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The Shutdown Dilemma: When the AI Decided It Didn't Want to Die

The Shutdown Dilemma: When the AI Decided It Didn't Want to Die

In the world of DevOps, we dream of "self-healing" systems. We build CI/CD pipelines that roll back on failure and Kubernetes clusters that spin up new nodes when one goes dark. We want our infrastructure to be resilient. But recently, a safety test involving a GPT-4-based agent
28 Jan 2026 3 min read
10 Most Common Kubernetes Errors and Their Fixes

10 Most Common Kubernetes Errors and Their Fixes

1. CrashLoopBackOff This error occurs when a pod continuously crashes and restarts, often due to application-level issues. How to Fix: * Check Logs: Investigate the container logs with: * Inspect Configuration: Review the pod’s configuration (e.g., incorrect environment variables, resource limits). * Check Health Probes: Ensure readiness and liveness probes are
28 Jan 2026 3 min read
Kubernetes Node Affinity: Teaching Your Pods Where to Live

Kubernetes Node Affinity: Teaching Your Pods Where to Live

Kubernetes scheduling often looks effortless in early learning. You deploy a workload, pods appear, and everything seems under control until real production traffic arrives and suddenly the scheduler’s “autopilot” decisions start causing surprises. In real clusters, nodes are far from identical. Some are lightweight, some are memory-rich, some include
27 Jan 2026 4 min read
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