Artificial intelligence (AI) infrastructure is evolving faster than traditional server hardware cycles can accommodate. As AI workloads expand in scale and data intensity, memory architecture has become a key constraint in next-generation data center systems. In response, a new memory standard known as SOCAMM2 is gaining attention across the AI server ecosystem.