Ci-Cd

I Let an AI Re-Platform My CI Pipeline. Here's What Broke.

I delegated a CI migration — GitHub Actions to Argo Workflows, GitHub to Codeberg — to an AI agent. It rewrote the logic 1:1 and passed lint, but left six latent bugs because nobody ran it end-to-end. This is the debugging saga, including the missing newline that cost me hours of chasing a phantom CNI problem.

ci-cd argo-workflows codeberg devops sre debugging ai gitops kubernetes incident

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KWOK: Simulate a 1000-Node Kubernetes Cluster on Your Laptop

A deep dive into KWOK (Kubernetes WithOut Kubelet) – the CNCF tool that lets you simulate thousands of nodes and pods in seconds. Learn how it works, when to use it, and how to integrate it into your testing and CI/CD workflows.

kubernetes kwok testing ci-cd devops homelab autoscaling karpenter scalability

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