I design the moment between a signal and a decision — how AI systems read intent, weigh risk, and act in the world.
SELECTED WORK
Chat to Command Outlook
An Intent-to-Action Framework for Conversational Settings on Outlook
Organizing Outlook
Established interaction patterns Outlook's fragmented organization features
Coherent Outlook
A framework for cross-device consistency, adaptation, and continuity
HRI PERSPECTIVES
Understanding Human Intent
in the physical world, user intent is rarely complete. What can actually be missing from an apparently clear instruction?
#HRI
Commands Aren’t Enough
In physical space, action changes the world. If it’s wrong, it can come down to a severe result. #HRI