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SageMaker Unified Studio CI/CD adds notebook promotion and AI-assisted manifest generation

aiawsgaengineeraws-s3aws-sagemakeraws-iam
feature announcement

Amazon SageMaker Unified Studio CI/CD now includes an AI agent skill for automated deployment manifest authoring and native notebook promotion across development, test, and production environments. These additions help data teams accelerate projects from development to production while adhering to best-practice defaults. The new capabilities are open source and generally available in all AWS regions where Amazon SageMaker Unified Studio is offered, enhancing MLOps workflows.

  • →AI-Assisted Deployment Manifest Generation
  • →Native Notebook Promotion Across Environments
Features (2) ›
  • AI-Assisted Deployment Manifest Generation

    A new `generate-bundle-manifest` AI agent skill automates manifest authoring by inspecting a project's connections, storage, and workflows. This skill applies least-privilege IAM guidance, substitutes environment variables for resource identifiers, and sets safe defaults, streamlining packaging and promotion of SageMaker Unified Studio projects.

  • Native Notebook Promotion Across Environments

    The CI/CD toolkit now supports promoting native SMUS Notebooks alongside code, workflows, and catalog assets using an in-place synchronization model. This preserves run history across releases and integrates with existing bundle, deploy, destroy, and dry-run commands, including validation for S3 connectivity and IAM permissions.

Read the original announcement →

https://aws.amazon.com/about-aws/whats-new/2026/09/sagemaker-cicd-notebook-ai-manifest/

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