Visual lessons
Built around diagrams, not talking heads.
The digital course
Self-paced and tool-agnostic. You finish with a map, a filled workbook and nine cheat sheets.
What’s inside
Built around diagrams, not talking heads.
Maps and frameworks to come back to.
For the concepts that survive without a screen.
Predict, debug, decide. No memorization.
One form that becomes your product’s map.
Questions, rules of thumb and a tool per module.
How it works
One question, one mental model per module.
A real trade-off, recorded in your workbook.
Map a product you use. Earn the certificate.
The curriculum
“The model generates. The system does.”
“Context is the model’s working reality.”
“Training changes the model. Inference uses it.”
“Fluency is not the same as truth.”
“Construct the world the model reasons inside.”
“Information, state and behavior are different problems.”
“The model requests. Another system acts.”
“An agent is a loop with model-selected decisions.”
“A demo is not a system.”
Is it for you?
When you finish
Issued when the capstone is done—not for watching videos.
Two ways to join
Opens soon. Join the list and you’ll hear first.
Self-paced, for engineers, data people, PMs and founders.
Launch pricing at open
Early-bird pricing for the first cohort.
No payment now.
Eight live sessions. One shared language for your team.
Priced per cohort
Scoped to your team. Ask for a proposal.
Reply within two business days.
Questions
All nine modules, the workbook, nine cheat sheets, the capstone brief and a certificate.
No. The exercises are decisions and designs, not implementations.
Videos explain features. This gives you one connected map, with decisions and tools you keep.
Yes. Choose “My team” when you join the list.
Reply to the sign-up email with your role, and we’ll say honestly whether it fits.
Join the first cohort
Get the date, the price and early access before it’s public.