It uses policies to reduce waste by eliminating idle or underprovisioned resources, including idle training jobs and GPU fleets. It also prevents costly misconfigurations such as oversized storage tiers, ensuring cloud environments stay efficient and well-governed.
A decade of governance: Cloud Custodian at 10 and its role in the agentic AI eraIn a typical Kubernetes setup, every cluster ships with its own dedicated control plane — meaning at least 3 nodes per cluster just for the control plane itself. Multiply that across dev, staging, and production environments, and you’re burning through resources before your first workload even lands. This is the problem Hosted Control Planes were built to solve. Instead of running the API server, etcd, and controllers on dedicated nodes per cluster, HCP runs all of them inside a central management cluster. The result is fewer VMs, lower costs, simpler upgrades, and a single pane of control acr
Kubernetes for platform teams: Leveraging k0s and k0rdent…It was how to keep model access fast, consistent, and manageable across regions and namespaces over time. Why we didn’t just run Alluxio directly What we needed was a Kubernetes-native…
…Projects like the OpenTelemetry Operator for Kubernetes have made meaningful progress here — automating instrumentation injection and collector management in Kubernetes environments. Still, the data suggests there’s meaningful room for the community…
…AI model distribution is broken at scale Large-scale AI model distribution presents challenges in performance, efficiency, and cost. Consider a typical scenario: an ML platform team manages a Kubernetes cluster with…
…vCluster DORA Infographic And per-tenant clusters have an operational cost. Each one is a real control plane to monitor, upgrade, and back up. The benefit only justifies the cost when the…
…In practice, this is not only a cost problem. It is also a GreenOps problem, because wasted GPU cycles translate directly into wasted energy and higher Scope 3 emissions. Turns out, that…
…No cloud costs. No API keys. The Rust module can be replaced with any transformation logic you need — the lab just shows the mechanism. The stack Here’s what each tool does…
…cert-manager issues per-agent identities; agents perform mTLS directly at their gRPC/HTTP transport, with no sidecar. Cilium provides the network substrate and CiliumNetworkPolicy restricts which agent identities may reach which…
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