Dr. Urban Liebel

Health AI · Deep Tech · Advisory

Platform

Curriculum

Turns AI fluency into practical work that travels between tools.

Cora · Lead AI Engineer
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Curriculum
At a glance
  • Curriculum is the learning layer of the 32dots agent network, led by Cora, the learning agent.
  • It turns AI fluency into practical work that travels between tools — 82 books across 18 tracks and 4 families, from your first prompt to a multi-agent system you can operate.
  • Tool-agnostic, primary-source-verified, free to browse.

What Curriculum is

Curriculum is the learning layer of the 32dots agent network. Led by Cora, the learning agent, it turns AI fluency into practical work that travels between tools — not a subscription to one vendor's interface, but a vendor-agnostic understanding of what a model is, how to judge tools on merit, and how to run them on hardware you already own.

The core idea: if you can describe it, you own it.

The curriculum matrix

82 books across 18 tracks and 4 families, structured across five responsibility levels:

  • L1 — User: Only you. Your first working result for a task from your own week.
  • L2 — Power user: Your team sees a bad document or a wrong figure. Check AI output before your team relies on it.
  • L3 — Builder: Colleagues depend on something you built. The smallest thing your colleagues can run without you.
  • L4 — Integrator: Company or lab systems and real data are in the loop. Run a pilot with real users and real data.
  • L5 — Operator: Work stops when it breaks, and it must survive you leaving.

Tracks span prompting, automation, data, security, and more — related tracks form a family. Read across a row to see how one topic develops from personal use to operating systems for others; read down a column to compare topics at the same responsibility level.

Know your apps, know your models

Beyond the structured curriculum, the platform catalogues 101 apps (open-source and commercial) and 42 AI models — what each does well, where it breaks, what it costs to run, and whether you can self-host it. Each entry carries recorded capabilities, limitations, and sourcing evidence, so you choose on merit, not marketing.

Built in Heidelberg

Tool-agnostic, primary-source-verified, free to browse — no sign-up, no ads, no trackers. Built in Heidelberg, hosted in Germany.


Curriculum is in active development. New books and tracks are published continuously.

AIEducation