Builds / $12k tier

The GPU rig assembly diagram
THE RIG
The GPU rig rig photo 1
Photo: NVIDIA, RTX PRO 6000 product asset

The GPU rig

One 96GB Blackwell + two 3090s for KV cache: the tinkerer's flagship at half the price.

TECHNICAL DIFFICULTY: 3 OF 4 ยท PLAN THE POWER
How hard is this to assemble? two graphics cards, PSU wattage planning, cooling work

The path the 'three 170hx' commenters were pointing at, one generation newer. A 96GB RTX PRO 6000 runs the 100B-class models with room left, and stacked cheap 3090s act as extra KV-cache memory so long contexts do not strangle the big card. Think of it as a pickup truck: louder than the family car, hauls anything, and the upgrade path is a PCIe slot, not a new vehicle. You are assembling: two cards, a case that fits both, and a power plan.

WHO THIS BUILD IS FOR

You have built a PC before and enjoyed it. You want CUDA the day a model drops, you quantize models yourself, and you treat thermal design as part of the job. If your main use is image generation, video work, or fast batch processing, the NVIDIA stack is the whole point.

ESTIMATED TOTAL
$21,997
prices refreshed weekly
last check: Sep 29, 2026

The parts

NVIDIA RTX PRO 6000 Blackwell 96GB
NVIDIA RTX PRO 6000 Blackwell 96GB x1 96GB 1792GB/s nvidia
96GB GDDR7: the model layer.
street price via Newegg, checked Sep 29
$18,999
NVIDIA RTX 3090 24GB
NVIDIA RTX 3090 24GB x2 24GB 936GB/s nvidia
24GB each as KV-cache / draft-model overflow. $1,400 buys a lot of context.
$2,998

What it runs

Ternary Bonsai 2 27B
Ternary Bonsai 2 screams here and barely warms the card.
WHAT IT WILL NOT RUN

The 400B+ MoE class at usable quality: GLM 5.3 full is 371GB at 4-bit. Kimi K3 at 2.8T is 700GB at 2-bit, which no desktop holds.

POWER, NOISE, AND THE ROOM IT LIVES IN

Plan 1,100 to 1,300W at the wall under full load: a dedicated circuit, not a power strip. Three GPUs at load sound like a hair dryer in the next room. Dust filters are a real purchase.

NEXT: THE $20k TIER

Three boxes, 384GB of pooled memory, CUDA-native. The models that need a rack are the models that do everything, and this is the smallest room they fit in. Batch workloads, agent fleets, a family of services all answering from your own hardware.

See the $20k tier →