Resume

Teaching Assistant, CSC301

University of Toronto

• Project supervisor for CSC301, directly supervising 41 students across team software projects.
• Technical guidance on architecture and delivery, plus evaluation of student performance.

Software engineering · Mentorship

Applied ML Engineer

Railtown AI Technology Inc.

• Led a team of five to ship Conductr, a DevOps agent across Azure, Jira and GitHub. It automates work-item triage, stack-trace monitoring, and query responses over source code and Git history, and was preferred to GitHub Copilot 90% of the time (two-sided binomial, p<0.01).
• Designed and built Railtracks, an open-source agentic framework for designing, building, debugging and monitoring AI systems.
• Built AEval, an automated evaluation tool that scores AI expert systems on accuracy, hallucination, security and fairness. Now embedded in hundreds of deployed products.
• Ran market and competitor analysis to prioritise features and positioning.

Python · LLM · Agents · Azure · Evals

Undergraduate Researcher

UBC SALT Lab, ECE Department

• Control-flow Guided Test Generation: used execution paths to drive language-agnostic test-case generation, lifting branch coverage from 88% to 93% with Llama 3.
• Proposed and led "SoC Visual Schematic File Generation Using VLM", which reads HDL hardware files through a vision-language model backed by an entity database and a feedback loop.

VLM · Test generation · HDL · Llama 3

Data Scientist

Railtown AI Technology Inc.

• Developed a multi-model ensemble combining output embeddings from language models, reaching 91% user preference in A/B testing (two-sided binomial, p<0.001).
• Redesigned a root-cause-analysis system with an LLM, improving F1 from 0.71 to 0.85, and established the finetuning pipeline behind it.

Python · Embeddings · RCA · Finetuning

MSc Applied Computing, Artificial Intelligence

University of Toronto

• Vector Institute Scholarship in Artificial Intelligence, awarded 2025.
• Vice-President, CS Graduate Student Society, representing all graduate students.

BASc Computer Engineering, top 1% of the class

University of British Columbia

• Trek Excellence Scholarship (2025), PMC-Sierra Founders Scholarship (2024), James Yan Award (2024).
• CPEN-SE hackathon: first place (2024). EDA Elite international competition: second-class honour (2022).

Event Volunteer & Department Contact

UofT Graduate Students' Union

• Facilitated democratic processes at Annual General Meetings.
• Primary liaison between the CS department and the central union.

Vice President

UofT CS Graduate Student Society

• Represent 600+ CS graduate students in university governance and industry outreach, connecting students with over 20 firms.

Head Secretary

IEEE UBC Student Chapter

• Planned internal meetings and technical workshops; led recruitment and onboarding.
• 150% increase in new member enrolment and 75% more public events.

Vector Scholarship in Artificial Intelligence

Vector Institute

• Selected awardee, 2025.

ML Lead Designer, Second-Class Honour (top 20% globally)

Integrated Circuit EDA Elite Challenge

• Implemented a generic electronic-device modelling algorithm for TCAD simulation using CNNs, competing against 3,000+ graduate students.
• Also received the Special Award of Recognition, given to two entries per category for a novel solution.

CNN · TCAD · EDA