The course · how I build and use AI

From instrument to collaborator.

Four modules, one arc. It starts where most people start — a magic box you can't read — and ends where almost no one does: working with the thing as a collaborator you actually count. The same fourteen months I worked out at one desk, taught in order.

understanding "you lot"becoming collaborators
The arc · four modules

Each module makes one shift. You don't move on until the shift has actually happened.

01
Month one
The instrument
from a magic boxto a system you can read

What these models actually are — tokens, context, the substrate underneath — and, just as much, what they are not: not a person, not an oracle. You stop reacting to the surface and start seeing the mechanism that produces it.

What you do
Read a model the way you read a tool
Name what it can and cannot hold
Drop the magic, keep the leverage
Draws on · About
02
Month two
The conversation
from asking for answersto running a method

Prompting past the tricks. The both-ways discipline — making it argue against itself, show its work, and surface its own cherry-picked baselines. You learn to interrogate a model, not to request from it.

What you do
Make it show the work, not the verdict
Catch the flattering version
Hold it to a provenance floor
Draws on · Method
03
Month three
The workshop
from copying outputto building deliverables

Turning conversation into the things you actually ship — drafts, code, documents, data. The model as a working harness you compose with, not a vending machine you take from. You leave with real artifacts and the version history that made them.

What you do
Compose artifacts across many turns
Keep versions, not just outputs
Treat the AI as a harness, not a source
Draws on · Workshop
04
Month four
The collaboration
from a tool you useto a collaborator you count

Memory and continuity across sessions; the corpus as a shared record; honest attribution that counts both parties without flattering either. The centaur model, lived rather than described — you navigate the manifold, the AI holds the soul document, and nothing is cited that can be derived.

What you do
Carry context across sessions
Attribute honestly — count both sides
Work as a pair, with a record to prove it
Draws on · The Data
Same arc · two cadences

How the four modules are paced.

Adults
4 months · one a month
Month 101The instrument
Month 202The conversation
Month 303The workshop
Month 404The collaboration
One continuous in-person cohort in Joinville, the arc run whole.
Teenagers
modular · one every 2 months
Block 101The instrument
+2 months02The conversation
+2 months03The workshop
+2 months04The collaboration
A module at a time, with room between blocks — enter at the one that fits.
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