The new SageMaker AI Spaces add-on reduces IDE setup time from five days to minutes. It integrates JupyterLab and Code Editor directly into Amazon EKS clusters. Data scientists now access GPU nodes and IAM roles without leaving their pipeline environment. This removes the friction of switching between local laptops and remote clusters.