You can cram absurd context into a card now, but none of that matter once you hit the VRAM wall and the whole thing slows to a crawl. Cloud is cheaper. Local still matters for privacy and weird adapter stuff, but 'usable for work' is a much higher bar than 'looks decent on benchmarks' when the task is chewing through a repo without latency going to hell.