AWS launches the `aws-ai-ml` agent skill so Codex, Claude Code and Kiro can benchmark and optimize SageMaker inference deployments

What changed

AWS introduced the `aws-ai-ml` agent skill on October 5 through the Agent Toolkit for AWS. The skill can be added to MCP-compatible coding agents including Kiro, Claude Code and Codex, allowing them to benchmark SageMaker inference endpoints, compare instance and deployment configurations, recommend options based on throughput and latency goals, and generate executable SageMaker Python SDK v3 code. Operations still run under the user's AWS credentials and existing IAM permissions.