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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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ASUS ProArt GR1X vs Mac Studio: Is NVIDIA Losing Its AI Hardware Advantage?
ASUS ProArt GR1X vs Mac Studio M5 Max and M5 Ultra: memory bandwidth, CUDA on Windows on Arm vs MLX, local AI speed and running costs in Singapore.
Wei Fei
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ASUS ProArt GR1X: Why 1 Petaflop Doesn't Tell You How Fast Your AI Will Run
ASUS ProArt GR1X 1 petaflop FP4 explained: sparsity, memory bandwidth, tokens per second, prefill and how to judge real local AI speed.
Wei Fei
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ASUS ProArt GR1X: Should You Buy Now or Wait for the Next NVIDIA AI Chip?
Should you buy the ASUS ProArt GR1X now or wait? NVIDIA's RTX Spark roadmap, memory prices, software maturity and a simple checklist to decide.
Wei Fei
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ASUS ProArt GR1X vs RTX 5090: Is More Memory Really Better Than More GPU Power?
ASUS ProArt GR1X vs RTX 5090 for local AI: 128GB unified memory vs 32GB at 1,792 GB/s, published results, power and when each one wins.
Wei Fei
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Should You Buy Two ASUS ProArt GR1X Units Instead of One Expensive GPU Workstation?
Can two ASUS ProArt GR1X units replace one GPU workstation? No ConnectX, 10GbE limits, GX10 pairs, RTX PRO 6000 and total cost compared.
Wei Fei
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Why ASUS ProArt GR1X Might Be Better for AI Inference Than AI Training
Why the ASUS ProArt GR1X suits AI inference better than training: memory needs for 8B, 32B and 70B models, LoRA, QLoRA and full fine-tuning.
Wei Fei
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ASUS ProArt GR1X for Local LLMs: Why Running a 70B Model Is Only Half the Story
Running a 70B model on the ASUS ProArt GR1X: what fits in 64GB or 128GB, expected tokens per second, context limits, quantisation and faster MoE options.
Wei Fei
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Don't Buy the ASUS ProArt GR1X Until You Know These 7 Limitations
Seven ASUS ProArt GR1X limitations: Windows on Arm AI software, GPU memory split, bandwidth, soldered RAM, no Thunderbolt, app gaps and unknowns.
Wei Fei
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ASUS ProArt GR1X: Powerful Enough for AI, But Is It Powerful Enough for Multiple Users?
Can one ASUS ProArt GR1X serve a team? Concurrency, per-user context memory, Windows serving limits and when to move to a GB10 or GPU workstation.
Wei Fei
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The ASUS ProArt GR1X Windows on ARM Gamble: What Developers Need to Know
ASUS ProArt GR1X on Windows on Arm: CUDA preview, PyTorch, vLLM, WSL2, Docker and driver issues developers should check before buying.
Wei Fei
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ASUS ProArt GR1X vs MSI EdgeMesa: Which Is Better for Running AI Agents 24/7?
ASUS ProArt GR1X vs MSI EdgeMesa N AI+ for always-on AI agents: 24/7 claims, Singapore electricity costs, Windows updates, sandboxing and UPS.
Wei Fei
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ASUS ProArt GR1X Could Make Traditional AI Workstations Look Outdated — But There's a Catch
ASUS ProArt GR1X unified memory vs expandable GPU towers: 128GB at 140W against 1,792 GB/s GPUs, upgrade limits, software and price compared.
Wei Fei
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Will the ASUS ProArt GR1X Become Obsolete Faster Than a Traditional GPU Workstation?
Will the ASUS ProArt GR1X age faster than a GPU workstation? Soldered memory, model growth, NVIDIA's roadmap, driver support and how to buy for 3 years.
Wei Fei
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Is the ASUS ProArt GR1X Overpriced? What Are You Actually Paying For?
Is the ASUS ProArt GR1X overpriced? Estimated Singapore price vs ProArt P16, DGX Spark, GX10, Strix Halo and Mac Studio, and what you pay for.
Wei Fei
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ASUS ProArt GR1X vs NVIDIA DGX Spark: Is Windows Finally the Better Platform for Local AI?
ASUS ProArt GR1X on Windows vs NVIDIA DGX Spark on Linux: CUDA, vLLM, GPU memory, clustering and which platform suits your local AI workflow.
Wei Fei
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ASUS ProArt GR1X vs MSI EdgeMesa: Which One Will Throttle First?
No public sustained test of the GR1X or EdgeMesa N AI+ exists yet. What drives RTX Spark throttling, what laptops show, and how to test it.
Wei Fei
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ASUS ProArt GR1X 64GB vs 128GB: Are You Paying for Memory You'll Never Use?
ASUS ProArt GR1X 64GB vs 128GB: which local AI models fit, why more memory doesn't mean more speed, and when the 128GB upgrade is worth it.
Wei Fei
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ASUS ProArt GR1X vs MSI EdgeMesa: Can You Actually Tell the Performance Difference?
ASUS ProArt GR1X vs MSI EdgeMesa N AI+: same RTX Spark chip, so why AI speed converges, what same-chip tests show and how to benchmark fairly.
Wei Fei
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Wei Fei
