Use when writing Python code that imports sagemaker, uses SageMaker training/serving/pipelines, or migrating from SDK v2. Triggers on import sagemaker, ModelTrainer, ModelBuilder, Pipeline, sagemaker.train, sagemaker.serve, sagemaker.mlops, SFTTrainer, DPOTrainer, Torchrun, InferenceSpec, xgboost sagemaker, sklearn sagemaker, pytorch sagemaker, deploy LLM, vLLM, DJL, HyperPod inference, model monitor, fine-tune LLM, QLoRA, training recipes, sagemaker endpoint, inference script. Also use when web search returns v2-era import paths like sagemaker.modules, sagemaker.estimator, or sagemaker.workflow.
2026-04-22