Praxis · where mathesis becomes praxis

Nearly every organisation has adopted AI. Far fewer are profiting from it — the pilots work in the notebook and stall on the way to production. That gap is not an enthusiasm problem; it is a skills problem, and skills are learnable.

Two old Greek words name our answer. Mathesis is learning — the root of “mathematics”: that which can be learned. Praxis is that learning enacted — theory become practice. Praxis is VakeWorks’ AI-enablement service: we bring the mathematics and the engineering to your team as one craft, hands-on, on your own stack — and walk out with your people able to do the thing, not having watched slides about it.

What we actually do

  • On-premises, expert-led workshops — one focused day or a weekly series, built for working professionals. Mathematical depth and production engineering taught together, because taught apart they don’t transfer. Delivered on your stack, with your data, culminating in a real artifact your team ships.
  • The production layer, specifically — MLOps and reproducible pipelines, applied LLM and agentic engineering, feature stores and the training/serving path, evaluation and drift — the exact places pilots stall. Grounded in the open, openly-licensed ScaDaMaLe course book (free for self-study; the workshops are the guided, hands-on delivery).
  • A track record — this material has been delivered to data scientists and engineers at a major Nordic bank and, on-site, to one of the world’s largest insurance brokerages, among others.

First, we measure — so the workshop hits the real gap

Before we teach, we map: point us at what your team already knows (or a programme’s materials) and we score it, concept by concept, against current industry demand — none / partial / strong, with the evidence shown for every call, no keyword-matching theatre. The workshop then targets the highest-value gap, not a generic syllabus. We’ll map one programme free as a taster, so you see the gaps before you decide anything.

Below is that instrument run on a synthesised, anonymised “generic Nordic MSc” — an illustration of what the diagnosis looks like (not a live client; the point is the method). It is interactive: click a skill-demand area to light up the minimal path through the ScaDaMaLe book that closes it, then click a chapter to open it in the free PDF.

Interactive skills-map & prerequisite atlas. Enable JavaScript to explore it — click a 2026 skill-demand area to light up the minimal path through the book that closes it, and click a chapter to open it in the free PDF. Without JavaScript:

Bring Praxis to your team

For teams — the workshop

Move from pilot to production

Expert-led, hands-on AI workshops on your premises — the mathematics and the engineering as one craft, on your stack, ending in an artifact your people ship. One focused day or a weekly series. We map one programme free first, so the workshop targets your real gap.

Talk to us — book a workshop

The open on-ramp — free

The ScaDaMaLe Book

The workshops are built on our free, openly-licensed (CC BY-SA 4.0) course book — the mathematics and engineering of scalable, distributed, LLM-era machine learning, every lab runnable in Docker on your own laptop. Read it, self-study, then bring us in to go hands-on together.

Read the book

Where mathesis becomes praxis.