I test how production AI performs, scales, fails, and costs from the user/operator's side.

I'm an enterprise platform engineer with years of experience; these are my own views.

I publish one measured report a month on AI systems, their infrastructure, and the decisions they shape.

The aim is not another stream of AI systems opinions. It is a public notebook: the setup, the controls, the raw numbers, the caveats, and what the evidence permits us to say.

I test how production AI performs, scales, fails, and costs from the user/operator's side.

Follow the measurements