Five design decisions
Most AI guidance is either a list of principles or a compliance checklist. Five deliberate choices make this something an institution can actually operate. Each solves a specific failure of the usual approaches.
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Apply governance in proportion to context
Governance intensity should scale to the actual stakes — not applied uniformly, and not driven by fear. The same weight should never fall on a faculty member using a writing assistant and on a system determining financial-aid eligibility. Proportionality weighs several factors together:
Adopt in two phases, not all at once
Establish a minimum viable governance stack first, then extend to the full framework once the infrastructure is operational.
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Domain 9 — Governance, Oversight, and Continuous Review — should be the first established, not the last.