Departmental and institutional materials

Companion materials for Part III of Learning with AI: A Framework for Students, Instructors, and Universities by James M. Hyman (SIAM Books).

A chair or dean starting from nothing should read the adoption kit first, then run the self-audit to see what the institution already covers and what it does not.

Material	What it is
department-adoption-kit.md	The day-one toolset for a chair: a model departmental policy statement, the shared vocabulary, the four assignment categories, the five syllabus questions, and a one-semester rollout
policy-self-audit.md	Thirty-two checks across six dimensions, mapping what the institution covers, what the department covers, and the gaps, with benchmarks from published policy research
regulatory-landscape.md	A dated orientation to where AI use crosses from policy into law, reviewed each semester

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