Home lab

Hardware and power

PSU, cooling, case, noise, and VRAM versus model size for a 32 GB Radeon AI PRO R9700 — no fake benches.

Updated Oct 12, 2026

The card is a 300 W-class workstation part, not a silent HTPC dongle. Plan the box like a small workstation.

Official R9700 figures (AMD product page)

Item AMD-published
TBP 300 W
PSU recommendation 750 W
Power connector 12V-2x6
Slot Double slot, active cooling
Memory 32 GB GDDR6, 640 GB/s peak
Bus PCIe 5.0 x16
ECC Linux only

Street prices change; we do not list them. Partner coolers change acoustics. Look at the actual AIB board.

PSU

750 W is AMD’s minimum recommendation for the card in a generic system, not “headroom for a 5090-class CPU and six drives.” Use a quality unit with a native 12V-2x6 / 12VHPWR cable if that is what the card expects. Cheap pigtails are how people learn about transient spikes.

Cooling and noise

Many AI PRO cards are compact blower designs that exhaust out the bracket. Good for a cramped workstation; loud at the desk when memory clocks sit at the top P-state. Leave the adjacent slot empty. Do not bury the intake in cables. Watch junction and memory temps with rocm-smi while generating, not at the GNOME wallpaper.

Open-air test benches lie about case airflow. A small cube case will teach you about recirculation.

Case and risers

A short dual-slot PRO card fits places a triple-slot 7900 XTX does not. A PCIe 4.0 x16 riser will usually work. Decode-bound chat may not care; fat prefill might. Prefer a direct x16 slot if you are chasing prefill.

VRAM versus model size (approximate)

Weights + KV cache + batch share 32 GB. Verify per file and context. These are planning brackets, not promises:

Situation 32 GB often means
Qwen3.6-35B-A3B UD-Q5_K_XL, 262K, f16 KV Our one-card daily driver — see stacks
Same at Q8 / even longer cache Tight; measure. Floor is still Q4.
Qwen 3.8 Flash UD-Q6_K_XL Publisher file ~169 GB — expect RAM to hold most of it on 32 GB
Dense 70B Aggressive quant, short context, or another GPU
MoE with few active experts File size can surprise you — read the card and the calculator

A 16 GB RX 9070 XT is the better buy if you live in smaller Qwen. The R9700 is the 32 GB bracket. Never drop below Q4 to “make it fit.”

Host RAM: our test rig is 256 GB DDR5. 64 GB is a reasonable home minimum next to one 32 GB GPU. Flash at UD-Q6_K_XL is a ~169 GB publisher file — that box needs a lot of RAM. 32 GB host gets ugly fast.

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AMD Radeon AI PRO R9700

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High-capacity DDR5 kit

Search only — not a specific SKU. Our test rig is 256 GB DDR5; 64 GB is a reasonable one-card minimum.

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Fast NVMe SSD

House rule — load GGUFs from NVMe, not a spinning disk. Search only, not a SKU.

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1000W-class PSU

AMD’s R9700 minimum recommendation is 750 W. A 1000W-class unit is search guidance for headroom, not a SKU.

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What not to optimize first

Do not buy a second card for “double tok/s” before you have one GPU proven. Multi-GPU at home pays an RCCL/topology tax. See the weekly honesty list.

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