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Field notes and deep dives from a developer who writes the docs and ships the code. Kubernetes, DevOps, homelabs, and the debugging stories nobody else publishes.

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● featuredAI Has Reached Infrastructure. It Hasn't Reached Autonomy Yet.
AI Engineering·SEP 01 2026·11 min

AI Has Reached Infrastructure. It Hasn't Reached Autonomy Yet.

AI can write your Terraform. It can investigate your incidents. But should you let it touch production? As AI moves deeper into infrastructure, the hardest problem may not be making agents smarter, but making them safe to trust.

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Recent posts

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From Manual Deploys to GitOps: How I Automated my Homelab with ArgoCD and GitLab CI~/blog/from-manual-deploys-to-gitops-how-i-automated-my-homelab-with-argocd-and-gitlab-ci.md
I got tired of SSH-ing into servers every time I needed to deploy a simple app. So I spent an evening setting up GitLab CI, ArgoCD, and a GitOps workflow in my homelab. Here's what worked, what broke, and what I learned along the way.
kubernetes7 minJUN 19 2026
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How I Exposed My Kubernetes Homelab to the Internet Using Cloudflare Tunnel~/blog/how-i-exposed-my-kubernetes-homelab-to-the-internet-using-cloudflare-tunnel.md
I wanted production-style ingress for my k3s homelab without exposing ports or my public IP. What looked simple turned into debugging Route 53 nameservers, Kubernetes DNS resolution, and mysterious Cloudflare 502s before everything finally worked.
kubernetes5 minMAY 12 2026
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Why One Node Pulled and the Other Didn't: Debugging an ECR Image Pull Failure in Kubernetes Homelab~/blog/why-one-node-pulled-and-the-other-didn-t-debugging-an-ecr-image-pull-failure-in-kubernetes-homelab.md
How to troubleshoot and pull images from Amazon Elastic Container Registry (ECR) into your Kubernetes
kubernetes5 minAPR 19 2026
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How I Installed Portainer on My Kubernetes Homelab (Running on Proxmox)~/blog/how-i-installed-portainer-on-my-kubernetes-homelab-running-on-proxmox.md
A step-by-step guide to installing Portainer on a Kubernetes (k3s) homelab running on Proxmox. Covers Helm setup, fixing cluster reachability errors, resolving the security timeout, and accessing the Portainer UI.
kubernetes3 minMAR 11 2026
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