Author: mvpblog
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Building an Inference Powerhouse Workstation – ft. Four Liquid Cooled Blackwell Pro 6000 96GB
Somewhere on the PCB of an RTX 6000 Pro Blackwell is a small HDMI connector. If it snaps while you’re fitting a waterblock, the replacement part does not exist. That’s a ₹10 lakh mistake with no undo button. We had to not-snap it four times. Every once in a while a requirement comes in that…
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Does a second GPU actually save you time in DaVinci Resolve?
Have you ever found yourself nodding at a client, saying “just one more hour,” knowing full well your machine is choking on a 4K timeline? Or maybe you’re three hours deep into a grading session, and the moment you add temporal noise reduction, your playback drops to 3 frames per second. That hiccup is money…
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What 192GB of VRAM Actually Unlocks in Local Inference
A year ago, running a serious AI model locally meant renting a rack of H100s or paying someone else for access to theirs. But today, it fits on a desk and if you don’t want to be held back by the cloud, it’s become the default option. This is a breakdown of a workstation we…
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The Only Monitor Guide You Actually Need
You’ve picked the right GPU and watched every CPU benchmark video on YouTube. And then you spend 45 minutes on a product page, buy whatever has the most stars, and call it a day. Which is how you end up with a 144Hz panel on a machine that can push 300FPS. Or a 4K monitor…
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The Hidden Cost of Buying an Enterprise Server Nobody Talks About
Every few years, the same conversation happens in procurement meetings across India. Cloud costs have gone sideways, the CFO wants infrastructure on-premise, and the default call goes to the same two or three brand names that have always been on the approved vendor list. It makes sense, on the surface. These are established names. They…
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Why is everyone switching to Linux
We’ve seen a lot of talk lately about whether it’s finally time to ditch Windows for Linux. With gamers, developers, and everyday users looking at alternatives, it got us thinking about something we don’t talk about enough: operating systems aren’t just software, they dictate how your entire workflow functions. Here’s a breakdown of why that…
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Does a multi-GPU setup actually make sense in 2026?
If you were building a high-end PC twelve years ago, the dream was simple: grab two matching graphics cards, bridge them together, and enjoy roughly double the performance. Today, that “SLI dream” is not relevant, so it begs the question; Does a multi-GPU setup actually make sense in 2026? Well the answer entirely depends on…
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Houdini VS Maya – Hardware Requirements (More different than you think)
While both Maya and Houdini may look similar on paper, but if you build a PC without understanding how these programs actually work under the hood, you could be throwing away thousands on hardware that sits idle. Both software suites handle animation, lighting, and simulations, they are built on entirely different architectures. A machine that…
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Building a Mini-Render farm with four RTX 5090 GPUs
The Client Our client operates as a “studio of one.” They are a highly specialized solo 3D artist tackling enterprise-grade workloads. While the exact nature of their work is a secret, they compete at the highest tier of the industry, producing visuals that require immense compute power, putting them in direct competition with fully staffed…