A 'prep agent' quizzes him with three mock-defense questions every morning

KarlMuth · x · 2026-09-03

KarlMuth shares the third piece of his agent pipeline: to prepare for defending a near-final paper draft at a July 13 faculty seminar, he built a 'prep agent' that references the latest draft and quizzes him each morning with three questions likely to come up — a mock-defense routine.

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