AMD’s Helios strategy turns the GPU battle into a systems contest

The market for data center GPUs is evolving beyond individual chip specifications into a contest over fully integrated rack-scale systems. As AI workloads scale into the gigawatt range, buyers increasingly demand validated infrastructure that can be deployed quickly rather than components assembled piecemeal. That shift has pushed Advanced Micro Devices Inc.