run weekly cohort sessions on core technical safety topics (evals, controls, interpretability, alignment) and mentor senior SWE/ML engineers & technical talent transitioning into AI safety

on-call generalist

non-profit startup: building public understanding of AI capabilities and dangers through live demos of the technology.

ml: built extraction pipelines that turn contract PDFs/emails into structured quote + pricing tables

swe: ship internal tooling and customer-facing features (Next.js/ts, supabase)

sales/ops/admin: ran event ops + admin, represented the company on sales calls + conferences, coordinated with cvbs/hotel partners, ran user research to inform product + ops

left in dec 2025 upon ml phd acceptance

+ NLP Research at the SLIME-Lab under Professor Jian Zhu.

Topics: Speech and LLM interpretability, activation patching, TransformerLens

+ Research Assistant at the Human-AI Interaction Lab in the Computer Science Dept. at UBC under Professor Cristina Conati

Topics: deep learning, eye-tracking, human-computer interaction, XAI