
What Hand-Grading Hundreds of CFA Exams Taught Me
Years ago I hand-graded hundreds of CFA Level 3 problem sets in a tiny NYC apartment. What I learned about teaching people the shape of a thing — not the content — turns out to be exactly what I keep relearning about AI, judgment, and feedback loops.







