Verdict AI — From Statistical Rules to Evidence-First Moderation
I tried to solve the same problem three times. A statistical method at work, an AI classifier after leaving, and finally a system that stopped trying to give answers and started surfacing evidence instead.
Focus: Trust & Safety, Human-in-the-loop, Explainable AI
Role: Product Designer (UX · System Design · Applied ML)
Enterprise Notification System
My first project where I realized UI thinking wasn't enough — and what I learned from being asked questions I couldn't answer.
Focus: Attention management, system design, enterprise SaaSn
Role: Product Designer (End-to-End Ownership)
Enterprise Review Workflow System
A hundred problems that turned out to be one. I drew a flow diagram so complex my PM colleague logged off and handed me the project. That diagram showed me where the system was actually broken.
Focus: System reliability, workflow scalability, B2B SaaSS
Role: Product Designer (End-to-End Ownership)
Roommate Matching
A product that worked as designed. And a problem design couldn't solve.
Focus: Trust, marketplace dynamics, consumer product strategy
Role: Product Designer + Associate Product Manager (End-to-End Ownership)
Earlier Work
Previously I've worked on biotech SaaS, startup products, and public-sector platforms across regulated, high-stakes domains. My earlier work includes government data visualization platforms and mobile apps that scaled to hundreds of thousands of users.
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Blog & Writing Some projects, thoughts, learning & case studies from my journey in design
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Presentations & Demos A collection of product pitches, prototype demos & research presentations
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Industry UI Design Previous UI/UX design projects for the mobile device, tablet, and websites
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