AI infrastructure demand is outrunning even the boldest supply chain playbooks
AI infrastructure buildouts are moving so fast that plans made just months ago are already obsolete, forcing hardware makers to rewrite how they design, source and ship the systems powering the next generation of AI factories.
The shift from single-shot retrieval-augmented generation toward agentic AI has reshaped what enterprises need from their compute stacks almost overnight, according to Vik Malyala (pictured), chief business officer at Super Micro Computer Inc.
“Whatever we think is the pace at which the industry is moving, three months later, it is proving us wrong,” Malyala told theCUBE, SiliconANGLE Media’s livestreaming studio. “Now we are talking about heavy use of agentic AI across the board, and we have a strong demand that is coming up not just on a GPU, but also on the CPU because of that.”
Malyala spoke with theCUBE’s Dave Vellante and John Furrier at AMD Advancing AI 2026, during an exclusive broadcast on theCUBE, SiliconANGLE Media’s livestreaming studio. They discussed AI infrastructure supply constraints, the AMD partnership and how agentic workloads are redrawing rack-scale design. (* Disclosure below.)
