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
-
RTX 5090 vs NVIDIA DGX Spark: Can a Gaming GPU Embarrass an AI Supercomputer?
RTX 5090 vs NVIDIA DGX Spark: published LLM benchmarks, 32GB vs 128GB memory, 120B and 70B models, software, power and price compared.
Wei Fei
·
-
From RTX PRO 6000 to GB300 NVL72: When Does Your AI Workstation Need to Become an AI Factory?
The scaling ladder from one RTX PRO 6000 to four Max-Q cards, DGX Station GB300, RTX PRO Server, HGX B300 and GB300 NVL72, with signs it is time...
Wei Fei
·
-
Can RTX PRO 6000 Blackwell Be the Perfect Companion to NVIDIA DGX Station?
Pair an RTX PRO 6000 with a DGX Station GB300: physical AI, digital twins, rendering and CFD workflows, power caps, and inside-the-box vs separate workstation.
Wei Fei
·
-
NVIDIA's Most Powerful Workstation GPU Has a 600W Appetite. Is Your PC Ready?
Is your PC ready for a 600W RTX PRO 6000? PSU sizing, the 16-pin connector, cooling, chassis fit, Singapore 13A sockets and UPS sizing explained.
Wei Fei
·
-
No NVLink Bridge on RTX PRO 6000 Blackwell: Does That Make Multi-GPU AI Harder?
No NVLink bridge on RTX PRO 6000 Blackwell: measured PCIe P2P speeds, which AI workloads it hurts, how to tune a multi-GPU build and when to move to...
Wei Fei
·
-
Two RTX PRO 6000 GPUs vs One DGX Station: Which Makes More Sense for Local AI?
Two 96GB RTX PRO 6000 cards vs one GB300: which models fit, splitting over PCIe, memory bandwidth, measured throughput, cost and who should buy which.
Wei Fei
·
-
RTX PRO 6000 Blackwell: Can One GPU Replace Four Gaming GPUs?
Can one RTX PRO 6000 Blackwell replace four RTX 5090s? Memory pools, benchmarks, 2,300W of power, PCIe lanes and multi-GPU software compared.
Wei Fei
·
-
RTX PRO 6000 Blackwell Workstation vs Max-Q vs Server Edition: Same 96GB, Different Performance?
Same GB202 chip and 96GB GDDR7: how the 600W Workstation, 300W Max-Q and passive Server Edition differ in power, cooling, bandwidth, vGPU and use.
Wei Fei
·
-
What Is NVIDIA RTX Spark? The Superchip Behind the ProArt GR1X, ProArt P16 and MSI Prestige N16 Explained
NVIDIA RTX Spark explained: the Grace CPU + Blackwell RTX GPU superchip for Windows PCs, how it differs from DGX Spark and Copilot+ NPUs, what it runs, and...
Wei Fei
·
-
ASUS ProArt GR1X vs Mac Studio vs MSI EdgeMesa: Best Compact Desktop for Local AI in Singapore
RTX Spark vs Apple silicon for local AI: ASUS ProArt GR1X and MSI EdgeMesa (128 GB unified, CUDA, Windows) against the Mac Studio M5 Max and M5 Ultra....
Wei Fei
·
-
ASUS ProArt GR1X vs Ascent GX10 (DGX Spark): Which 128GB AI Mini PC Should You Buy in Singapore?
ASUS ProArt GR1X (RTX Spark, Windows 11) vs ASUS Ascent GX10 (GB10, DGX OS): same size, same 128 GB, different jobs. Specs, software, clustering, Singapore prices and who...
Wei Fei
·
-
ASUS ProArt GR1X Singapore: Price, Specs and Availability of the RTX Spark Mini PC
ASUS ProArt GR1X in Singapore: the three models (64GB/1TB, 128GB/2TB, 128GB/4TB), full RTX Spark N1X specs, what it runs, how it compares with the Ascent GX10, and when...
Wei Fei
·
-
Three RTX 5090 GPUs vs One RTX PRO 6000: More Computing Power or More Problems?
Three RTX 5090 GPUs vs one RTX PRO 6000: 3x32GB vs one 96GB pool, model splitting, 1,725W of GPUs, cooling, PCIe lanes and price.
Wei Fei
·
-
RTX 5090 vs RTX PRO 6000 Blackwell: 32GB vs 96GB — Does Size Really Matter?
RTX 5090 vs RTX PRO 6000 Blackwell for owners outgrowing 32GB: model capacity, drivers, ECC, rendering, warranty and investment value.
Wei Fei
·
-
A 96GB GPU Is Only Half the Story: Why Your RTX PRO 6000 Needs the Right Workstation
What an RTX PRO 6000 Blackwell needs from its workstation: CPU lanes, slots, system memory, PSU at 230 V, cooling and ISV certification explained.
Wei Fei
·
-
RTX 5090 & RTX PRO 6000: Are Standalone GPUs Becoming a Luxury?
Why standalone RTX 5090 and RTX PRO 6000 cards got scarce and pricier in 2026: memory costs, allocations, and why complete workstations look closer.
Wei Fei
·
-
RTX PRO 6000 Blackwell: Should You Buy the GPU Alone or a Complete Workstation?
RTX PRO 6000 Blackwell on its own or in an HP, Lenovo or Dell workstation: support limits, Singapore prices, warranty and ISV certification compared.
Wei Fei
·
-
RTX 5090 vs RTX 5060 Ti 16GB: Can a Budget GPU Still Run Serious AI?
RTX 5090 vs RTX 5060 Ti 16GB for local AI: what fits in 16GB, LLM and FLUX speeds, multi-user limits, PCIe x8 and cost per token compared.
Wei Fei
·
Wei Fei
