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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How to get NVIDIA DGX Spark GB10 discounts

This page discusses discount options for the NVIDIA DGX Spark, where and how to get them. What is the DGX Spark GB10? The DGX Spark brings AI to your desktop. It is a desktop supercomputer capable of executing LLMs and scientific workloads. Core Features: Two or more DGX Sparks can be connected together using a…

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NVIDIA Inception discount eligible products

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. Here is a list of the different products NVIDIA offers Inception discounts for (as of August / September 2026) Additionally, the Inception discount applies to subscriptions:…

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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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