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Revise courses from student evaluation feedback
A professor had Claude Code summarize course-evaluation PDFs, filed themes as GitHub issues, and used agents to revise his security course and two others.
Time saved
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Setup time
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Running cost
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Cost range
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Use case overview
A professor had Claude Code summarize course-evaluation PDFs, filed themes as GitHub issues, and used agents to revise his security course and two others.
Reported experience
What they did
Nick Feamster gave Claude Code a course-evaluation PDF, had it summarize the themes, and filed them as a GitHub issue checklist. Agents then rebuilt assignments with rubrics, standardized exam rules, and converted about two dozen slide decks to Quarto, one agent per deck, about six at a time. He approved a hand-built reference deck first. He then wrote playbook issues so fresh sessions could repeat this in two other courses.
How it went
The security course got rubrics, a syllabus communication section, consistent exam rules and rebuilt slides. The same approach was repeated in the ML systems and censorship courses. An agent also found and reconstructed a past final with empty source files.
Worth knowing
He reviewed diffs, required confirmation before any commit or push, and approved the reference deck before the fan-out. Web-sourced claims were verified rather than trusted.
Example prompts
Read the course evaluation PDFs in [folder] for [course name] and summarize the recurring themes in student feedback, grouped as praise, complaints, and concrete suggestions. Then propose specific revisions to my course materials in [folder or repo], and make them on a new branch so I can review the diff. Keep any student-identifying details out of the summaries, and show me the plan before changing files.
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