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Quick Answer

AMD Halo Station vs NVIDIA DGX Station vs DGX Spark (2026)

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The short answer

Buy the DGX Station if you need a deskside machine for very large models now, the DGX Spark if your models fit in 128GB, and wait for the AMD Halo Station only if you want the most memory and can wait until 2027. As of November 10, 2026:

  • NVIDIA DGX Station (GB300) — shipping through OEM partners; 748GB of coherent memory; NVIDIA states support for models up to 1 trillion parameters. Six-figure price.
  • NVIDIA DGX Spark (GB10) — 128GB unified memory in a small box; the realistic buy for most developers.
  • AMD Threadripper Halo Station — a prototype shown at IFA on September 4, 2026; up to 2.6TB of combined memory; “Coming in 2027”, no price.

The comparison

Specifications from the AMD and NVIDIA product pages, read November 10, 2026.

AMD Halo StationNVIDIA DGX StationNVIDIA DGX Spark
ChipThreadripper PRO 9995WX (96 cores) + up to 4× Instinct MI350PGB300 Grace Blackwell Ultra (72-core Grace CPU + Blackwell Ultra GPU)GB10 Grace Blackwell
Fast GPU memoryUp to 576GB HBM3e (144GB per card)252GB HBM3e at 7.1TB/s128GB unified LPDDR5x
System memoryUp to 2TB DDR5 RDIMM at 410GB/s496GB LPDDR5X at 396GB/s(shared with GPU)
Total memoryUp to 2.6TB748GB coherent128GB
GPU memory bandwidthUp to 16TB/s aggregate across 4 cards7.1TB/s on one GPU~273GB/s
AI computeNot statedUp to 20 PFLOPS FP4Up to 1 PFLOP FP4
PowerLiquid-cooled; not stated1,600W, 20A circuit requiredDesktop power brick
SoftwareROCmCUDA, Ubuntu with NVIDIA AI Developer ToolsCUDA, DGX OS
AvailabilityPrototype, “Coming in 2027”Shipping via partnersShipping
PriceNot announcedSet by partners, roughly $100,000 classSingle-digit thousands; see below

AMD Threadripper Halo Station — most memory, not for sale yet

The Halo Station puts AMD’s datacenter Instinct accelerators in a tower. AMD’s headline is memory: up to 576GB of HBM3e plus up to 2TB of RDIMM, which AMD says is up to 3.4 times the total memory of a DGX Station. That matters for models whose weights simply do not fit in 748GB.

Two caveats. First, the 16TB/s is an aggregate across four separate accelerators, so a model has to be split across cards with tensor or pipeline parallelism; the DGX Station’s 7.1TB/s sits on one GPU. Second, it runs ROCm, not CUDA. vLLM and SGLang support ROCm, but some fine-tuning and custom-kernel tooling still assumes NVIDIA. Our Halo Station explainer covers the cost estimates.

Wait for it if you need more than 748GB in one box, prefer AMD’s stack, and can plan around a 2027 date that AMD has not pinned down.

NVIDIA DGX Station — the big machine you can buy today

The DGX Station pairs a Blackwell Ultra GPU with a 72-core Grace CPU over NVLink-C2C (900GB/s), so the GPU can treat all 748GB as one coherent pool. It supports MIG with seven instances, so a team can share one Station, and a ConnectX-8 SuperNIC (up to 800Gb/s) links two Stations to double model capacity. You can add one RTX PRO 6000 Blackwell card for graphics and simulation.

NVIDIA does not sell it directly: partners including ASUS, Dell, Gigabyte, HP, MSI and Supermicro set prices, and Tom’s Hardware reported a listing near $100,000. Plan for a dedicated 20A circuit: the system draws 1,600W.

Buy it if you fine-tune or serve 200B–1T-parameter models on sensitive data that cannot leave the building, and need CUDA.

NVIDIA DGX Spark — the realistic choice

The DGX Spark is a palm-sized GB10 system with 128GB of unified memory and up to 1 petaFLOP of FP4 compute. Its memory bandwidth is far lower than the Station’s, so large models run slowly, but it fits 70B-class models at 4-bit and handles LoRA fine-tuning of smaller ones. Two Sparks can be linked.

Its price has moved through 2026: $3,999 at launch, $4,699 from February 2026 for the 128GB Founders Edition, and partner listings reported in October and November 2026 put 128GB models near $6,950 and new 64GB models around $4,999 as memory prices rose. Check NVIDIA’s marketplace on the day you buy. For other desktop options see DGX Spark vs M5 Ultra vs RTX PRO 6000.

How to choose

  1. Do your models fit in 128GB at the precision you need? Yes: DGX Spark. Use our VRAM guide to check.
  2. Do you need a big machine in 2026? DGX Station; the Halo Station has no ship date.
  3. More than 748GB in one box, or AMD-only shop? Wait for the Halo Station.
  4. Not sure you need local hardware at all? A six-figure workstation buys a lot of cloud GPU time; compare in local workstation vs cloud GPU vs API.

Last verified: November 10, 2026.

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