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Product / feature launchAgents & Tool Use · Efficiency & Inference · Applications1 source · Oct 5, 2026

New agent skill: Amazon SageMaker optimized generative AI inference for your coding agent

Today, Amazon SageMaker AI optimized generative AI inference introduces the aws-ai-ml skill, available through the Agent Toolkit for AWS.

Key points

  • Install the skill, and your existing agent can benchmark endpoints, recommend deployment configurations, compare performance runs, and generate executable SageMaker Python SDK v3 code on your behalf.
  • The aws-ai-ml skill is a toolkit that plugs into any coding agent that supports the Model Context Protocol (MCP), turning it into a SageMaker AI inference optimization expert.
  • The agentic experience for SageMaker AI optimized generative AI inference closes this gap.
  • You can install the aws-ai-ml skill through the Agent Toolkit for AWS on your local machine, or use it within an Amazon SageMaker Studio JupyterLab space.

Sources (1)

  • [1]New agent skill: Amazon SageMaker optimized generative AI inference for your coding agent
    AWS Machine Learning Blog · Oct 5, 05:23 PM
    Today, Amazon SageMaker AI optimized generative AI inference introduces the aws-ai-ml skill, available through the Agent Toolkit for AWS.
    Install the skill, and your existing agent can benchmark endpoints, recommend deployment configurations, compare performance runs, and generate executable SageMaker Python SDK v3 code on your behalf.

Extractive summary: sentences quoted from the sources.