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

The aws-ai-ml skill extends coding agents with native SageMaker AI inference optimization capabilities. It enables agents like Kiro, Claude Code, and Codex to benchmark existing endpoints, recommend optimal instance types and configurations, compare performance runs, and automatically generate executable SageMaker Python SDK v3 code for deployment.

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Benchmark my Llama endpoint on SageMaker AI and recommend the best instance type for deployment.

Example input

Use the placeholders in the prompt with permitted, anonymized source data.

Expected output

Follow the output format requested in the prompt and verify the result against the source.

Tools

AWS CLI 2.35+, uv, SageMaker Python SDK v3, JupyterLab (optional)