What to expect from CRA enforcement: Learning from the MDR

Based on the provided regulatory frameworks and industry data, the Cyber Resilience Act (CRA) and the Medical Device Regulation (MDR) share a highly aligned structural architecture, despite governing different product categories. Below is a detailed comparison of their similarities, followed by documented examples and consequences related to MDR non-compliance for mid-sized and small companies. Structural…

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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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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 GB300 Specs (including specifications memory bandwidth and LLM benchmarks) based on 2026 systems

The market entry this past March of Nvidia’s GB300 based DGX Station offers enterprise customers hardware with enough specs to engage with previously unavailable levels of AI performance directly within their own infrastructure.  Nvidia GB300 systems like the ASUS ExpertCenter Pro ET900N G3 (which I will be testing in a coming article) bring data-center class…

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