Several chipmakers unveiled roadmaps for denser AI accelerators aimed at training and inference clusters.
Industry analysts said supply chain capacity remains the limiting factor, while software stacks continue to converge around open tooling. Cloud providers are expected to absorb most early volume before enterprise on-prem deployments catch up.




