Mac Studio M3 Ultra 512GB for local LLMs: 20-90 tok/s, and how to decide if it's worth it

rez0__ · x · 2026-10-28

Security researcher Jhaddix says his Mac Studio M3 Ultra 512GB was worth it, running DeepSeek Flash and GLM 5.3 at 20-40 tok/s with 1M context 24/7. rez0 agrees, getting 80-90 tok/s from a 4-bit quant with thinking on a 256GB Mac Studio via omlx, using 200k context via uniichat. Their shared method: price out the hosted model you need per year, compare against hardware cost, and mix local models, frontier subscriptions, and pay-as-you-go APIs.

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