Institutional AI Strategy
Support for leadership teams thinking through AI governance, curriculum, assessment, and institution-wide planning.
I work with colleges, universities, and other organizations that need technically grounded, honest, and usable guidance on AI.
Support for leadership teams thinking through AI governance, curriculum, assessment, and institution-wide planning.
Sessions for faculty, staff, students, and professional teams on how modern AI systems work and how to use them responsibly.
Consultation on undergraduate AI, machine learning, and reinforcement learning courses, including sequencing, projects, and framing.
Most engagements begin with a short conversation about audience, technical level, and institutional context.
The goal is not generic AI enthusiasm. It is to help people build a clear model of what current systems can do, where they fail, and how institutions can respond without confusion or panic.