Not hypothetical use cases. Not pitch-deck pain points. Real friction. Engineer by training, product thinker by instinct.
My mom is a physician in India. I watched her lose hours after clinic to notes, so I built a real-time scribe (4Di Medical) that turns consultations into structured SOAP notes.
My first semester managing money went badly. I wanted to understand why I spent, not just how much, so Penny is built around financial behavior and regret, not charts.
Job applying is a chain of repetitive decisions across a dozen tabs. HALO is the operating layer that scores roles, tailors materials, and handles the messy work in between.
I do not start with a feature list. I start with the moment the user feels stuck — that friction is where the product is. Then I separate the workflow into layers: what the user knows, what the system should remember, what needs judgment, what can be automated, and where the user must stay in control.
Education: B.S. in Computer Science, Arizona State University, Summa Cum Laude, 3.95/4.0 GPA, Dean's List for 7 semesters. Graduating May 2026.