Currently:
MHCI+D graduate student, University of Washington
Research Assistant, UW eScience Institute — ML engineering for NLP workflows
UX Researcher, Corresi and Aurelia Institute
Previously: Microsoft (API design, Azure) • Google Research: AI fairness, Google Clips
Research Artifacts
Research Poster: Interaction-Time Arbitration in AI-Supported Tasks: A Construct for Selection Behavior in Multi-Tool AI Workflows · UW iSchool Research Fair · March 2026
An exploratory poster examining how people navigate multiple AI systems that generate content on their behalf across everyday platforms such as email, productivity tools, and messaging apps. The work focuses on distributed personalization—situations in which different AI systems maintain partial models of the same user—and the resulting cognitive overhead of deciding which system’s output to trust, endorse, or revise.
Research Areas
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Developer Tooling
Cloud-native patterns for compile-time source generation components | [Microsoft .NET]
UX Across Scales: Observing design quality in everyday contexts [Google Docs]
MHCDE Theory Paper: Reconfigured Infrastructures: Activity and Distributed Cognition in the .NET JSON Source Generator Process.
cloud native
performance culture
Shift to AI
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Research Methods and Tool Design
Universal Trace Instrument · ethnographic instrumentation · research program (with Adeboye Richard Olaniyan)
The Universal Work Trace Instrument (UTI) is a family of privacy-first ethnographic tools designed to study contemporary computational and creative labor without relying on selective memory or episodic self-report. UWTI prioritizes longitudinal trace capture to surface patterns of reasoning, coordination, and deferral that are often invisible in retrospective accounts.
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In-Situ Interaction Probes
Conversational AI -- Open Questions
Will Apple allow public sharing in iCloud Drive?