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Use Cases & Transformation
Real-world accounts of how organisations are implementing AI and transforming learning and work—the approaches, challenges and lessons.


Building hybrid teams while preserving human judgment
Last Sept., at HUMANE.S. Montréal, Prof. Katharina Hölzle, Director of the IAT at the University of Stuttgart and Managing Director of Fraunhofer IAO, explored how organizations can build hybrid human–AI teams while preserving human judgment, expertise and responsibility.
8 min read


The MOON Pedagogy - Developing Human Potential in the Age of Artificial Intelligence
Why the schools best prepared for an AI-driven world will be those that develop human intelligence first, and teach how to use intelligent machines on that foundation.
Based on the MOON Pedagogy certification program designed by Dr. Delphine Le Serre, founder of EdHu2050.
5 min read


Building an Institutional AI Roadmap Inspired by the University of Michigan
From shared access to customized tools and governed workflows.
At HUMANE.S. 2026 in Montréal on September 18, Ravi Pendse, Vice President for Information Technology and Chief Information Officer at the University of Michigan, presented the university’s approach to developing and deploying AI across teaching, research and administration.
7 min read
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