Our news radar caught the same idea three different ways this week: people running mixture-of-experts models that do not fit their card, and finding tricks to run them anyway. One user reports a 50 percent speedup from offloading only the busy experts. Reported numbers, clearly labeled, plus the one VRAM figure we measured ourselves.
Three open-weight models, one RTX 5090, and the same jobs: a real bug, playable games, tool calling, long documents. Measured numbers, two defaults that were quietly breaking the results, and the finding we published wrong and had to correct.
Your local model can probably already see, how to check in 60 seconds, three working vision patterns (screenshot describe, eyes for a text-only brain, live companion vision), and the three gotchas that cost us real debugging hours.
One local model, six daily superpowers, chat with your documents, digest long videos, summarize voice memos, build study guides, prep interviews, draft anything, all offline and private.