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
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
Most of us are expected to exercise good judgment inside systems we did not build, do not control, and cannot fully see. If judgment develops through observation, feedback, and shared practice, then helping people “know better” is not only an individual responsibility. It is a design challenge.
Culture & Institutions
EXPERIENCE ACROSS
WORK
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.