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Machine indexASUS / Ascent GX10

ASUS Ascent GX10

GB10 Grace Blackwell Superchip

An ASUS desktop AI system with unified memory and the NVIDIA software ecosystem.

128 GB unifiedReference memory
arm64CUDA ecosystem

Compared withNVIDIA DGX Spark

BEFORE IT ARRIVES

Power, cooling & your space.

What this configuration needs on your premises.

Requirements reviewed 2026-09-29
Lab assessment · based on the evidence below

Office candidate

A compact office candidate with its own air cooling. Leave the bottom air intake open and evaluate fan noise under your actual workload.

Power rating

Published detail

240 W external adapter capacity. [1]

Electrical input

Published detail

Dedicated USB-C PD input (EPR PD 3.1). Adapter and power cord are included; regional AC ratings need checking on the supplied adapter. [1]

Outlet & circuit

Not verified

No machine-specific branch-circuit requirement verified. Check the nameplate, regional cord and other loads on the same circuit.

Machine cooling

Published detail

Dual fans, five heat pipes and seven-level fan control. Air enters through the bottom vents. [2]

Operating limits

Not verified

Whole-system ambient temperature and humidity limits are not verified. A power-supply temperature limit is not a system limit.

Noise in the workspace

Not verified

No comparable noise measurement under an AI workload verified. Ask for dB(A), distance, workload and ambient conditions; audition it before placing it beside people.

ACTUAL CONSUMPTION

Power at the wall

PSU capacity, chip TDP and measured consumption describe different things. Only measurements with a stated configuration and test method appear here.

Idle and AI-load wall power: not verified.

No attributable wall-power test for this configuration was established in this review. Measure at the outlet with the exact model, workload, runtime and power mode recorded.

Share a power measurement

Room cooling

Plan for the computer and its power supply to heat the room. Check ventilation during long jobs and when several machines share a small office.

Lab planning guidance. Office suitability depends on the installed configuration, shared circuits, heat removal and acceptable noise; a workstation label alone does not settle it.

Space & installation

Enclosure
150 × 150 × 51 mm
Weight
1.48 kg
  • Keep air inlets and exhausts unobstructed, with room for cables and servicing. An enclosed cupboard needs its own ventilation; the enclosure dimensions are not an airflow clearance.
  • Preserve the underside intake gap; do not place the box on a soft surface that blocks it.
Estimate electricity use & room heat

Enter average power at the wall for the hours you are modeling, or an explicit planning assumption. Supply wattage and chip TDP are not consumption measurements.

Add wall power to calculate a scenario.

Scenario only. Hours outside this period are excluded: include idle time for an always-on system. Displays, networking, UPS losses and room air conditioning are extra. Heat assumes the computer and power supply release their heat into this room; it does not size a circuit or an HVAC system. Currency selects your tariff’s unit, with no conversion.

Sources & review scope (2)

Manufacturer documentation and attributed first-hand hardware inspections, scoped to the named model or configuration. “Not verified” identifies a gap in this review, not a claim that the manufacturer has no documentation. Installation assessments are the Lab’s interpretation.

  1. ASUS · Ascent GX10 specifications
  2. ASUS · Ascent GX10 thermal design
Opening model configurations…
01 / PRIVACY

Your data has a home.

Keep sensitive processing on your infrastructure. Inspect every connection in the complete stack.

02 / SECURITY

You set the boundaries.

Control access, connectivity and updates. A local machine still needs a secure deployment.

03 / TOKEN ECONOMICS

Own the capacity.

Generate tokens on your own compute. Understand the full cost of the useful work it delivers.

DEPLOYMENT NOTEBOOK / NVIDIA GB10

From a desktop box to a managed service

01

Arm software compatibility

Check that every container and native dependency supports arm64. Model compatibility alone does not validate the application.

02

Shared-service operations

NVIDIA now documents fleet lifecycle integration and customized installation. Its example tools need adaptation to your IT environment; they are not preinstalled.

03

A meaningful capacity test

Record prompt length, output length, cache state and simultaneous requests. Repeat after warmup and report the latency target and failure rate.

Lab synthesis of supplier guidance and deployment questions · reviewed 2026-09-13. Reference-platform details may differ from this machine.

NVIDIA enterprise manageability

SHARED WORK AROUND THIS PLATFORM

Setups you can build on.

Reference-platform guidance and field records. Exact OEM configurations need their own validation.

All setups
NVIDIA

THE PLATFORM BEHIND THE MACHINE

GB10 / DGX Spark

8 catalog configurations

Shared silicon does not guarantee identical performance. Compare the memory, cooling and configuration of each machine.
Explore this platform

BEYOND THE SPECIFICATION

Lessons for running this machine.

Published guidance and checklists to help you investigate the full deployment.

Share your experience

THE CONFIGURATION

Inside the machine

Configuration
90MS0371-M00030 · 128 GB / 1 TB / DGX OS
CPU / accelerator
GB10 Grace Blackwell Superchip
Memory
128 GB unified
Memory bandwidth
273 GB/s
Architecture
arm64
Operating system
NVIDIA DGX OS
Storage
1 TB SSD · listed offer

ON YOUR PREMISES

Space, power & connectivity

Form factor
Desktop AI system
Dimensions
150 × 150 × 51 mm
Weight
1.48 kg
Power rating
240 W external adapter capacity.
Connectivity
10 GbE · ConnectX-7 · Wi-Fi 7
Availability
Out of stock at LDLC on review date

Power supply ratings and processor TDP are not measured wall consumption. Supplier stock and regional delivery can change.

Electrical, cooling & installation details

BEFORE YOU CHOOSE

Compare exact storage configuration and regional support coverage.

Validate the complete runtime and workload before a production choice.

Manufacturer specifications

Help improve this record. Suggest a correction

IN THE FIELD

Deployment experiences

Operating records from customers, contributors and the Lab.

All deployments
ADD TO THE SHARED RECORD

Where does your AI run?

In an office, a factory, an engineering lab or beside your test equipment. Share a deployment and keep the people behind it credited.

Contribute a deployment

THE SHARED TECHNICAL LIBRARY

Knowledge around this machine.

Supplier recipes, community experience and UT’s deployment lessons, connected to the hardware.

Explore 18 resources
OperationsSupplier

Manage a Spark fleet and prepare offline installation

NVIDIA documents enterprise lifecycle integration and custom installation patterns.

GB10
For your deployment

Example tools are not preinstalled. Adapt to your management system and check the documented support boundaries.

RecipesSupplier

NIM inference on DGX Spark

NVIDIA’s model-serving playbook.

GB10NIM
For your deployment

Check the selected NIM profile, image digest, memory use and readiness time.

RecipesSupplier

Serve models with vLLM

NVIDIA’s vLLM setup reference.

GB10vLLM
For your deployment

Pin the container and test your model, prompt lengths and simultaneous requests.

Related platform guidance does not establish compatibility with this exact OEM configuration.

THE LOCAL AI WATCH

Updates for this machine

All updates

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MEMBER RATINGS · SELF-DECLARED, NOT MEASURED

How members rate the Ascent GX10.

One rating per member, tied to a Lab profile. Stars count immediately; written verdicts are published after a quick review by the Lab team. A rating is an opinion about fit for a job, not a benchmark.

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THE PEOPLE BEHIND THE MACHINES

Experience with Ascent GX10?

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Questions, ideas and experience from putting AI machines to work. You do not need a finished deployment to contribute.

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