THE COURSE / EIGHT CHAPTERS
From an answer
to an agent.
Follow the machinery outward. Each chapter begins with a failure, explains the mechanism, and ends with a question worth answering.
016 MIN↗026 MIN↗037 MIN↗047 MIN↗057 MIN↗068 MIN↗077 MIN↗088 MIN↗
Beyond the answer
What turns a model into an agent?
Close the loop
What changes when the world answers back?
Remember deliberately
What should survive a full context window?
From mistakes to procedures
When does a correction become reusable?
Divide the work
Why treat a long input as an environment?
Change the machinery
What can improve without changing the model?
Keep becoming
What changes when improvement happens mid-run?
Earn the result
How do you know the progress is legitimate?