- From metrics to root cause

Kubernetes RBAC for AI Agents: Least-Privilege Patterns

The Systemic Risk An AI agent connected to Kubernetes is not harmless if its ServiceAccount is over-permissioned. If a tool […]

Introduction Kubernetes troubleshooting usually starts with the same routine. You run commands. You check pod status. You describe resources. You

Introduction AI agents are everywhere in 2026. Every tool now claims it can automate DevOps, fix production issues, write infrastructure

Introduction In Kubernetes, everything looks easy — until multiple teams start using the same cluster. Without proper access control: That’s

Introduction Every DevOps engineer has done this. Sometimes it takes 5 minutes.Sometimes it takes 30. The hardest part is not

Introduction EKS failures are tricky because you debug two layers at once: This post is a diagnosis-first playbook: quick checks

Introduction Most EKS tutorials either go too deep or stay too high level. You’ll see: But in reality, getting started

Introduction If you are learning Kubernetes today, you’ll hear a lot about EKS. Most tutorials say: But they rarely explain

Introduction Kubernetes can feel overwhelming at the beginning. You hear terms like: But it’s not always clear what they actually

Introduction In Kubernetes, not all workloads behave the same way. Some applications need: Others need to run on every node