Microsoft unveiled an AI-powered Surface Laptop Ultra using Nvidia chips and an AI coding model that can run locally, alongside Microsoft Execution Containers to restrict agent access to data. The announcement aims to move some AI workloads from Azure to high-powered Windows PCs, while analysts warn rising memory and hardware costs may limit local adoption.