For a long time, running large language models locally felt like something reserved for people with desktop GPUs the size of toaster ovens. If you were on a modest Linux laptop, the unspoken message was pretty clear: nice ambition, wrong hardware. That reality has shifted. Quietly, and a little faster than many people noticed.