Where
worlds
converge.
I study artificial intelligence and I've worked in real estate since I was eighteen. For a while those were just two separate things. Lately, they've started to become one.
From the model down to the silicon.
A paper under review on valuing property with machine learning and language models together, sign-language translation that spends compute where the meaning is, and measurements of where Apple silicon actually runs a model.
Real estate is still the domain I know from the inside out. It stopped being the only one.
All of it on the research page
when models crash on a listing shoot.
Licensed in Ontario real estate at eighteen.
I was working the public-facing side of real estate with a RECO license. That experience, reading markets, understanding clients, sitting across from people making the biggest financial decisions of their lives, informs the way I think about the research I'm doing now.
CSSU Research Mentor
Mentor a group of lower-year undergraduates through the research process, from literature review and forming a research question through to a poster at the CSSU Undergraduate Research Conference. The group works an efficient and on-device machine learning inference theme, which is the same ground my own Core ML placement work sits on.
Teaching Assistant, CSC258
Digital logic, MIPS assembly and computer architecture. CSC258 is the course that first got me interested in what is actually happening underneath the abstraction layers, and that interest has shaped most of what I have built since: the assembly game, the emulator, the Core ML placement work, and the MLX contributions. Back in the material, from the other side of the lab bench.
Software Engineer Intern
Full-stack and data work on NailTechConnect+, the company's cross-platform Flutter (FlutterFlow) marketplace app on Firebase/Firestore. Built and deployed Cloud Run microservices in both Python and Node.js, an order-export service that reconciles Firestore orders against Stripe for finance reporting, and reward-campaign functions that issue booking-milestone credits to users. Authored a Python analytics package that auto-regenerates the company's Weekly Business Review from the Shopify Admin GraphQL API, validated to near-exact parity (9 of 10 buckets) against the prior manual report. Also fixed customer-facing production bugs across the live app and built out Shopify theme and checkout-funnel analytics.
Research Assistant, HCI Lab
With Prof. Carolina Nobre, on an eye-tracking study of how people choose between two language-model answers as opposed to what they say they prefer. Designed the experimental protocol, the stimuli and the data pipeline.
Real Estate Salesperson
Work closely with high-net-worth clients across Oakville and Muskoka, advising on residential and luxury property acquisitions. Provide end-to-end guidance through complex transactions, from valuation and pricing strategy to negotiation and closing.
Director & Vice President
Lead strategy and operations for a real estate-focused venture, overseeing acquisitions, financial planning, and project execution. Manage budgets and performance metrics while building long-term relationships with investors and partners to drive sustainable growth.
CS Specialist, Artificial Intelligence
Focused on machine learning methods and their application to real-world domains. Active research with academic supervision.
Basketball Coach (Volunteer)
Coach youth athletes with a focus on development, adaptability, and team culture, tailoring communication and training to different personalities and learning styles.
Baseball Coach (Volunteer)
Led team practices and coordinated with parents and staff from diverse backgrounds, emphasizing structure, communication, and player development.
Real Estate, Ontario RECO Licensed
Licensed to practice public-facing real estate in Ontario since turning eighteen. A grounding in markets, negotiation, and the human side of property.
High School Catcher, Baseball Team
Competed as catcher through high school, a role built on reading situations, managing tempo, and keeping a quiet eye on everything.
We are drowning in information, while starving for wisdom.E. O. Wilson