CNN that tells healthy from sick cattle off 216 images, served through a Flask API on Google Cloud — University of Guelph research
Parkinson's and dementia monitoring from a 20-second weekly check-in: tremor, voice, and facial biomarkers fused into risk scores — Caltech Longevity Hackathon
C# SolidWorks add-in that automates drawing exports and file naming — Live pilot with 50 concurrent mechanical engineering users
Runs ML papers' code in sandboxed Docker containers, self-heals broken environments with a ReAct agent, and scores reproducibility — GDG Hacks 3
FABLOOP
Material exchange platform and SolidWorks add-in that uses a computer vision sorting model to design with scrap steel, cutting disposal costs 40% — 1st Place, GEC 2026 Re-Design
Smart residential hydrogen system for safe, decentralized fuel production — 1st Place, GEC 2025 Innovative Design · Ingenious+ Ontario winner
Face-recognition door lock: OpenCV checks faces against an approved list and an Arduino releases the electromagnetic lock — 1st Place, SproutHacks
The world's meanest FPGA-powered assistant: SystemVerilog video pipeline, Breakout in hardware, Gemini-driven voice nagging — uOttaHack 8
Browser-based control system that syncs 3D projection mapping with physical hardware
SystemVerilog/UVM testbench that checks an AXI4-Lite bus slave reads and writes correctly
Access Control Automation
Python/PowerShell automation on an access-control platform's undocumented REST API that registered 10,795 doors across 8 sites with zero errors — Bridge I.T
3D-Printed Mortise Repair
Designed and 3D-printed a custom repair for 138 fire-rated doors with over-drilled mortise holes, saving the client $90,000+ in rework — Bridge I.T
YOLOv8-Pose pipeline that tracks cow joint angles to catch lameness early — University of Guelph research