
The traditional boundaries between on-premises data centers and hyperscale cloud providers have dissolved into a complex, fragmented landscape that forces researchers to choose between performance and flexibility. Modern organizations no longer operate within the vacuum of a single server room; instead, they grapple with a mosaic of specialized GPU providers, traditional public clouds, and legacy bare-metal clusters. This fragmentation has










