Practical articles on AI, DevOps, Cloud, Linux, and infrastructure engineering.
A single Availability Zone in AWS's Spain region degraded for roughly 2.5 hours, and most "multi-AZ" architectures would have failed anyway.
Microsoft's Storm-3068 report used zero malware to steal Kubernetes credentials, just a password reset, a pipeline edit, and permissions nobody had scoped down.
Google's benchmarks show a 70B model restoring in 37 seconds instead of minutes. The catch is a hash and a hardware match that silently refuses to restore when either is off.
Handing an agent kubectl is a five-minute job. Proving the fix worked and did no harm is the real work, and it belongs in the wrapper, not the prompt.
A green readiness probe means the probe endpoint answered, nothing more. The gaps that cause 502s during rollouts, and the Deployment settings that close them.
Kubernetes is promoting KYAML, a strict subset of YAML that any parser accepts. It kills type coercion and indentation bugs without a migration.
The control plane fee is the least interesting number. What separates managed Kubernetes providers is upgrade cadence, how much they run for you, and where the node bill lands.
Sixty-seven enhancements shipped on August 26, but only a handful change how you run clusters. Scale-to-zero autoscaling, rootless kubelet, and a GA metrics API are the ones to read.
Memory makers moved their wafers to HBM for AI accelerators, and DDR5 spot prices tripled. Here is how that reaches your instance bill and what actually reduces the exposure.
Swarm lost the orchestration war years ago, but it's still shipping and still simpler. Here is what that simplicity actually buys you, and what it costs.
kubectl is fine until you're juggling five namespaces across three clusters. These are the tools that make that manageable, compared.
Both manage Kubernetes manifests across environments, but they solve it in opposite ways. Templating versus patching, and when each one actually wins.
