kubernetes
Tigera Introduces Lynx, a Unified Control Plane for Kubernetes‑Native AI Agents
The first Kubernetes AI agent control plane is here. Tigera, best known for backing the open-source Calico networking and security stack for Kubernetes, is pushing beyond traditional container security with the launch ...
Why Kubernetes Cost Allocation and Cloud Bills Don’t Match
A few months ago, I found myself looking at a Kubernetes cost report and a cloud invoice side by side. The numbers didn’t match. Not because of a bug or a calculation ...
The AI Native Stack Already Exists. We’ve Been Calling It Cloud Native
Enterprise AI feels like a clean break from everything before it. Look closely at what makes it run in production, and you find fifteen years of cloud native engineering that solved these ...
How Cloud Native Became the AI Native Stack
For the last fifteen years, the cloud native community has been busy doing what it does best: solving hard operational problems, usually before the rest of the industry fully understands why those ...
AWS Stretches Elastic Kubernetes Service to Full Private Networking
While setting up AWS’s managed Kubernetes service, many security administrators probably realized that true Zero Trust security wouldn’t be possible if outbound K8s traffic still must flow over the AWS backbone to ...
Google OpenRL Tames AI Model Tuning, Kubernetes-Style
Google has created OpenRL to manage the fine-tuning of large language models (LLMs) in much the same way its Kubernetes container orchestrator streamlines the management of containers. An open source project from ...
GitOps in Practice: How to Design a Scalable CI/CD Pipeline with GitLab and GKE
A scalable CI/CD pipeline on GitLab and Google Kubernetes Engine starts with one decision: do you treat the pipeline as a delivery system you design, or as a YAML file you copy ...
When Your Cluster Won’t Sit Still: The Hidden Cost of Kubernetes Autonomy During Incidents
I’ve spent the better part of the last few years on the receiving end of Kubernetes pages, both as an operator and as someone building tooling for platform teams. The pattern I’ve ...
Why Kubernetes Admission Control Is Really a Security UX Problem
Most Kubernetes admission webhooks treat security as binary: accept the configuration, or reject it. That binary thinking has matured an entire category of policy engines (OPA Gatekeeper, Kyverno, ValidatingAdmissionPolicy with CEL) that ...
Stop Treating Your Models Like Microservices
A few years ago, it felt like Kubernetes had become the universal answer to infrastructure problems. Teams wanted resiliency? Kubernetes. Faster deployments? Kubernetes. Scalability? Kubernetes again. Eventually, the industry stopped treating cloud-native ...
