Skylitsis Labs

I build AI systems that make it into production.

Independent AI engineering, from Amsterdam. Mostly retrieval-augmented and LLM systems at the moment: the ones that work in a demo and then have to survive real documents, real users and someone else maintaining them.

What I do

RAG and LLM systems

Retrieval that returns the right thing. Evaluation so you can tell when it stops.

ML into production

Models out of notebooks and into something that runs, is monitored, and can be handed over.

Data pipelines

Scraping, extraction and preparation, built to keep working after you stop watching it.

Diagnosis

A short paid look at a system that is not doing what it should, before anyone commits to a rebuild.

Some things I have shipped

Production A prediction model running in production Plus the internal and external dashboards around it, and a Telegram bot for the people who were not going to open a dashboard.
Performance A scraper taken from 60% to 99% accuracy, and 7x faster Same job, an order of magnitude less babysitting.
Open source canvas-dl A tool for bulk-downloading Canvas course material, built because the alternative was clicking. Source.
Under pressure Two hackathons, two working products Building something real in 48 hours is the closest analogue to an urgent fix there is.

Where I come from

MSc Artificial Intelligence at the University of Amsterdam, with a thesis on few-shot segmentation of CT scans at Amsterdam UMC. Before that, a computer science background and several years of building data-driven services for companies rather than for papers.

The research side is real and I keep it up, but the reason people hire me is the other half: I ship. See what I build or the research and writing.

How it works

Per project, with a defined deliverable, rather than an open-ended block of hours. For anything unfamiliar or already broken, I would rather start with a short paid diagnosis than quote a fix blind. It is cheaper for you and more honest than a guess.

I work remotely, on my own equipment, and I am straightforward about what I do not know yet. Rates on request, and they depend on the shape of the work.

Get in touch

If you have a system that nearly works, or an idea that needs someone to actually build it, tell me what it is and what it is supposed to do. I will tell you honestly whether I am the right person for it.