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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.
59 articles
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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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Are Businesses Becoming Too Dependent on ChatGPT?
Is your business too dependent on ChatGPT? Outages, model retirements, terms changes and skills risk, plus multi-model and local AI fallbacks. Singapore view.
Wei Fei
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Your AI Assistant Might Be Your Biggest Security Risk
Prompt injection, data leakage, over-permissioned connectors and shadow AI explained, with OWASP and CSA guidance and practical controls. Singapore SMEs.
Wei Fei
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Would You Trust an AI Agent With Your Company's Credit Card?
Should an AI agent spend on your company card? Visa, Mastercard, OpenAI and Google agentic payments, spend limits, approval gates and audit logs. Singapore.
Wei Fei
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Would You Let AI Negotiate With Your IT Supplier?
Can AI negotiate with your IT supplier? What AI does well in procurement, where it fails on lead times and warranty, and how to write better RFQs. Singapore.
Wei Fei
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Why Businesses Are Bringing AI Back Into Their Own Offices
Why Singapore businesses are moving some AI back on-premises: PDPA, data residency, predictable cost and latency, plus the case for staying in the cloud.
Wei Fei
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The Biggest Mistake Companies Make When Adopting AI
The biggest AI adoption mistake Singapore companies make is buying hardware first. A use-case-first checklist, PDPA basics and when local AI or cloud fits.
Wei Fei
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AI PCs Are Everywhere. But What Can They Actually Do?
What can an AI PC actually do? Copilot+ PC NPU rules, features that exist today, what NPUs cannot do, and store examples for Singapore buyers in 2026.
Wei Fei
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One Employee, Ten AI Agents: Is This the Future of Small Businesses?
Can one employee run ten AI agents? Realistic AI agent jobs for small businesses, the oversight cost, limits, and local vs cloud options explained. Singapore.
Wei Fei
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Spending S$10,000 on an AI Computer? Here's Who Should Actually Buy One.
Who should buy a S$10,000 AI computer in Singapore? Advice by persona for developers, SMEs, labs, agencies and regulated firms, with verified store prices.
Wei Fei
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Stop Paying for Cloud AI? Here's When Running AI Locally Makes Sense
When does local AI beat a cloud API in Singapore? Break-even logic in plain terms, when cloud still wins, and where an ASUS GX10 at S$7,200 fits.
Wei Fei
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NVIDIA DGX Spark vs ASUS GX10: Same Brain, Different Price?
Is the ASUS Ascent GX10 worth it? Same GB10 chip as the DGX Spark, so here is what the Singapore price gap buys at 1 TB, 2 TB...
Wei Fei
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The Hidden Costs of Owning an AI Workstation Nobody Talks About
AI workstation running costs in Singapore: SP Group tariff maths for a GX10 and a 1,600 W GB300, plus storage, 400GbE cables, backups, staff and warranty.
Wei Fei
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Everyone Wants an AI Supercomputer. But Do You Really Need One?
Do you need an AI supercomputer? A Singapore decision table comparing a GB10 desk unit, a business PC and a cloud API, workload by workload, with prices.
Wei Fei
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Can a Mini AI Supercomputer Replace an Entire Server?
Can a GB10 mini AI supercomputer replace a server in Singapore? What a GX10 or DGX Spark can serve, where HA and redundancy fail, and when GB300 fits.
Wei Fei
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Your Next AI Employee Might Be a Computer Sitting on Your Desk
Local AI agents on an ASUS GX10 or RTX Spark laptop: real office tasks, sandboxing, PDPA guardrails and human review for Singapore teams. Prices inside.
Wei Fei
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128GB RAM Sounds Crazy. Until You Start Running Local AI.
Why local AI needs 128 GB: weights x bytes per parameter plus KV cache, worked for a 70B model, and unified memory vs a 32 GB GPU. Singapore...
Wei Fei
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Wei Fei
