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AI & Workstations
Research on DGX Spark, DGX Station, ASUS Ascent GX10, local LLM deployment and AI PCs: capability, cost and fit.
327 articles
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Can NVIDIA GB10 Run an Entire Company's Private AI Assistant?
Can one NVIDIA GB10 system run a private AI assistant for your company? Company-size guide, memory, permissions, availability and deployment limits explained.
Wei Fei
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RTX Spark vs DGX Spark: What NVIDIA's 120B and 200B AI Model Claims Really Mean
What NVIDIA's 120B (RTX Spark) and 200B (DGX Spark) model claims mean: quantisation, memory, context length, MoE vs dense models and real inference speed.
Wei Fei
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Would You Rather Have a Windows AI Laptop or a Dedicated GB10 Supercomputer?
Windows RTX Spark AI laptop or dedicated GB10 system? Portability, always-on agents, development flexibility and scalability compared, plus using both.
Wei Fei
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NVIDIA RTX Spark vs GB10: Gaming, Coding or AI — Which One Actually Makes Sense?
RTX Spark laptop or GB10 desk system? Which suits gamers, developers, creators and dedicated AI users, with published gaming results and Singapore prices.
Wei Fei
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Can RTX Spark Replace Your NVIDIA GB10 AI Supercomputer?
Where a Windows RTX Spark laptop or desktop can replace a Linux GB10 system such as DGX Spark, and where it cannot: sharing, agents, fine-tuning, clustering.
Wei Fei
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1TB vs 2TB vs 4TB NVIDIA GB10: Are You Paying for Storage You Don't Need?
Which NVIDIA GB10 storage tier to buy: model file sizes, what fills 1, 2 and 4 TB, Gen4 vs Gen5 SSDs, upgrading, and ASUS GX10 Singapore prices.
Wei Fei
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GB10 vs GB300: When Is It Time to Move From a Personal AI Computer to an Enterprise AI Station?
Four signs it is time to move from an NVIDIA GB10 system to a GB300 DGX Station such as the HP ZGX Fury: users, model size, precision and...
Wei Fei
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NVIDIA GB10 vs RTX PRO 6000 Blackwell: When Does a Professional GPU Make More Sense?
NVIDIA GB10 vs RTX PRO 6000 Blackwell: 128 GB vs 96 GB, bandwidth, published 70B and 120B benchmarks, workstation flexibility and total cost compared.
Wei Fei
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NVIDIA GB10 vs RTX 5090: More Memory or More GPU Power — Which Matters?
NVIDIA GB10 vs GeForce RTX 5090 for local AI: 128 GB vs 32 GB, bandwidth, published LLM benchmarks, power and which to buy, with Singapore prices.
Wei Fei
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NVIDIA GB10 vs Mac Studio M5 Ultra: Who Really Wins at Local AI?
NVIDIA GB10 (DGX Spark, ASUS GX10) vs Apple Mac Studio M5 Ultra and M5 Max for local AI: unified memory, bandwidth, benchmarks, software and Singapore prices.
Wei Fei
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NVIDIA ConnectX-7 vs Ordinary Ethernet: Why AI Clusters Need More Than Fast Internet
Why GB10 AI clusters use ConnectX-7 200 Gb/s RoCE ports instead of office Ethernet: RDMA explained, measured link speeds, cables, switches and limits.
Wei Fei
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Can Eight NVIDIA GB10 Systems Compete With Enterprise AI Infrastructure?
Can an eight-unit NVIDIA GB10 cluster compete with enterprise AI systems? Memory, interconnect, published 8-node results, cost and management compared.
Wei Fei
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400Gbps Networking for AI: Do You Really Need Such an Expensive Switch?
When a GB10 AI cluster needs a switch, bandwidth vs latency for AI traffic, and MikroTik CRS804 DDQ vs NVIDIA SN3700 compared with Singapore prices.
Wei Fei
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Four GB10 Supercomputers on One Desk: Brilliant AI Cluster or Expensive Experiment?
What a four-unit NVIDIA GB10 cluster costs, needs and delivers: 512 GB pooled memory, switch requirements, published results and how it compares with GB300.
Wei Fei
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Your AI Meeting Summary Might Be Wrong. Who Takes Responsibility?
AI meeting summaries can be wrong. Who is accountable, what Microsoft and Zoom say, PDPA accuracy duties and a review workflow for Singapore teams.
Wei Fei
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Are AI Meeting Notes Making Employees Forget How to Listen?
Are AI meeting notes making employees worse listeners? What the research shows, the accessibility upside and better meeting habits for Singapore teams.
Wei Fei
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Is Liquid Cooling in Workstations a Maintenance Nightmare?
AIO vs custom loop vs factory liquid-cooled workstations: pump life, leaks, coolant changes, warranty and when air cooling is enough, for Singapore offices.
Wei Fei
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Why AI Projects Look Amazing in Demos but Fail in Real Offices
Why do AI projects impress in demos but stall in real offices? Messy data, edge cases, cost per query, ownership and a pilot checklist for Singapore SMEs.
Wei Fei
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Wei Fei
