Fine-Tuning LLMs on a Local Multi-GPU AI Workstation
Articles

Fine-Tuning LLMs on a Local Multi-GPU AI Workstation

What fun is having an AI workstation if you don’t dive deeply into what makes AI work. Inference is maybe 98% of AI tasks from image generation to machine learning and even basic chats and summaries. We rely on model makers to do the heavy lifting and provide models that we can use, either in the cloud or locally.

Software Choices for a Multi-GPU AI Workstation
Articles

Software Choices for a Multi-GPU AI Workstation

In my previous articles I discussed the balance between model quality and hardware requirements for running AI models locally. For this article I wanted to discuss software and how my AI Workstation build was designed to work with the software packages and how I can switch between them to complete certain tasks.

Building a Multi-GPU AI Workstation on a Budget
Articles

Building a Multi-GPU AI Workstation on a Budget

Building an AI workstation is rarely about buying the single fastest component on the market; it is about finding the specific "sweet spot" that fits your workload. Whether you are prioritizing VRAM capacity, PCIe lane availability, or thermal management, the right build depends entirely on how you plan to use your machine. The goal isn't just raw power, but the ability to run the tools you need efficiently.

Balancing Model Quality and Hardware Demands in AI Workstations
Articles

Balancing Model Quality and Hardware Demands in AI Workstations

This is the first article in a new AI Hardware series talking about the requirements for running AI Models and why paying attention to these things can help you build a better AI Workstation. If anything learning why a DGX Spark or Mac Mini work but, can also be really slow.

Lexar Celebrates their 30-year Anniversary at CES 2026
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Lexar Celebrates their 30-year Anniversary at CES 2026

2026 marks the 30th year for Lexar and they started CES off with an announcement that they were going to be the global storage partner for the Argentina National Football (Soccer) Team and launched a number of AI focused storage devices.

Latest Articles and Events

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    Published: Thursday, January 25, 2024 - Events The Ultimate 12VHPWR Cable Upgrade from beQuiet at CES 2024

    We all know about the troubles associated with the 12VHPWR PCI Express power connector causing issues in certain systems and making cable management a major problem in most builds. Well, beQuiet has a solution and goes beyond the simple 90-degree connector or questionable multi colored plugs.

  • PCI Express Gen5 SSDs and Overclocking from Patriot at CES 2024

    Published: Thursday, January 25, 2024 - Events PCI Express Gen5 SSDs and Overclocking from Patriot at CES 2024

    Patriot was showing a number of performance related products including some high speed 8000+ Mhz DDR5 memory, super-fast PCI Express Gen 5 NVMe SSDs and a rare sight, an overclocking demonstration using mainstream DDR5 memory modules.

  • Gigabyte White Product Offerings and One Monster Server at CES 2024

    Published: Wednesday, January 24, 2024 - Events Gigabyte White Product Offerings and One Monster Server at CES 2024

    While the Aorus division of Gigabyte had a cozy ballroom booth in the Venetian Convention center Gigabyte Enterprise was slinging in out on the main show floor in the Las Vegas Convention center and I was amazed at the server machines they had on display including the Gigabyte S183-SH0.

  • ASUS ROG NUC Small Form Factor Gaming PC at CES 2024

    Published: Wednesday, January 24, 2024 - Events ASUS ROG NUC Small Form Factor Gaming PC at CES 2024

    The ASUS ROG NUC is an ultra compact gaming computer with all of the power and connections you would normally expect from a high-end gaming laptop, without the limitations of a laptop. You’ll be able to use full sized keyboards and mice along with your favorite gaming monitors and audio system. All of this in a 2.5 liter form factor and none of the mess.

  • Alphacool Apex Line of Custom Monoblocks and Carbon Fiber Chassis at CES 2024

    Published: Tuesday, January 23, 2024 - Events Alphacool Apex Line of Custom Monoblocks and Carbon Fiber Chassis at CES 2024

    Alphacool is a German watercooling company that has been around for years and have started aggressively expanding they product offerings to include most of the popular trends including distro plates, custom fittings, custom GPU blocks and now Custom Full Monoblocks for ANY motherboard.

  • Pepcom Digital Experience at CES 2024

    Published: Sunday, January 21, 2024 - Events Pepcom Digital Experience at CES 2024

    What makes Digital Experience different is that the event is only open to invited and registered media and is one of the only pre-CES events where the companies attending are guaranteed that if they speak with someone that person will be a member of the press.