One practical brief a week on local AI for people who'd rather own their hardware than rent someone else's cloud. What changed in homelab AI this week, one real build or fix from our own rack — a Jetson, a $90 used GPU, and a very stubborn SuperMicro — and the parts that are actually worth buying. No hype, no "AI will change everything" essays. Commands you can run, numbers we measured ourselves.