Competitions.
Annual baseball analytics competition.
Immersive AI travel companion built at George Brown Polytechnic's 12-hour hackathon — walk the airport and talk your way through a foreign country, learning the language and social norms through live scenarios, from apprentice interpreter to Grand Dragoman.
Full-stack due diligence platform for Toronto land development. Generates planning submission packages from a plain-English query using AI, zoning analysis, 3D massing, and RAG-powered policy search.
Kaggle competition predicting basketball free throw outcomes from 69-joint motion capture data. Per-player biomechanical models, temporal commitment analysis, kinetic chain features, and CNN ensembles — 0.006148 MSE.
Multi-agent platform that aligns scholarship applications with what committees actually value — RAG-powered matching against past winners, human-in-the-loop interviews to extract authentic stories, and essay/resume drafting with Claude.
PPO agent trained entirely through self-play for the UTMIST AI² fighting-game tournament — opponent modeling via action-history context and a 9-phase curriculum from navigation to full combat.
