PRODUCTS
Software Tools and
research prototypes
I build products as research artifacts. Each one explores a specific question about how AI systems interact with people, policy, and public understanding — especially when things go wrong.
ISSI
Auditing provenance and trust in generative media.
As generative media becomes ubiquitous, verifying authenticity has shifted from a niche concern to a foundational requirement. Issi answers the question of: how can developers reliably inspect content credentials at scale?
Issi is a privacy-first auditing tool built around the C2PA standard, designed to help developers and researchers validate the provenance of AI-generated content without centralizing user data.
My role: Research, C2PA standards analysis, system design, frontend engineering.
AI OR NOT
Testing public literacy around synthetic media.
As AI-generated content becomes harder to detect, public understanding has not kept pace. AI or Not is a lightweight interactive game designed to surface how unreliable human intuition can be.
The project functions less as a detector and more as a mirror that reveals how confidence, bias and context shape perception which supports the fact that self-identification is the only ethical and reliable method of 'detecting' AI-generated content.
My role: Concept design, frontend engineering, public-facing UX experimentation.
YIRI
Exploring inclusion and embodiment in AI-powered fashion.
Virtual try-on systems often assume able-bodied users and standardized proportions. Yiri challenges that assumption by centering people with reduced mobility in the design of generative fashion tools.
The project explores how computer vision and generative models can be applied without reinforcing exclusionary norms — and what ethical constraints should exist when visualizing bodies.
My role: Product conception, applied ML exploration, frontend systems, accessibility research.
