SageMaker HyperPod adds AI coding assistant troubleshooting skills
Amazon SageMaker HyperPod now integrates troubleshooting skills with AI coding assistants like Claude Code, Cursor, and Kiro. This feature enables expert-level cluster diagnostics through natural language, streamlining the resolution of complex issues in large-scale AI/ML infrastructure. It benefits operators by reducing the time and expertise needed for debugging, without requiring modifications to existing HyperPod setups. The skills are available today as open source for Slurm and Amazon EKS orchestrated clusters.
- →AI coding assistants can now troubleshoot SageMaker HyperPod clusters
- →Streamlined debugging for distributed training and inference infrastructure
- →Troubleshooting skills leverage AWS best practices and open-source components
Features (1) ›
- AI coding assistants can now troubleshoot SageMaker HyperPod clusters
SageMaker HyperPod troubleshooting skills integrate with AI coding assistants to provide expert-level diagnostics for AI/ML clusters. These skills help resolve issues like GPU faults, communication failures, and performance bottlenecks via natural language queries.
Enhancements (1) ›
- Streamlined debugging for distributed training and inference infrastructure
The new skills automate complex debugging processes that previously required manual intervention across multiple nodes and log parsing. This accelerates time to resolution for issues impacting cluster health, hardware, communication, and software version consistency.
Notes (1) ›
- Troubleshooting skills leverage AWS best practices and open-source components
Each skill encodes AWS best practices into diagnostic workflows that guide AI agents to collect evidence via AWS Systems Manager and provide actionable recommendations. The skills are open source and available today for Slurm and Amazon EKS orchestrated HyperPod clusters through the SageMaker AI skills plugin.
https://aws.amazon.com/about-aws/whats-new/2026/06/amazon-sagemaker-hyperpod-troubleshooting-skills/
Related releases
- CloudWatch adds managed Prometheus collectors AWS What's New ·
- Amazon EKS supports AWS PrivateLink for OIDC endpoint AWS What's New ·
- Amazon EKS Provisioned Control Plane improves pod autoscaling speed AWS What's New ·
- Amazon EKS Adds EFA and Placement Groups Support AWS What's New ·
- AWS Local Zone now generally available in Athens, Greece AWS What's New ·
- AWS Local Zone in Athens, Greece, launches AWS What's New ·