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Syllabus
Module 1: framing & reading
1. what this course is
2. reading matters
Module 2: build & craft
3. why (still) build from scratch
4. specs before prompts
5. git makes a diff
6. the abstraction ladder (of programming)
Module 3: data & evaluation
7. outsourced data
8. the machinery beyond vanilla transformers
9. evals as experimental design
10. auditing the artifact and the judge
Module 4: reflection & synthesis
11. what the (human) tutor had
12. closing arguments
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Module 3: data & evaluation
Weeks 7–10. Updated August 25, 2026.
Table of contents
7. outsourced data
8. the machinery beyond vanilla transformers
9. evals as experimental design
10. auditing the artifact and the judge