Selected work
Each case shows the context I entered, the evidence I gathered, the product decisions I made, and the boundaries around what the results prove.
4 flagship case studiesProduct transformation
A startup needed more than a roadmap. I began with 164 interviews, reset the product system, and helped turn learning into two commerce platforms.
Human-centered AI
I led a mobile MVP that translated critical environmental sounds into visual and haptic alerts without treating every sound as equally urgent.
Trustworthy AI research
I designed a repeatable evaluation across multi-turn pressure, combining transparent rules with model-assisted judgment and responsible-AI controls.
Accessible applied AI
The product combined image classification, low-bandwidth access, and expert escalation so farmers could move from a photo to a practical next step.
Evidence system
Supported by my current CV or an approved professional record.
Measured inside the stated project or field-testing context.
Active research that is not presented as peer-reviewed or final.
Relevant evidence exists, but ownership or disclosure limits publication.