# AWS adds SageMaker AI inference skill for coding agents

Digest AI · Agents & Tools · published 2026-10-05T17:23:19Z

Canonical: https://digestai.news/story/aws-adds-sagemaker-ai-inference-skill-for-coding-agents

## Summary

AWS has released the **aws-ai-ml skill** for its **Agent Toolkit**, enabling coding agents like **Kiro**, **Claude Code**, and **Codex** to optimize **SageMaker AI** inference. The tool benchmarks endpoints, recommends deployment configurations, compares performance runs, and generates **SageMaker Python SDK v3** code for deployment. It supports **Model Context Protocol (MCP)**-compatible agents and integrates with **SageMaker Studio JupyterLab** or local setups via the **Agent Toolkit for AWS**.

The skill automates complex tasks—such as selecting instance types, evaluating models from **S3**, **Hugging Face Hub**, or **SageMaker JumpStart**, and comparing benchmark results—without requiring deep infrastructure knowledge. Users describe their goals in natural language, and the agent provides executable code with performance metrics (throughput, latency, concurrency). AWS emphasizes safety: agents confirm before running benchmarks on live endpoints and clarify missing details. The tool is free to install but requires **AWS CLI 2.35+** and proper IAM permissions.

## Key points

- AWS’s **aws-ai-ml skill** lets coding agents optimize **SageMaker AI** inference with benchmarks, recommendations, and Python code generation
- Supports models from **S3**, **Hugging Face Hub**, or **SageMaker JumpStart**; compares configurations with real metrics (throughput, latency)
- Available via **Agent Toolkit for AWS** (local) or **SageMaker Studio JupyterLab** (pre-configured image); requires AWS credentials with SageMaker permissions

## Why it matters

This bridges the gap between AI developers and cloud infrastructure, letting teams deploy models faster with data-driven decisions—no deep SageMaker expertise needed. Useful for startups scaling models or enterprises optimizing costs.

## Sources

1. [New agent skill: Amazon SageMaker optimized generative AI inference for your coding agent](https://aws.amazon.com/blogs/machine-learning/new-agent-skill-amazon-sagemaker-optimized-generative-ai-inference-for-your-coding-agent) (AWS Machine Learning Blog, 2026-10-05, primary source)

Part of the developing story: [AWS Expands AI Tools For Search And Conversion](https://digestai.news/thread/aws-shows-how-contextual-bandits-lift-conversions-in-acquisition-funnels) (3 stories)

## Cite

Digest AI, "AWS adds SageMaker AI inference skill for coding agents", 5 October 2026, https://digestai.news/story/aws-adds-sagemaker-ai-inference-skill-for-coding-agents

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