, Micron Technology made a groundbreaking announcement, initiating customer sampling for the industry's foremost high-capacity 256GB SOCAMM2 low-power memory module. Built upon the cutting-edge 32Gb LPDDR5X single-die technology, this innovative product boasts a remarkable one-third capacity enhancement over the highest specifications of its predecessor generation. Notably, it achieves this while consuming merely one-third of the power and occupying just one-third of the physical space of traditional RDIMMs. The 256GB SOCAMM2 endows each 8-channel CPU with a substantial 2TB of LPDRAM capacity, enabling support for larger context windows and more intricate inference workloads. This, in turn, leads to a significant acceleration in AI inference performance. Moreover, Micron is forging a strategic partnership with NVIDIA to propel the development of state-of-the-art AI infrastructure, with Vera Rubin poised to emerge as one of the inaugural AI infrastructure products to embrace this memory standard.