How does LearningCircuit’s LDR (Local Deep Research) perform with Qwen 27B on an NVIDIA Spark?

Europe’s push for data sovereignty (the principle that data is subject to the laws and governance structures of the nation where it is collected) has slowly transformed from a regulatory talking point into an operational strategy. Driven by concerns over foreign surveillance laws (like the US Cloud Act) and the potential legal instability of transatlantic…

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Supermicro ARS-511GD-NB-LCC: DGX Station GB300 Inside

The Supermicro Super AI Station ARS-511GD-NB-LCC is Supermicro’s implementation of the NVIDIA DGX Station GB300 platform, in a 5U tower. We photographed one with the side panel removed at ISC 2026, including the liquid-cooling loop that most published material only shows as a rendering. Below are verified specifications, what the interior looks like, and how…

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Gigabyte W775-V10-L01: DGX Station GB300 Teardown

Gigabyte tower chassis with gold-toned ribbed side panel on display — Gigabyte W775-V10-L01 NVIDIA DGX Station GB300

At ISC 2026 we got a Gigabyte W775-V10-L01 with its side panel off, and photographed it properly. It is one of the first deskside implementations of the NVIDIA DGX Station GB300 platform, and there is very little published photography of one opened up. Below are the verified specifications, what the interior actually looks like, and…

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Ollama vs vLLM on DGX Spark For Software Engineering

Getting to run large language models like Ollama and vLLM locally on powerful developer workstation hardware like the NVIDIA DGX Spark is one of the most exciting hardware developments I’ve seen in quite a while. The DGX Spark is a very cool piece of hardware with 128gb of unified memory. Its not the fastest possible…

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NVIDIA Education (EDU) discount for DGX Station GB300 in 2026

NVIDIA offers education discounts for different NVIDIA hardware products, and different subscription services. How high is the NVIDIA Education (EDU) discount for the DGX Station GB300? NVIDIA is currently finalizing details on the discount levels for the DGX Station with the GB300 superchip. We are expecting final information to be released around 10th to 15th…

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NVIDIA Inception discount for DGX Station GB300 in 2026

NVIDIA offers an Inception program for startups. Part of this program is the ability to get a limited discount for different NVIDIA hardware solutions including the DGX Station GB300. How to get the NVIDIA Inception discount for the DGX Station in 2026? To get the NVIDIA Inception discount, you will generally have to follow the…

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NVIDIA DGX Station GB300 FAQs

How fast is the NVIDIA DGX Station GB300? Our first customer for the DGX Station GB300 allowed us to share this screenshot. It shows the performance of DeepSeek-V4-Flash-NVFP4 and Qwen2.5-Coder-32B-Instruct. These models fit comfortably into the HBM3e VRAM. DeepSeek-V4-Flash-NVFP4 achieves around 159 output token/s, and Qwen2.5-Coder-32B-Instruct around 70 – 73 output token/s. Which LLM models…

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NVIDIA DGX Station available now for purchase

The NVIDIA® DGX Station has been launched, and is now available for order from Pi3g. The DGX Station is a powerful AI supercomputer powered by the NVIDIA® GB300 Grace Blackwell Ultra Desktop Superchip. pi3g is a value added distributor for AI hardware solutions based in Leipzig, Germany. Contact us for offers, and to determine if…

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