Amazon integrates AI agents into its SageMaker machine learning platform to simplify custom language model development. Developers can now trigger end-to-end modeling by describing use cases in natural language, bypassing complex manual steps. The agent automates key stages like strategy recommendation and data preparation, outputting editable code. It supports multiple model series including Llama and Amazon Nova, accelerating development and reinforcing SageMaker's role in the AI toolchain.