local intelligence

can it run

Can the Radeon RX 9070 XT (16GB) run gpt-oss 20B MoE?

STRETCH

Only with compromises. 16GB is below the 18GB working set — expect a lower quant, offloading, or heavy swap. Possible, not pleasant.

~170–250 tok/s (active-expert estimate)

weights 14GB + KV cache 0.19GB at 4k context vs ~16GB usable → tight. 14.2 of 16 GB usable — keep context modest

computed roofline: 644.6 GB/s × 0.55–0.82 efficiency window / 2.1GB (Q4_K_M) — bands, never points.

MoE: file is 14GB (that decides fit) but only ~3B of experts activate per token (~2.1GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math

explore the full catalog84 machines indexed · live prices · what each one can run

Specs

model file14GB (GGUF Q4_K_M)
minimum memory18GB working set
this machine16GB GDDR6
params20B MoE
licenseapache-2.0
price$749

Run it

model files: hugging face ↗

easy run: ollama pull gpt-oss:20b

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

Alternatives

Mac mini M4 (32GB) — cheapest machine that runs it ($999)

ASUS ExpertCenter Pro ET900N G3 (GB300) — this model on the biggest machine

every model the Radeon RX 9070 XT (16GB) can run — full list

Radeon AI PRO R9700 (32GB) — upgrade path machine

Buy

Newegg ↗ · Amazon ↗ (affiliate)

2026-09-17 · ← all models on the Radeon RX 9070 XT (16GB) · ← full hardware catalog · prices verified at source, may drift