Building an AI Server on a Budget
Published on: 2025-06-08 04:33:16
This is a detailed walk-through of how I built my own AI server from scratch—on a budget of $1.3K.
These are the main steps:
Step 1: Acquire Hardware.
Step 2: Assemble Hardware.
Step 3: Install OS.
Step 4: Install Software Tools & Libraries.
This post may seem long, but I promise, it's because it contains a lot of pictures and code snippets.
Rationale
Why did I decide to invest in an on-prem, DIY server?
For a few reasons:
Unrestricted Learning : I'm fascinated by the whole AI stack--from the bare-metal, to low-level compilation, to high-level programming abstractions. I want to have unfettered access to all the hardware and software layers so I can follow my curiosity into the internals without the limitations with cloud-hosted instances.
: I'm fascinated by the whole AI stack--from the bare-metal, to low-level compilation, to high-level programming abstractions. I want to have unfettered access to all the hardware and software layers so I can follow my curiosity into the i
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