How Cast AI’s Automation Decides: The Guardrails, Rollbacks and Evidence Behind Each Action
Safe Kubernetes automation requires more than utilization metrics. This post explores how SLO signals, pre-flight…
What Is AI SRE, and Where Does Cost Automation Fit?
AI SRE goes beyond observability and AIOps into incident investigation, root cause analysis, and remediation.…
The FOCUS Specification for Kubernetes and AI Costs, Explained
FOCUS 1.4 standardizes cloud billing data across providers and improves Kubernetes cost visibility, but does…
The Karpenter Ecosystem: Which Tools Extend Karpenter, and What Each Adds
Karpenter provisions nodes well, but production Kubernetes also needs workload rightsizing, cost allocation, multi-cluster policy,…
Karpenter Is Running but Costs Haven’t Dropped: A Diagnostic Checklist
Karpenter may not reduce costs as expected due to oversized requests, narrow NodePools, disabled consolidation,…
Is Automated Rightsizing Safe? What Happens to OOMKills and CPU Throttling
Automated rightsizing can lower CPU costs while reducing OOM kills. Learn how bidirectional adjustments, guardrails,…
AKS Cost Optimization: A Guide to Reducing Spend in 2026
AKS cost optimization means cutting AKS Kubernetes spend across nodes, pods, and purchasing without hurting…
Kubernetes Troubleshooting Hub: Common Errors, Causes, and Fixes
This hub indexes the Kubernetes errors engineers hit most, with the fastest path from symptom…
GKE Cost Optimization: A Guide to Cutting Waste in 2026
GKE cost optimization means cutting GKE Kubernetes spend across nodes, pods, and purchasing without hurting…
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