Latest Blog
What Changes When a Self-Hosted Git Runner Becomes Part of a Developer's Daily Workflow?
A daily-runner topology that treats CI capacity, secrets, cache state, and maintenance as developer infrastructure instead of a background script.
A Home Server Setup for Students Learning Docker, Linux, and Networking
A rebuildable student homelab that separates stable services from experiments and turns each failure into a useful Linux or networking lesson.
Local AI Workstation Plus Storage Server: How to Split Models, Datasets, and Family Files
A two-system topology that keeps hot AI work near the GPU while authoritative datasets, family files, and backups remain protected.
Why Are AI Builders Separating Models, Datasets, Vector Databases, and Backups?
A role-first AI storage topology for model weights, source datasets, vector state, experiment outputs, and independent backups.
Can One Home Server Run Proxmox, Kubernetes Labs, and Network Storage Together?
A converged homelab topology that keeps storage stable while Kubernetes remains disposable and Proxmox owns the hardware boundary.
How to Build a Developer Homelab Around a Compact x86 Server or Used Workstation
A constraint-driven setup that uses compact x86 hardware for efficient services or a used workstation when expansion and GPU access justify it.
How to Give a Remote Teammate Access to a Test Environment Without Publishing It
A private access topology for sharing self-hosted previews and test services without exposing them through public router ports.
Why Do Self-Hosted Development Environments Need a Separate Storage Plan?
A role-first storage topology for development services that distinguishes durable project state from disposable builds and caches.
