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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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A S$150,000 AI Workstation: How Much Productivity Must It Generate to Justify the Investment?
A transparent three-year ROI model for an NVIDIA DGX Station in Singapore: costs, hours to save per employee, sensitivity and how to test the case.
Wei Fei
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The Hidden Cost of AI Agents: Why Your API Bill Could Explode Overnight
AI agents resend growing context, bill reasoning as output and can loop overnight. Worked costs on Claude and GPT, and how to cap agent spending.
Wei Fei
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Your Company Owns the Data. But Does It Control the AI?
Model retirements, price changes, tokenizers, spend caps and outages: the AI dependencies vendors control, and how to keep control on cloud or self-hosted.
Wei Fei
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NVIDIA DGX Station vs ChatGPT, Claude & Gemini: When Does Owning AI Become Cheaper Than Renting It?
When is owning a DGX Station cheaper than Claude, GPT or Gemini APIs? Break-even volumes at 5 Nov 2026 list prices, plus the quality trade-off.
Wei Fei
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Sovereign AI Isn't Just for Governments Anymore. Could SMEs Benefit Too?
When SMEs should keep AI local and when cloud AI is cheaper: subscription vs API vs GB10 vs DGX Station costs, EDGE grant notes and a practical path.
Wei Fei
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AI Token Inflation: Can Owning Your Own Infrastructure Protect Your Business?
Gemini 4 Argon doubles on 1 Dec 2026 while other AI prices fall. What drives AI bills up, and what owning a DGX Station does and doesn't protect.
Wei Fei
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The 24/7 AI Factory: Can DGX Station Turn Idle Hours Into Business Value?
A DGX Station idles 73% of the week. How much overnight batch work it can do, what the same jobs cost via API, and how to schedule day...
Wei Fei
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20 Petaflops Sounds Insane. But How Many AI Tokens Can DGX Station Actually Generate?
Measured DGX Station GB300 throughput: 9,280 tok/s gpt-oss-120b at 128 users, single-user speeds, monthly token capacity and why 20 PF isn't the limit.
Wei Fei
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Would You Send Confidential Financial Data to a Public AI Model?
Banking Act secrecy, MAS AI guidelines and PDPA rules for sending financial data to AI models, what vendors do with it, and when local AI makes sense.
Wei Fei
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One DGX Station or 100 AI Subscriptions: Which Makes More Financial Sense?
100 ChatGPT, Claude or Copilot seats vs one shared NVIDIA DGX Station over three years: list prices, break-even headcount and when a hybrid makes sense.
Wei Fei
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NVIDIA DGX Station vs Traditional GPU Servers: Is the Data Centre Moving to Your Desk?
DGX Station GB300 vs 8-GPU servers like DGX B200: GPU memory, NVLink, 1.6kW vs 14.3kW power, cooling, scaling and which workloads move to the desk.
Wei Fei
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One AI Supercomputer, Multiple Departments: How Should Companies Charge for AI Usage?
How to charge departments for a shared DGX Station GB300: cost pool, per-token rates by utilisation, MIG slice fees, showback and gateway metering tools.
Wei Fei
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Data Residency vs Data Sovereignty: Are Businesses Confusing the Two?
Residency is where data sits; sovereignty is whose law reaches it. Where OpenAI, Anthropic, Google and Microsoft process Singapore prompts, as of Nov 2026.
Wei Fei
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Claude Opus vs GPT vs Gemini vs Local LLMs: Does DGX Station Offer Better Economics?
Quality scores and API prices for Claude Opus, GPT-6, Gemini 4 and open-weight models, and what a hybrid DGX Station setup saves at 10B tokens.
Wei Fei
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252GB HBM3e vs 496GB LPDDR5X: The Architecture Behind NVIDIA's GB300 Superchip
252GB HBM3e at 7.1 TB/s vs 496GB LPDDR5X at 396 GB/s: how NVLink-C2C, batching and memory placement decide DGX Station GB300 token speed.
Wei Fei
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Your Company Uses 1 Billion AI Tokens a Month. Should You Buy a DGX Station Instead?
What 1 billion AI tokens a month costs on hosted open models, GPT and Claude vs owning a DGX Station, plus whether a smaller GB10 system is enough.
Wei Fei
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Sovereign AI: Why Should Your Company's Intelligence Live on Someone Else's Server?
Sovereign AI for business: where prompts are processed, whose law applies and who controls model changes. Cloud AI vs a DGX Station, with dated vendor facts.
Wei Fei
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Buy DGX Station or Keep Paying for Cloud GPUs? The Three-Year ROI Showdown
Owning an NVIDIA DGX Station vs renting B300, B200 and H200 cloud GPUs over three years: dated prices, break-even utilisation and what else to weigh.
Wei Fei
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Wei Fei
