Author: mvpblog
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How the Wrong Motherboard Leaves Lakhs of Hardware Sitting Idle: PCIe Lane Budgets Explained
If you’re currently shopping for a workstation with multiple GPUs, you’re likely trying to linearly scale your workflow by loading bigger models or cutting render times. However, we frequently see custom multi-GPU builds fall far short of expectations. We see that three GPUs are pegged at 100%, while the fourth sits idle, waiting. The culprit…
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Engineering a High-Throughput Storage Server for KVN Productions
KVN Productions is the powerhouse studio behind Toxic, one of the most highly anticipated and a lot of other high-budget productions in Indian cinema. With a massive scale comes an equally massive technical footprint. As post-production ramped up, the studio’s internal VFX and animation teams hit a critical infrastructure bottleneck: their storage solution could not…
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AI Training vs. Inference: How to Choose the Right AI Workstation
We have gotten used to people calling us and saying “I need an AI workstation.” It sounds like a simple request, but it’s actually impossible to Generalizing it as an “AI PC” is a trap because artificial intelligence workloads split into two completely different jobs that stress computer hardware in different ways. If you get…
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What Can 384GB of VRAM actually do?
There is no other machine like this in India, Period. It has four RTX 6000 Pro Blackwells and a Threadripper enclosed in a full custom liquid loop – all inside a single chassis. And if you tried to build something similar yourself, you’re looking at somewhere between 60 to 70 lakhs. This is a follow-up…
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The Truth About Workstation Warranties in India
Imagine it’s 9:00 AM on a Tuesday morning and you sit down and fire up the workstation, and… nothing. The machine is down. But you aren’t worried as you paid for the “Next Business Day On-Site” support tier so you raise a ticket then fast forward a couple days and you’re wondering how many more…
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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…