Visual Studio Code Kubernetes Tools
Eleven minutes, zero humans: Building a self-healing Kubernetes upgrade pipeline on Kairos
Once upon a time, upgrading a Kubernetes control plane meant staying awake for it. SSH into every node. Run the upgrade by hand. Watch etcd health the whole time, hoping quorum holds through every reboot. This…
Does Kubernetes DRA Replace HAMi?
Projects that want to share a GPU on Kubernetes have to work around an API instead of with it. The device plugin interface could count devices, and that was the whole vocabulary: nvidia.com/gpu: 1. It meant one…
Shadow AI in CI/CD: Threat-modeling the path from developer laptop to Kubernetes
Artificial intelligence is becoming part of daily software delivery, often before it becomes part of the security architecture. That gap has a name: Shadow AI. It is any AI tool, model, agent, extension, or integration used…
OpenCost 1.121.0: First-of-a-kind Kubernetes inference cost tracking
Your GPU bill is rising. Your models are serving billions of tokens. Yet one question remains unanswered: what does each token actually cost? This is not a hypothetical problem. Platform teams today operate in a fog…
Scaling Kubernetes pods with KEDA based on Amazon SQS queue depth
In event-driven Kubernetes architectures, CPU and memory utilization often fail to reflect real system pressure. A worker pod may sit idle from a CPU perspective while thousands of messages pile up in an Amazon SQS queue….