autoscaling

Amazon SageMaker AI now supports capacity-aware instance pools that automatically try alternative GPU instance types when primary choices lack capacity. The feature works across endpoint creation, autoscaling, and scale-in operations, eliminating the manual retry cycles that previously left endpoints stuck in failed states.