UofT Trustworthy Machine Intelligence Team (TMI)
Developing large-scale multi-agent social simulations in Python to explore cooperation, fairness, and trust within small-world networks. Architecting a scalable FastAPI backend with asynchronous processing for real-time analytics and LLM-driven agent behavior modeling.
Playgenix
Developing an AI-powered web platform for gamers that delivers real-time, frame-by-frame video analysis using OpenCV and machine learning. Integrating secure authentication and session management with FastAPI and Supabase.
Built a privacy-first journaling platform with a Java Spring Boot REST API and React frontend. Applied clean architecture, NLP-based keyword extraction, media recommendations, end-to-end encryption, stateless JWT authentication, and offline-first support with IndexedDB.
Developed an NBA player archetyping tool combining a Python ML pipeline with a responsive frontend. Leveraged Gaussian Mixture Models to cluster 450+ players and built interactive visualizations for dynamic comparisons.
Engineered a robotic arm with 3D-printed parts, custom wiring, six servo motors, Arduino UNO automation, Bluetooth control, and $5,000 in secured project funding.
Developed a command-line tool that analyzes hierarchical crime trees from Toronto's Major Crime Indicators dataset and renders interactive SVG visualizations with Graphviz.