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

- Company: Amazon (amazon.com)
- Announced: 2026-10-05T17:23:19+00:00
- Category: developer-tool-release
- Coverage: not counted
- Announcement: yes
- Group: announcements
- Source: https://aws.amazon.com/blogs/machine-learning/new-agent-skill-amazon-sagemaker-optimized-generative-ai-inference-for-your-coding-agent/
- Record: https://forck.live/items/16075-new-agent-skill-amazon-sagemaker-optimized-generative-ai-inference-for-your
- Subject: Bedrock / Nova

Amazon SageMaker AI introduced the aws-ai-ml skill, available through the Agent Toolkit for AWS, which gives coding agents such as Kiro, Claude Code, and Codex expertise in inference optimization and benchmarking. The skill allows agents to benchmark endpoints, recommend deployment configurations, compare performance runs, and generate executable SageMaker Python SDK v3 code. It can be installed locally or used within Amazon SageMaker Studio.

## Evidence

Verbatim from https://aws.amazon.com/blogs/machine-learning/new-agent-skill-amazon-sagemaker-optimized-generative-ai-inference-for-your-coding-agent/:

> This skill gives coding agents like Kiro, Claude Code, and Codex deep expertise in inference optimization and benchmarking. 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.

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