local intelligence

can it run

Can the Minisforum MS-S1 Max-P495 (192GB) run gemma3 1B?

YES

Comfortably. 192GB of memory against a 4GB working set leaves headroom for context, the OS, and anything else you're running.

~150–220 tok/s

weights 1GB + KV cache 0.1GB at 4k context vs ~190GB usable → full. 1.1 GB needed of 190 GB usable — headroom for context

computed roofline: 256 GB/s × 0.60–0.85 efficiency window / 1.0GB (Q4_K_M) — bands, never points. Small models (under ~4.5B) run BELOW these bands — kernel-launch overhead keeps them from saturating bandwidth (measured against community medians, 09-06).

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Specs

model file1.0GB (GGUF Q4_K_M)
minimum memory4GB working set
this machine192GB LPDDR5X-8533 unified (160GB GPU-assignable)
params1B
licensegemma
price$None

Run it

model files: hugging face ↗

easy run: ollama pull gemma3:1b

runs with: ollama · llama.cpp · koboldcpp · lm studio

Alternatives

no alternatives — every machine in the catalog can run this one.

Buy

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2026-09-17 · ← full hardware catalog · prices verified at source, may drift