Featured Thinking
Featured
"Regenerate” does not tell the user that the first result was wrong. It promises that the next result could be more novel, accurate, interesting, or creative. That promise is part of the delight. It can also turn generation into a search for the system’s weakest boundary.
Product Judgment
Latest
When English needed several phrases to describe an experience, a Yoruba commenter offered one expression. Following that expression revealed what can happen when meaning travels across languages but the systems meant to retrieve it cannot follow.
Culture & Institutions
Trust isn’t a byproduct of good intentions. It’s shaped by incentives, power, and lived experience. Designing for it means treating misalignment as a starting point, not a failure.
Product Judgment
EXPERIENCE ACROSS
Selected Work
Platforms & Governance
Operationalizing Responsible AI
TikTok · Columbia Business School
A conversation about moving responsible AI from principle to practice across product development, governance, and organizational decision-making.
Platforms & Governance
Best Practices for Responsible AI
TikTok · Fiddler AI
Practical guidance for integrating responsible AI practices into the development and deployment of generative systems.
Systems & Institutions
Secure and Responsible Tech Policy Foundations
The Dais · Toronto Metropolitan University
An invited course session connecting product development, public policy, and the governance of emerging technologies.