I am a graduate student pursuing a Master of Science in Applied Computing at the University of Toronto, with a focus on large language models and legal AI applications. As a recipient of the Vector Scholarship in Artificial Intelligence, I am exploring the applications of machine learning to high-stakes, fault-intolerant domains.
I hold an Honours B.Sc in Computer Science and Ethics, Society & Law from the University of Toronto. Until recently, I was based in Berlin, where I worked on cloud infrastructure and cybersecurity as a Senior Site Reliability Engineer at the Deutsche Bahn.
Research Interests
Large Language Models
Reliability and explainability for high-stakes applications
Legal AI
Machine learning applications to legal information retrieval and analysis
AI Ethics & Governance
Fairness, transparency, and accountability in AI systems
Reasoning Systems
Methods for improving logical consistency in LLMs
Professional Experience
Senior Site Reliability Engineer
DB Systel, Deutsche Bahn
January 2023 – June 2025
Led DevSecOps initiatives reducing critical vulnerability lifetime by 50%, optimized cloud resources achieving 27% cost reduction across 50+ microservices, and mentored apprentices while overseeing critical rail infrastructure supporting teams across Germany.
Vice-President, Operations
University of Toronto Students' Union
May 2018 – May 2019
Elected by 53,000 students as youngest-ever VP Operations. Managed $21M operating budget, administered $17M health insurance plan, and negotiated breakthrough collective agreement resolving 13-month labor deadlock.
Research Experience
Contributor, The Oxford Handbook of Ethics of AI
University of Toronto
September 2019 – April 2020
Authored comprehensive annotated bibliographies examining AI governance frameworks and meta-ethical perspectives. Participated in graduate-level seminars with leading AI ethics researchers under supervision of Prof. Markus Dubber.
Research Assistant, Games for Science Education
University of Toronto
May 2019 – August 2019
Designed and developed "Packing Disaster," an educational video game teaching algebra to students. Conducted experimental design with A/B testing and statistical analysis, supervised by Prof. Steve Engels.
After-Hours
Outdoors: hiking, running, cycling, canoeing, camping, skiing, scuba diving
Indoors: reading broadly, collecting music, board games, video games
Indoors: reading broadly, collecting music, board games, video games
Current Aspirations
Race a marathon (✓ completed in 3:27)
Race an Ironman triathlon
Summit Mt. Everest
Start an impact-focused company