Course 5: AI Model Research & Engineering
The companion course to AI Model Research & Engineering — guided practice through the book’s sessions, in order, assessed in the level’s own format. The course is in production now: no dates, no pricing, nothing enrolling.
- 05of 6 courses, one per level
- 1:1with the book’s sessions, in order
- —session map publishes with the book
The book, worked through.
Course 5 is the guided companion to AI Model Research & Engineering. Same sessions as the book, in the same order — the book’s structure is the course’s structure, its vocabulary the course’s vocabulary, its checks the course’s checkpoints.
In production — no dates, no pricing, nothing enrolling.
Course 5’s content is produced through the same build process as Course 1 before it ships. Pricing and access are announced at release; nothing is purchasable yet.
One shell, every course.
Session navigation on the left, the current lesson on the right, progress kept per session, previous and next always in reach — the same product architecture for all six courses, so the interface never has to be relearned.
Current lesson
Content in production.
The first session of AI Model Research & Engineering publishes with the book at release. Until then, the standard this course will hold is already visible: Session 1A of Course 1, free in your browser.
Progress, bookmarks, and position are kept per course — resume exactly where you stopped, once the course is released.
Level 05 · Research
Experiment dossiers, escalated to the level.
Research is assessed on reproducibility. The dossier carries the hypothesis, the design, the run log — parameters, seeds, versions — and the complete reproducibility package: everything a second researcher needs to repeat the run. Provenance is mandatory: every input dated and sourced. A result that cannot be reproduced is a claim, not evidence.
Design
Hypothesis, method, and what would falsify it — in writing first.
Run
The run log — parameters, seeds, versions, everything.
Package
The reproducibility bundle: all inputs needed to repeat the run.
Provenance
Every input dated and sourced. Reproducible or it doesn’t count.
Finish the work. Keep the evidence.
What completion requires.
- Work the sessions in order. Each session builds on the last; none can be skipped.
- Complete each session’s assessment in the level’s format — Experiment dossiers (Reproducibility evidence — the experiment, provable).
- Capstone: the book’s end-of-course capstone, worked and documented — the proof of the course.
- There are no certificates to earn and no grades to chase — the inspectable evidence of your work is the outcome.
Resume behavior.
The shell remembers your session and your position — reopen the course and you are exactly where you stopped, on any device. Progress, bookmarks, and position are kept per course, the way the library keeps them per edition.
Resume opens at release, when Course 5 ships in the integrated learning platform.
One path, five stops.
The level sets the ambition. The book carries the curriculum. The course guides you through it. The reader is where you read; the library keeps what you own; My Learning keeps your place across all of it.
- 01
Books
Six volumes, one spine. Each book is a complete level — digital-first editions read in a protected browser reader. Foundations opens at launch.
Explore the books - 02
Courses
Guided sessions built from the books. Structured weeks, knowledge checks, and capstone work — for independent study or facilitated groups.
About courses - 03
Assessments
Knowledge checks in every session and tested capstone workflows. Evidence you can inspect — prove what you know, document what you cannot.
How assessment works - 04
Library & Reader
Your licensed editions live in one library, read in a protected browser reader with your watermark. No files to download or lose.
The library