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Kubernetes (Homelab)
K8s basics, helm charts, storage classes, and small‑cluster ops for homelabs.
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Docker volumes vs. bind mounts: where your data really lives
1+ hour, 27+ min ago (762+ words) A container is ephemeral: delete it, and its data is gone. For your database, your Nextcloud files or your configuration to survive a docker compose down, you need volumes. This guide clears up the often confusing difference between named volumes…...
Keeping your whole Docker stack safely up to date
1+ hour, 27+ min ago (1010+ words) A self-hosted stack is never "done". Container images get security updates, apps get new features –... Tagged with docker, selfhosted, devops....
How I Debugged a KV-Cache Offloading Bug in vLLM
2+ hour, 23+ min ago (370+ words) LLM inference performance is often limited by GPU memory rather than raw compute. One of the problems I worked on in vLLM involved KV-cache offloading for models using mixed KV-cache groups. The failure was subtle: the existing logic assumed a…...
Kubernetes - Day - 02 - PID/Signals/Mount
5+ hour, 10+ min ago (16+ words) Docker Pull the details from docker register. docker pull nginx Enter... Tagged with devops, docker, linux....
Our cluster had kept every job it ever finished
9+ hour, 46+ min ago (794+ words) Deploys started failing on a Thursday morning. All of them, in every namespace, with the same message from our rollout tool: timed out waiting for pods. The pods were healthy and running. The cluster simply could not answer a question…...
Treat GPT Image 2.5 Like a Build Pipeline: A Reproducible Workflow
10+ hour, 34+ min ago (523+ words) Most AI image workflows start with a prompt and end with a downloaded file. That is fine for a one-off experiment, but it breaks down as soon as a team needs to reproduce the result, revise one detail, generate another…...
Kubernetes - Day - 01
10+ hour, 45+ min ago (19+ words) Why Docker? What Docker resolves? --> Lets see, before that lets see some in-depth... Tagged with k8intamil, kubernetes....
Two Autoscaling Policies, Zero Coordination: Why More Signals Made Scaling Worse
11+ hour, 33+ min ago (520+ words) I had a fleet of stateful worker instances behind an Auto Scaling Group On-Demand floor for guaranteed baseline capacity, Spot instances above that for burst. Standard setup. Then we added a second scaling signal to fix a real gap in…...
Pipes and Flow - CI/CD Pipeline An Overview
11+ hour, 57+ min ago (667+ words) For almost all my CSE learning time, I thought CI/CD was a simple pipeline/flow that just checks and deploys stuff. Don't get me wrong, I only got a taste of CI/CD through services like Vercel and Render…...
Blue-Green Deployment: Zero-Downtime Releases Done Right
9+ hour, 40+ min ago (301+ words) Introduction Every deployment carries risk. The moment you push new code to production, something can break — a misconfigured environment …...