The AWS Machine Learning Blog outlines how the Amazon SageMaker AI Spaces add-on for Amazon EKS lets teams run managed JupyterLab and Code Editor environments directly on a cluster they already operate. The post covers installing and configuring the add-on, connecting from a browser and from VS Code over SSH-over-SSM, and migrating to OpenID Connect sign-in using Amazon Cognito.
Why it matters
By hosting interactive IDEs on existing EKS clusters, teams can consolidate their AI development tooling on infrastructure they already manage rather than provisioning separate environments.
Who should care
ML engineers and platform teams working with Amazon EKS and SageMaker AI who want managed development environments and standardized authentication.