AMD's Helios gains ground in challenge to Nvidia's CUDA

AI infrastructure competition is intensifying, but the market is no longer focusing only on GPU performance and is instead re-evaluating the entire computing system. For AMD, the chance to turn software improvements into market share is now emerging, but two hurdles remain: whether ROCm can run stably in large clusters and whether Helios can enter mass production and ship on time.