Module ✓ Reviewed AI, Liability, and the Law LawSeminarLawLiability Seminar on how existing liability regimes apply to AI harms — product liability, negligence, and proposed AI-specific duties. E. Example · Institution B 2-hour seminar
Module Compute Governance and the AI Supply Chain GraduateLectureComputeStandards Lecture on compute as a governance lever: chips, data centers, export controls, and the AI hardware supply chain. F. Example · Institution A 90-minute lecture
Module ★ Featured Algorithmic Accountability in the Public Sector PolicySeminarAccountabilityPublic sector Seminar on government use of automated decision systems: due process, transparency, and impact assessments. G. Example · Institution A 2-hour seminar
Module Machine Learning for Policymakers UndergraduateLectureFoundationsTechnical literacy An undergraduate lecture giving non-technical students the working ML vocabulary they need to reason about AI policy. H. Example · Institution B 60-minute lecture
Syllabus Introduction to AI Governance (full course) Graduate A 4-session graduate course introducing AI governance, assembled from library modules. Prof. Ada Example · Institution A 4 sessions
Syllabus AI, Law & Regulation (seminar) Law A law-school seminar on AI regulation and liability, assembled from library modules. Prof. Ben Example · Institution B 3 sessions
Module ★ Featured✓ Reviewed Foundations of AI Governance GraduateLectureFoundationsPolicy levers A first lecture framing why AI governance exists: market failures, externalities, and the policy levers available to governments and firms. A. Example · Institution A 90-minute lecture
Module ✓ Reviewed Risk Frameworks for Frontier Models GraduateSeminarRiskStandards Comparative seminar on risk classification schemes — the EU AI Act tiers, NIST AI RMF, and frontier safety frameworks. B. Example · Institution B 2-hour seminar
Module ✓ Reviewed Auditing and Evaluation of AI Systems MixedLabAuditingEvaluation A lab introducing model evaluations, red-teaming, and third-party audit regimes, with a hands-on evaluation exercise. C. Example · Institution A 3-hour lab
Module International Coordination and AI GraduateLectureComputeInternational Lecture on cross-border governance: standards bodies, treaties, compute governance, and the prospects for coordination. D. Example · Institution B 75-minute lecture