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AWS Machine Learning

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

· 1 min read · Summary from AWS Machine Learning

Amazon SageMaker 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. Describe what you want, and your agent generates executable SageMaker Python SDK v3 code to benchmark, recommend, and compare deployments.

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Our take

Amazon released a new skill for its Agent Toolkit that lets coding agents generate SageMaker Python SDK v3 code for inference optimization and benchmarking.

Small business owners can use this to improve the performance and cost of their AI models, ensuring faster responses and lower cloud bills. It also helps them compare different deployment options without deep technical expertise.

Try asking your coding agent to generate a benchmark script for your current model and run it on SageMaker to see potential savings. If you don’t have a model yet, watch for updates on how to integrate this skill into your AI workflow.

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