Each step commits one token. Sub-word completions are near-certain; new ideas are not.
I’m an engineering student at the University of Waterloo focused on deploying AI, improving agent performance, and building reliable data systems.
Experience
Forward Deployed Software Engineer
// Enam Co.
Developing and deploying custom AI agents that solve data and productivity problems inside operating businesses.
Backed by OpenAI, Elad Gil, Sebastian Thrun, Andy Bechtolsheim, and John Donovan.
Machine Learning Engineer
// Kinaxis
Researched and developed retrieval-based AI agents to support supply chain planning and demand forecasting.
Data Scientist
Built and deployed a machine learning model for evaluating loan applicants, replacing a third-party scoring system.
Software Engineer
// NCR Voyix
Built monitoring software for network compliance across distributed retail systems.
Machine Learning Research Assistant
// University of Waterloo
Developed machine learning models for industrial CNC automation and chatter detection.
Machine Learning Research Assistant
// Vision and Image Processing Lab
Developed computer vision models for automated analysis of NHL game footage.
Projects
I enjoy working on projects where I can explore my interests while solving real problems faced by real people.
Don't Mess With The Don
A volunteer and event-management platform that helps DMWTD, a Toronto-based environmental nonprofit, manage registration, attendance, and community programs for 300 events and ~15,000 attendees yearly.
Microgrid RL
A reinforcement learning study comparing six algorithms for managing off-grid solar, battery, and diesel microgrids across five African climates.
Presented at CUCAI 2026, Canada's largest undergraduate AI conference.
Writing
Coming Soon...