Business AI and HPC knowledge source code.

Rent or own · , Opinion

Renting intelligence is the new outsourcing mistake

For AI work that is core to your business and runs every day, renting it through an API hands a supplier three things: the price, the roadmap and the rules of access.

Hardware sizing · , Technical

How much GPU does a model actually need? The VRAM math

GPU memory (VRAM) sets the ceiling on how large, and how lightly compressed, a model you can run. It doesn't make a model smarter. It decides which models you can use.

AI in business · , Guide

What are the different types of AI in the market, and which is suited to my business?

Business AI comes down to three separate questions: what it does, how you get it, and how big it has to be. Answer them separately.

Rules & compliance · , Guide

The EU AI Act, read by an engineer

The EU AI Act sorts AI by risk. Most business uses sit in the lower tiers. The heavy duties fall on high-risk systems and on the makers of general-purpose AI models.

Rent or own · , Opinion

The pilot worked. That's the problem.

A successful AI pilot on a rented API proves one thing: the model can do the task. That was never the hard question.

Operations · , Opinion

Do this before you buy an AI server

The steps that decide whether a first AI server pays off happen before the purchase order, not after delivery.

Power & cooling · , Opinion

AI is a heat problem wearing a software costume

The AI conversation is about models, prompts and agents. The limit on owned AI is often physics: every watt a server draws ends up as heat in the room.