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Buying hardware to run AI models at home can feel like guesswork — vague marketing specs, conflicting forum recommendations, and prices that range from a few hundred dollars to well over ten thousand. This guide cuts through that by focusing on the one number that actually predicts what you can run, then matching it to real machines you can buy today. Update, October 2026: we have published a newer guide to local AI hardware that costs under $2,000, with current prices and speeds. Read [Best Local AI Hardware Under $2,000](https://directory.drveri.com/blog/best-local-ai-hardware-under-2-000-october-2026). Why Memory Is the Real Bottleneck Running a coding-capable LLM …

For most of 2025, choosing between an open-weight model and a paid API meant a real trade-off: pay for the best results, or accept a noticeable capability gap to save money and keep control over your own data and infrastructure. That gap has narrowed dramatically heading into 2026 — narrow enough that it's worth a proper, model-by-model look at where things actually stand today. The Current Leaderboard Open-weight models have closed most of the gap with proprietary frontier AI in 2026 — and on a few specific benchmarks, they've pulled ahead entirely. Kimi K3 is currently the strongest open-weight model …