kapynInfrastructure

Share GPU clusters across teams with isolation and fairness using Amazon SageMaker HyperPod

Amazon SageMaker HyperPod lets teams share GPU clusters securely and fairly. The reference architecture uses IAM Identity Center for authentication, per‑team SageMaker Domains and Kubernetes namespaces for isolation, HyperPod Task Governance for workload fairness, and namespace‑level cost allocation for chargeback. This design enables GPU usage while keeping workloads isolated and cost‑transparent, simplifying scaling for AI teams.

AWS ML Blog·Oct 8, 2026

Opening Kapyn…