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AI governance at scale
What compliance, auditability, and human review actually look like once an AI system is in production.
0-to-1 product architecture
Turning an ambiguous problem statement into an architecture that holds up after the first thousand users.
Teaching & speaking
GenAI product development and product craft, for classrooms, conferences, and internal teams.
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