Ascent GX10
23 articles
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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 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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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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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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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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Local AI vs Cloud API Cost: 12-Month 70B Model (Singapore)
Local AI vs cloud cost in Singapore: a transparent 12-month worked example comparing an ASUS Ascent GX10 with hosted 70B and frontier API prices.
Wei Fei
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DGX Spark vs ASUS Ascent GX10: Same GB10, Which to Buy (SG)
NVIDIA DGX Spark vs ASUS Ascent GX10 compared: identical GB10 chip and 128GB memory, different storage tiers, ports, weight and Singapore price from S$7,200.
Wei Fei
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Best AI Workstation for Research Labs & Universities in SG
AI workstations for Singapore universities, polytechnics and research labs: ASUS Ascent GX10 per researcher, GX10 clusters, ET900N G3 nodes and GeBIZ buying.
Wei Fei
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DGX OS Updates for ASUS Ascent GX10: What Changed in 7.x
DGX OS update guide for ASUS Ascent GX10 (DGX Spark class) owners in Singapore: what DGX OS 7.x changed, how OTA and apt updates work, how to update...
Wei Fei
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Wei Fei
