In the era of exponential data growth, modern data centers and large-scale computing environments are challenged by the limitations of traditional, monolithic system designs that tightly integrate compute, memory, and storage resources. These conventional, all-integrated systems confront significant difficulties including resource over-provisioning, under-utilization, and hitting the memory capacity wall, highlighting the urgent.