Kubernetes Isn’t New, But AI Makes It Scary Again
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Running Kubernetes for AI workloads introduces new operational complexity beyond basic cluster setup. AI stacks require GPU management, bursty compute for training, clean scaling for inference, and strict data boundaries — challenges that make even experienced K8s teams feel like they're starting over. Fairwinds Managed Services is presented as a solution that provides a production-ready Kubernetes platform with SRE-managed control plane, networking, and core services, letting teams focus on AI workloads rather than platform operations.
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