# Amazon — Run interactive IDEs on Amazon EKS with SageMaker AI to power up your AI workflows

- Company: Amazon (amazon.com)
- Announced: 2026-08-10T16:34:37+00:00
- Category: developer-tool-release
- Subject: Bedrock / Nova
- Source: https://aws.amazon.com/blogs/machine-learning/run-interactive-ides-on-amazon-eks-with-sagemaker-ai-to-power-up-your-ai-workflows/
- Record: https://forck.live/items/3761-run-interactive-ides-on-amazon-eks-with-sagemaker-ai-to-power-up-your-ai

Amazon announces the SageMaker AI Spaces add-on for Amazon EKS, which allows data scientists to run managed JupyterLab and Code Editor environments directly on their existing EKS cluster, reducing setup time from days to minutes and potentially increasing GPU utilization by up to 30% compared to a dedicated notebook fleet.

## Evidence

Verbatim from https://aws.amazon.com/blogs/machine-learning/run-interactive-ides-on-amazon-eks-with-sagemaker-ai-to-power-up-your-ai-workflows/:

> The Amazon SageMaker AI Spaces add-on for Amazon EKS closes that gap. It runs managed JupyterLab and Code Editor environments on the cluster that you already operate.

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