• Data and AI @University of Waterloo Engineering
• Data & Product Intern @ LocalStudent — DMZ-backed Toronto startup
• Built Lucid — A biometric-adaptive study platform streaming physiological signals (heart rate, blink, breathing) via smartphone camera with local LLM inference for adaptive learning insights (HackCanada 2026 Finalist)
• Built Vytal — A contactless vitals monitoring and triage platform using smartphone camera-based rPPG with multi-agent LLM pipeline for real-time clinical summaries in natural language (ClaudeHacks Winner 2026)
• Founder @ MECH — NGO registered officially under the Government of British Columbia, raised 3k


