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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 You Really Put a Data Centre-Class AI System Under Your Office Desk?
Can a 1,600W DGX Station GB300 sit under a desk? Heat in BTU/h, measured noise, weight, Singapore power and when a comms room is better.
Wei Fei
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HP's AI Workstation Ecosystem vs MSI's Hardware Approach: Which Matters More?
Same GB300 board, different vendors: HP's Z ecosystem, tools and warranty vs MSI's cooling, Redfish management and plain NVIDIA stack over five years.
Wei Fei
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Can a DGX Station Become Your Company's AI Department in a Box?
What a DGX Station GB300 can run for a company (RAG search, document AI, chat, fine-tuning) and the people, licences and governance it still needs.
Wei Fei
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748GB Coherent Memory Sounds Incredible. But What Does Coherent Actually Mean?
What coherent memory means on the DGX Station GB300: NVLink-C2C, one address space, real bandwidth limits and what changes for AI teams.
Wei Fei
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Why Does a S$150,000 DGX Station Need Another Graphics Card?
GB300 has no display output. Which RTX PRO card to add to a DGX Station, what it costs in Singapore and how it lowers the GB300 power cap.
Wei Fei
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Two DGX Stations, Same 748GB Memory. Why Might Their Performance Still Differ?
Why two DGX Station GB300 systems can benchmark differently: graphics card power caps, cooling, firmware, storage and test settings explained.
Wei Fei
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HP ZGX Fury vs MSI DGX Station: Who Will Pick Up the Phone When Something Breaks?
HP ZGX Fury vs MSI XpertStation WS300 in Singapore: stated warranty terms, onsite repair, BMC remote diagnosis, software support and questions to ask.
Wei Fei
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RTX Spark vs DGX Spark: Which One Runs Your Favourite AI Models Better?
Published RTX Spark and DGX Spark LLM benchmarks compared: GPT-OSS, Qwen and Llama tokens per second, prompt speed, concurrency and how to test fairly.
Wei Fei
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NVIDIA RTX Spark vs GB10: Is Windows Finally Ready to Challenge Linux for Local AI?
RTX Spark brings CUDA and PyTorch to Windows on Arm. Which AI frameworks run natively, where Linux GB10 systems still lead, and how teams can use both.
Wei Fei
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NVIDIA DGX Spark vs RTX Spark: Same AI Ambitions, Two Very Different Computers
NVIDIA DGX Spark vs RTX Spark compared: Linux vs Windows, 128 GB unified memory, model support, software and who each suits, with Singapore prices.
Wei Fei
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Two NVIDIA GB10 Systems, One AI Model: Does Performance Actually Double?
Does linking two NVIDIA GB10 systems double AI performance? Published dual-unit tests, tensor vs pipeline parallelism, and when separate units serve more users.
Wei Fei
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Can a GB10 Fine-Tune Your Own AI Model, or Is It Mostly for Inference?
Can NVIDIA GB10 fine-tune AI models? NVIDIA's published LoRA and QLoRA results, job-time estimates, supported tools, memory limits and when RAG is better.
Wei Fei
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Can One GB10 Support 20 Employees Using AI at the Same Time?
How many employees can share one NVIDIA GB10 system? Published concurrency benchmarks, per-user speeds, what slows it down and when to add a second unit.
Wei Fei
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Can a GB10 Transcribe 100 Hours of Meetings? Let's Put It to the Test.
How long would an NVIDIA GB10 take to transcribe 100 hours of meetings? Whisper and Parakeet speeds, multilingual tips, storage and running your own test.
Wei Fei
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Is NVIDIA GB10 Powerful Enough to Build Your Own Corporate ChatGPT?
What a private corporate ChatGPT needs beyond NVIDIA GB10 hardware: chat UI, sign-in, permission-aware RAG, guardrails, logging, PDPA and an SME rollout plan.
Wei Fei
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Can NVIDIA GB10 Analyse Thousands of Company Documents Without Sending Them to the Cloud?
How an NVIDIA GB10 system indexes and answers questions on thousands of documents locally: RAG pipeline, NVIDIA playbooks, indexing time, privacy and PDPA.
Wei Fei
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NVIDIA GB10 and DeepSeek: How Fast Can It Really Think?
Which DeepSeek models run on NVIDIA GB10 and how fast: R1 distills 14B to 70B, why reasoning models feel slow, and DeepSeek-V4-Flash on GB10 clusters.
Wei Fei
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Can a GB10 Run AI Agents 24/7 Without Anyone Watching?
How to run always-on AI agents on an NVIDIA GB10 system: OpenClaw and NemoClaw, sandboxing, approvals, scheduling, logging, UPS and laptop vs desk unit.
Wei Fei
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Wei Fei
