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.
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 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.
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.
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.
This might be one of the most beneficial upgrades you can do to ANY Retro PC, not only are the fans old and likely wore out but, the more efficient Noctua designs will not only flow more air but will reduce the noise ceiling considerably.
One of the defining characteristics of vintage computers is the “beige” box. This was a rather neutral color for the time period and allowed other hardware vendors a sudo color standard to follow when offering up their accessories.
The motherboard in the Classic Case build had extensive damage that was targeted right around the motherboard mounting hole below the battery. My guess is that when this system was taken out of service it was stored on its side which allowed the battery contents to pool up and attack that one region.
The system featured in this ongoing project is a build from Magitronic. This was a Taiwanese based hardware maker that was able to design and build just about everything that went into their systems. I could not find any specific details about this particular build but, it features a Magitonic 602 motherboard along with some other parts with a Magitronic sticker.
For this Real Retro Gaming adventure, I’m going to play a game from my youth called “Hack”, or PC Hack as its official name. This was a freeware offering that you could download from Bulletin Board Systems or buy out of the back of computer magazines. I'll also be playing this on a 386 40Mhz with dual 5.25" Floppy drives.
During the service life of these computers there were reports of batteries exploding and/or leaking, sometimes they would destroy the motherboard and other times they just stopped keeping time. Either way it was an acceptable risk and usually when the board or battery failed it was time to upgrade anyway.
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