Dean's Brief 10 · Monday, November 9, 2026
When a Discipline Panics
The decision: When a department tells you AI has broken their field, do not reassure them and do not agree. Ask them what the field values that the machine cannot produce, and fund the redesign around that.
What is happening
This fall it was mathematicians. AI systems began producing proofs that pass review, and the response in the field ranged from grief to denial. Jon Ippolito of the University of Maine made a useful comparison at Connecticut College's AI and the Liberal Arts symposium: artists went through the same argument a century ago when photography, then found objects, then software unsettled what counted as authorship. The field did not collapse. It redefined craft, elegance, and intention, and the artists who faced the question head-on are the ones in the textbooks.
Your campus will have a department like this every year: writing in 2023, computer science in 2024, law and accounting after that, mathematics now. The pattern is the same. The product (the essay, the code, the proof) got cheap. The process, and the judgment about which product is worth making, did not.
Three moves
- Convene the department around one question. "What do we value in a graduate's work that a machine cannot supply?" Record the answers. They are the new learning outcomes.
- Shift assessment from product to process. If the proof can be generated, grade the choice of problem, the explanation of why the proof holds, and the critique of a flawed one. The same move works in every field: grade the judgment around the artifact.
- Find the faculty who are curious, not the ones who are loudest. Every panicked department has two or three people already experimenting. Give them a course release and a cohort (see Brief 9) and let the department watch what they build.
What to say
To the department: "Your field is not ending. Its assessment is. Tell me what you value and we will build the course around it." To the provost: "This department is six months ahead of the others. Treat it as the pilot."
Monday step
Ask each chair which single assignment in their major AI can now complete to an A standard. The honest answers tell you where to spend the spring.
Source: AI in Education listserv, Oct. 29, 2026; Ippolito, J., "Who gets the credit for accidental masterpieces?" (Substack, 2026).