RigBaseBuildsGPUsCan it run?GuidesBest rig for…By budgetRent before you buySubmit a buildNewsletterAdvertise

Minisforum MS-S1 MAX (Ryzen AI Max+ PRO 495, 192 GB): gpt-oss 120B at 55.8 tok/s

GPU(s)AMD Ryzen AI Max+ PRO 495 (Radeon 8065S iGPU, 40 CUs)
Amazon · eBay (used) · Newegg
VRAM / unified memory (GB)192
CPUAMD Ryzen AI Max+ PRO 495 ("Gorgon Halo")
Amazon · eBay (used) · Newegg
Motherboard
RAM192 GB LPDDR5X-8533 unified (GPU limit raised to 170 GB via ttm.pages_limit)
PSU
Other2 TB SSD, dual 10GbE, Ubuntu Server 26.04.1 (kernel 7.0), llama.cpp Vulkan, flash attention on, q8_0 KV cache, ubatch 2048
Reported total cost$7,399 (≈€6,602)
Power

Measured speed (generation tokens/sec)

📏 How measured: reported by the original source; RigBase re-checked the numbers at that source

ModelQuantEnginetok/sDetails
gpt-oss 120BMXFP4llama.cpp Vulkan55.8
gpt-oss 120BMXFP4, 32K contextllama.cpp Vulkan45.1
MiniMax M2.7IQ4_XSllama.cpp Vulkan29.5
MiniMax M2.7IQ4_XS, 32K contextllama.cpp Vulkan17.3
DeepSeek V4 FlashIQ3_Sllama.cpp Vulkan17.4
DeepSeek V4 FlashIQ3_S, 32K contextllama.cpp Vulkan12.2
Qwen3.8 27BQ8 (author: "about 8 tok/s")llama.cpp Vulkan8

Jake's Garage, 2026. Cost is the author's pre-order price. One of the first owner-measured Ryzen AI Max+ 495 results. The author found the default f16 KV cache was the long-context bottleneck on Vulkan; q8_0 KV roughly doubled 32K prompt processing. ROCm was slower than tuned Vulkan for generation.

Source: https://www.hommie.net/posts/ai-box.html

Blank fields = not stated in the source. We never estimate build data; GPU street prices above are separately sourced and dated.

Rent before you buy: try this model on a cloud GPU for a few dollars first: Runpod (referral link; sign up with Google to get the new-user bonus)
Compare: DGX Spark vs Mac Studio vs Strix Halo: measured tok/s and tok/s per watt