Hackathons, coursework, and things built for the sake of building them.
2026
pilly
Smart pill container + companion app
Ran 180+ customer interviews on medication adherence among young adults, then co-built a context-aware reminder system (calendar + GPS) to cut notification fatigue around dosing and refills. User testing showed reduced stress and more confidence in daily routines.
User ResearchMobileProduct Design
2025
SafeRide
ColorStack Responsible AI Hackathon
Built the backend safety-ranking algorithm for a motorcycle routing app, weighting curvature, weather, traffic, and speed limit with user control, and generating LLM-written explanations for each ranking. Won Most Commercially Viable.
PythonAPIsLLMs
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2025
r/AITA Classifier
CS 4641 — Machine Learning
Cleaned, embedded, visualized, and classified 1.76M Reddit posts across four models: Naive Bayes, Random Forest, LightGBM, and a neural network. Then compared performance and tested against real, unseen posts.
PythonNLPScikit-learn
2025
UrbanPulse
Exploratory Project
Explored 2024 NOAA storm data (60K+ records) to identify patterns and trends in severe weather events. Performed feature engineering, created embeddings, and built Random Forest models to classify storm type and predict impacts.
EDAFeature EngineeringRandom Forest
2025
codeverse
Hackalytics
Built an AI mock technical interviewer using speech-to-text, an LLM, and text-to-speech to simulate a real interview with feedback. Led the frontend build in Mantine, focused on making it feel intuitive under time pressure.
ReactSpeech-to-TextLLMs
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2024
DressCode
AI ATL
Designed and built an AI-powered closet assistant in 36 hours using NLX Dialog Studio and Claude 3.5 — chatbot backend and outfit-generation pipeline through prompt engineering. Won Best Beginner Multimodal AI project.
LLMsChatbotsPrompting
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2023 – 2024
SynapSight
Two-semester product research
Customer discovery and iterative design around UN SDG's quality-education goal. Researched and prototyped tools to help students with Visual Stress Syndrome read more comfortably, grounded in human-centered design.
AccessibilityResearchHCI