Research · Engineering · Education
A path shaped by studying model behavior, shipping practical software, and contributing to tools for learning.
Professional timeline
University of British Columbia Okanagan
Designed model-evaluation workflows, analyzed programming submissions, and studied grading reliability, rubric coverage, feedback quality, and direct versus reverse prompting methods.
DX Factor · Ahmedabad, India
Built Python automation tools integrating OpenAI APIs and external services, tested model outputs for reliability, and collaborated with engineers on AI-assisted operational workflows.
NuTeach · UBC Okanagan
Contributed React, Remix, Prisma, and Git-based development to a gamified educational platform focused on student engagement and learning outcomes.
What connects the work
Across research and product work, the common thread is turning uncertain information into a workflow someone can inspect, understand, and improve.