No, local models will not win

Sean Goedecke argues datacenter inference will keep dominating, since frontier models will always outpace what laptops can run — a local model as strong as GPT-5.6-Sol will soon feel too weak. He adds that a low-end home-lab setup costs more than years of cloud AI subscriptions.