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AI & Machine Learning Workstations in Malaysia

With local AI, one number decides almost everything: how much memory sits on your graphics card. It sets which models you can load, how fast they answer, and whether a job runs at all. Techtonic builds AI and machine-learning workstations around that number first — for local language models, Stable Diffusion and your own training runs — then proves them under sustained load.

VRAM is the wall everyone hits

A model either fits in graphics memory or it does not. Eight gigabytes runs the smaller language models; sixteen opens up most of the useful ones; twenty-four and beyond reaches the largest you can realistically run on your own hardware. We size the card to the models you actually intend to use, with system memory and storage built to feed it — and the headroom to add a second card when you outgrow the first.

What we prioritise

  • Graphics & VRAM — high-memory NVIDIA RTX or professional cards with CUDA, in single or multi-GPU configurations.
  • Processor — AMD Ryzen or Intel Core for everyday work, scaling to AMD Threadripper for heavy data pipelines.
  • Memory — system RAM at roughly one and a half to two times total VRAM, so nothing stalls while loading.
  • Storage — fast NVMe for datasets, models and checkpoints.

Why build rather than rent

A local machine keeps your data on your own hardware and ends the monthly cloud bill — once it is paid for, the compute is yours. We make sure it can hold full load without throttling before it leaves us.

Common questions

How much VRAM do I need for local LLMs or Stable Diffusion?
Stable Diffusion runs on modest cards; for language models, 8GB is the practical floor, 16GB is comfortable, and 24GB or more runs the largest local models. We match the card to your targets.

Can you build a multi-GPU machine?
Yes — we plan the platform, power and cooling for more than one card from the start.

How soon can it be ready?
Most builds are completed within three working days of confirmation.

What clients say

“My experience was nothing but perfect, starting from our conversation on WhatsApp where I listed the parts I wanted. Han was very transparent about what was available and what might be tough to get, and he didn’t hold back on advice — recommending different parts and brands, and backing it up with resources.”

— Basel Hashish

Tell us what you are running

Send us the models and frameworks you work with, and we will spec the right machine. Get in touch or message us on WhatsApp. Part of our professional workstation range.