At the University of Alberta, I led the detection pipeline for a BRT corridor analysis project, using YOLO and transformer models to create a deduplicated inventory of 357 curbside assets across 38 road segments. I delivered the inventory as ArcGIS layers for municipal asset management.
At FORSIT, I developed Nuxt 3 and Vue 3 frontends and reduced page rendering time by 15%. I also built a voice AI patient registration agent that saves 16 fields to a FastAPI and PostgreSQL backend, with identity verification and 182 automated tests.

