Read, change, and write small Python programs without copying every line.
BUILD THIS
A CLI tool that cleans and summarizes a folder of notes.
SKIP THIS
Advanced algorithms, metaclasses, and grinding interview puzzles.
FREE RESOURCES
FREE INTERACTIVE ROADMAP / 2026
Stop collecting courses.
Start shipping.
A practical path from coding foundations to deployed AI systems. Four portfolio projects. No paid course required.
No signup. Your progress stays on this device.
16 WEEKS48 CHECKPOINTS4 REAL PROJECTS100% FREE CURRICULUM
MAKE IT YOURS
Where are you starting?
The curriculum is fixed. Your best starting week and pace are not.
YOUR VERSIONStart at week 01
About 16 weeks at your pace.
THE ROADMAP
Sixteen weeks. In order.
Every week has three checkpoints, one build target, and one thing you can safely ignore.
01Foundations02LLM systems03Retrieval + quality04Agents + shipping
THE FINISH LINE
Four projects people can actually inspect.
Not certificates. Not tutorial screenshots. Working systems with tests, tradeoffs, failures, and a live demo.