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

What happened

Amazon SageMaker (Python library) optimized generative AI inference introduces the aws-ai-ml skill through the Agent Toolkit for AWS, giving coding agents like Kiro, Claude Code, and Codex deep expertise in inference optimization and benchmarking. Today, Amazon SageMaker AI optimized generative AI inference introduces the aws-ai-ml skill, available through the Agent Toolkit for AWS .

Describe what you want, and your agent generates executable SageMaker Python SDK (the toolkit a developer builds on a platform with) v3 code to benchmark, recommend, and compare deployments. Engineers increasingly use coding assistance tools to accelerate their development workflows.

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 (a standard test used to compare systems) endpoints, recommend deployment configurations, compare performance runs, and generate executable SageMaker Python SDK v3 code on your behalf.