local intelligence

can it run

Can the Framework Desktop (192GB, PRO 495) run gemma3 4B?

YES

Comfortably. 192GB of memory against a 5GB working set leaves headroom for context, the OS, and anything else you're running.

~47–66 tok/s

weights 3.3GB + KV cache 0.53GB at 4k context vs ~190GB usable → full. 3.8 GB needed of 190 GB usable — headroom for context

computed roofline: 256 GB/s × 0.60–0.85 efficiency window / 3.3GB (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 file3.3GB (GGUF Q4_K_M)
minimum memory5GB working set
this machine192GB LPDDR5X
params4B
licensegemma
price$4499

Run it

model files: hugging face ↗

easy run: ollama pull gemma3:4b

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

Alternatives

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

Buy

Framework ↗ · Amazon ↗

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