Category: Engineering
-
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…
-
GPU Server: Everything you need to Know
This is a GPU server with eight RTX A6000 GPUs. Together, they provide 384 GB of VRAM and over 86,000 CUDA cores. This class of hardware is what powers deep learning and generative AI. The AI tools people use every day, be it image generation systems, large language models, and recommendation engines which are run…
-
What are vGPUs? Here’s all you need to know about it.
A vGPU (virtual GPU) is a technology that lets one physical GPU be split into multiple independent virtual GPUs. Each virtual GPU can be assigned to a separate virtual machine (VM), so different users or teams get dedicated GPU acceleration inside their own isolated environment. Instead of buying and maintaining many separate GPU workstations, a…
-
Building an Enterprise Photogrammetry Workstation
Most people think good photogrammetry is all about software. Metashape, Pix4D, Reality Capture, and so on. In reality, the real hero is the hardware under the table. Back in 2022, we had to build a workstation for heavy industrial photogrammetry work, think thousands of drone photos turning into centimeter-level 3D maps for mines, roads, and…
-
Building a 26TB High-Speed Data Workstation for Drone Surveillance
Requirements Our client (which cannot be revealed due to NDA purposes) builds defence systems for homeland security. And their analytics division needed a workstation capable of high-volume data processing. And they they approached us with a challenge: “We have a drone surveillance system that generates 1 Giga Byte of data per second in the form…
-
How we built a system for real-time AI Vehicle Automation
Autopilot in Indian traffic needs fast, local computation. Cloud adds latency and risk. Our friends at Swaayatt Robots wanted a zero lag, zero excuses, fully on board solution. About the client Swaayatt Robots is a vehicle automation company based in Bhopal. Their cars sense, decide, and drive on their own in dense Indian traffic without…
-
Who really wants a Threadripper.
We just finished assembling a workstation around AMD’s latest Threadripper 9975WX, and it got us thinking about something we don’t talk about enough : pure CPU horsepower still counts for a lot. Sure, everyone’s fixated on GPUs and AI accelerators these days, but Threadrippers occupy a niche that nothing else really fills. Here’s why that…
-
Why do hardware reviewers get different benchmarks results? | TheMVP
Ever noticed how reviewers get different benchmarks for the same component, like the 14900K? You might think it’s because of variations in temperatures, different benchmark software, or other testing conditions like the state of the installation. And you’d be right—those factors can definitely affect performance. But let’s take a step back and imagine you’re testing…
-
How to build an Algo Trading PC? – High Frequency Trading Explained | TheMVP
High-Frequency Trading, I’m sure you’ve heard that before – but a common misconception is that this kind of trading is only possible by large corporations or hedge funds. Well, that’s completely wrong – because today we’re going to show you a custom server that we’ve made specially for HFT trading under just 3 Lakhs of…