--- title: New in Together GPU Clusters: Reliability and control... description: Together AI has shipped a set of operational improvements to its GPU Clusters product, grouped into platform health and operational control. On the health... canonical: https://daily.dev/posts/new-in-together-gpu-clusters-reliability-and-control-for-production-gpu-clusters-azg0okgzb twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: New in Together GPU Clusters: Reliability and control for production GPU clusters | daily.dev og:description: Together AI has shipped a set of operational improvements to its GPU Clusters product, grouped into platform health and operational control. On the health... og:url: https://daily.dev/posts/new-in-together-gpu-clusters-reliability-and-control-for-production-gpu-clusters-azg0okgzb og:image: https://api.daily.dev/og/posts/azG0OKGZb.png og:image:alt: New in Together GPU Clusters: Reliability and control for production GPU clusters og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # New in Together GPU Clusters: Reliability and control for production GPU clusters **[Together AI](https://daily.dev/sources/togetherai)** · 10 min read · 0 upvotes · 0 comments ## Summary Together AI has shipped a set of operational improvements to its GPU Clusters product, grouped into platform health and operational control. On the health side: passive health checks now continuously monitor live workloads for GPU failures, thermal throttling, and Xid errors; auto node repair surfaces recommended remediation actions (reboot, reprovision, failover, remove) for operator approval; and a rebuilt Slurm-on-Kubernetes stack (based on Slinky) fixes zombie processes, durable job accounting, reliable process cleanup, and accurate GPU state after reschedules. On the control side: a new cluster details view shows node health, live GPU utilization, and event history; external OIDC support enables per-user Kubernetes RBAC via existing identity providers (Google, Okta, Auth0, Entra ID); startup scripts allow self-serve node customization at boot, job start, and job end; and acceptance testing is now opt-in at cluster creation for larger or longer-running workloads. ## Full article daily.dev links to this article rather than hosting it. 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