Stop counting tokens, start counting what ships technologyreview.com

HPE argues that enterprises should judge AI infrastructure by fully loaded cost per merged pull request, not token prices, and track spending per active developer. It says a hybrid setup—routing routine work to on-premises open-weight models and complex tasks to frontier APIs—cut token costs by 30–50% across workloads from more than 150 internal applications.