About
Hi, I'm a UBC Computer Engineering grad, and I currently work as an ML Engineer. I like to ground product work with research and its underlying literature. I work on LLM reliability, confidence estimation, and selective prediction. I'm especially interested in when language models should trust their own answers, when they should abstain, and how to evaluate those decisions in a way that matters in real systems.
My work sits between research and applied ML engineering. I like building systems, but I care most when they are measurable, grounded, and robust.
Experience
Machine Learning Engineer, Scoop Robotix
Undergraduate Teaching Assistant, UBC ECE, CPEN 441
Data Engineering Intern, Gainfront
Product Specialist, Marketing TedX UBC
Data Analytics Intern, Koenig & Bauer AG
Vice President: Communications, Engineering Society of UBC
Research
Projects
Python · algorithms · data structures
algo-lab
A personal algorithm lab covering LeetCode problems, patterns, and implementations across arrays, linked lists, stacks, strings, two pointers, and math.
Contact
Best way to reach me is by email. I'm always open to conversations around ML systems, reliability, research collaboration, and thoughtful product work.