Not a rented GPU cluster. Just a $599 box on a folding table in a garage.
Episode two of somebody's local AI lab: Mac mini out of the box, plugged into a monitor that still reads "check signal cable," keyboard not synced yet.
He says it upfront: this thing won't run the massive models. It's not there to replace a data center.
It's there to replace the pile of Claude charges stacking up every month and the invoice that resets whether he touched it or not.
Week one, people wiring together a setup like this usually trim two or three subscriptions and watch spend fall by more than half.
Week three, a local memory layer starts pulling its own weight, and another chunk of the bill disappears.
By the time the unboxing videos stop and the results videos start, that folding table has quietly replaced a stack of $20 to $200 charges that used to auto-renew without anyone checking.
Nobody built a server farm. Somebody just stopped paying rent on their own compute.