The digital course

Nine modules that change
how you see AI.

Self-paced and tool-agnostic. You finish with a map, a filled workbook and nine cheat sheets.

What’s inside

Short, visual, and built to be used.

01

Visual lessons

Built around diagrams, not talking heads.

02

Visual notes

Maps and frameworks to come back to.

03

Audio editions

For the concepts that survive without a screen.

04

Applied exercises

Predict, debug, decide. No memorization.

05

The workbook

One form that becomes your product’s map.

06

Cheat sheets

Questions, rules of thumb and a tool per module.

How it works

Learn it. Apply it. Keep it.

Watch and map

One question, one mental model per module.

Make a decision

A real trade-off, recorded in your workbook.

Ship the capstone

Map a product you use. Earn the certificate.

The curriculum

Nine mental models.
One complete map.

Is it for you?

Technical depth. Human language.

This course is for you if…

  • You build with AI, but the concepts feel fragmented.
  • You want to design, evaluate or lead AI work.
  • You prefer understanding over tool lists.

It’s not built for…

  • Ready-made prompt collections.
  • Math derivations of transformers.
  • A course tied to one vendor.

When you finish

A certificate you earned.

Issued when the capstone is done—not for watching videos.

  • 20 learning hours across nine modules
  • Capstone AI System Map completed
  • Unique ID on every certificate
ExplAIn certificate of completion: the participant's name, the course title, 20 learning hours, 8 live sessions, capstone completed, the date, Katia Stainfeld Huri's signature and a unique certificate ID.

Two ways to join

Pick the format that fits.

Opens soon. Join the list and you’ll hear first.

For individuals

The digital course

Self-paced, for engineers, data people, PMs and founders.

Launch pricing at open

Early-bird pricing for the first cohort.

  • 9 modules, lessons, notes and audio
  • Applied exercises and the workbook
  • 9 printable cheat sheets
  • Capstone and certificate
Join the first cohort

No payment now.

Questions

Before you join.

What exactly do I get access to?

All nine modules, the workbook, nine cheat sheets, the capstone brief and a certificate.

Do I need to code along?

No. The exercises are decisions and designs, not implementations.

How is this different from free videos?

Videos explain features. This gives you one connected map, with decisions and tools you keep.

Can my company buy seats?

Yes. Choose “My team” when you join the list.

What if it isn’t right for me?

Reply to the sign-up email with your role, and we’ll say honestly whether it fits.