Home › Blog › AI & Workstations
AI & Workstations
Research on DGX Spark, DGX Station, ASUS Ascent GX10, local LLM deployment and AI PCs: capability, cost and fit.
327 articles
-
Should Your Company's Most Powerful Computer Be Connected to the Internet?
Air-gapped vs controlled internet access for a DGX Station GB300: offline updates, NIM, remote access, BMC isolation and CSA agentic AI guidance.
Wei Fei
·
-
What Happens When Your AI Agent Can Control Excel, Outlook and Your Entire Desktop?
What AI agents can do in Excel and on the Windows desktop, what Microsoft and NVIDIA warn about, and an approval framework before you let them act.
Wei Fei
·
-
NVIDIA DGX Station Has 748GB of Memory. But It's Not All GPU VRAM.
DGX Station GB300's 748GB is 252GB HBM3e GPU memory plus 496GB Grace LPDDR5X. What fits in the fast pool, and why bandwidth matters.
Wei Fei
·
-
HP ZGX Fury vs MSI DGX Station: Does the Cheaper Quotation Tell the Whole Story?
HP ZGX Fury vs MSI WS300 quotes: display GPU, NVMe storage, cables, rack rails and warranty differ. How to compare DGX Station quotations line by line.
Wei Fei
·
-
Your DGX Station Could Be a Single Point of Failure for Your Entire AI Team
One GPU, one PSU, RAID 0 data: how to back up a DGX Station GB300, plan for repairs, add a UPS and meet CSA Cyber Essentials backup rules.
Wei Fei
·
-
The End of Remote AI Servers? NVIDIA Wants Supercomputers on Windows Desktops.
Can a deskside DGX Station replace AI servers? What it handles, where servers and cloud still win, Windows management and avoiding a single point of failure.
Wei Fei
·
-
You Bought a S$150,000 AI Supercomputer. Now Who's Going to Manage It?
Who patches, monitors, backs up and supports a DGX Station GB300? A Singapore guide to ownership, OEM warranty and admin costs.
Wei Fei
·
-
NVIDIA DGX Station for Windows: Breakthrough or Another Compatibility Headache?
DGX Station for Windows runs Windows on Arm. What Prism emulation, CUDA 13.4 and WSL cover, why drivers are the risk, and how to test before you buy.
Wei Fei
·
-
Can Seven AI Teams Share One DGX Station Without Fighting for GPU Resources?
How Multi-Instance GPU splits a DGX Station GB300 into up to seven isolated slices: profiles, memory per team, limits and scheduling for shared AI teams.
Wei Fei
·
-
Same NVIDIA GB300 Chip, Different Software Experience: HP vs MSI
HP Z Runtime and Z Toolkit vs MSI's plain NVIDIA stack on the DGX Station GB300: setup, remote access, firmware updates, RHEL and Windows plans.
Wei Fei
·
-
A S$150,000 AI Workstation With Just a Few Terabytes of SSD Storage? Seriously?
DGX Station GB300 storage by OEM: RAID 1 OS, RAID 0 data, model sizes, 10GbE NAS options and why local NVMe is a working area, not an archive.
Wei Fei
·
-
Would You Let an AI Supercomputer Run Your Company's Entire Customer Service Operation?
Concurrency, reliability and governance for running customer-service AI on a DGX Station GB300: measured throughput, single points of failure, human hand-off.
Wei Fei
·
-
Would You Trust a Trillion-Parameter AI Agent With Your Windows Desktop?
DGX Station for Windows can run huge AI agents locally. Why model size is not trust, what Windows and OpenShell controls exist, and rules to set first.
Wei Fei
·
-
Your DGX Station Has 72 CPU Cores. Why Might Your Software Still Struggle?
DGX Station GB300 uses a 72-core Arm Grace CPU. What runs natively, the 64KB page-size catch, x86-only apps like MATLAB, and how to check before you buy.
Wei Fei
·
-
NVIDIA DGX Station: The Most Expensive Computer Your Employees Might Never Touch
Why a DGX Station GB300 often sits away from desks: remote access, MIG sharing, HP Z Toolkit, NVIDIA Sync and GB10 desk systems for staff.
Wei Fei
·
-
NVIDIA DGX Station Is Coming to Windows. Is Linux Losing Its AI Crown?
DGX Station for Windows explained: what NVIDIA and Microsoft announced, WSL, OpenShell agents, Q4 2026 timing and why Ubuntu still runs most AI work.
Wei Fei
·
-
Could DGX Station Replace a Room Full of Traditional Engineering Workstations?
Can a DGX Station GB300 replace engineering workstations? No display output, Arm limits for CAD and simulation, and the hybrid setup that makes sense.
Wei Fei
·
-
DGX Station's Secret Weapon Isn't Just the GPU. It's the Networking.
DGX Station GB300's ConnectX-8: two 400G ports, back-to-back linking, GPUDirect storage, cables, switches and the 10GbE office side explained.
Wei Fei
·
Wei Fei
