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NeuroScale is a self-service AI inference platform on Kubernetes. A developer fills in a Backstage form, the platform creates a pull request, ArgoCD deploys it, and a production-grade KServe inference endpoint is live — with cost attribution, drift control, and policy guardrails enforced automatically at every stage.
EKS cost optimization patterns: Karpenter Spot-first NodePools + consolidation, Graviton (arm64) migration, recommendation-only VPA rightsizing, and OpenCost vs. Kubecost with CUR net pricing. Sanitized.