
Education
University of Toronto
Honours BSc, Double Major in Computer Science and Mathematics
Experience
Algoverse
Researcher
Publications
Language–Action Decoupling: Speech as a Weak Proxy for Action in LLM Hierarchies
Zhang et al.·Accepted to four NeurIPS 2026 workshops: IAB, AIWILD, VerifyAgents, SocialAgent
Projects
A multi-agent simulator that turns a user-authored world and cast into a seven-day narrative.
- Calculations & metrics (PDF)
An AI launch assistant built in 36 hours, running four agents from market research to approved outreach.
- Winner — Backboard.io: Best Use of Backboard
- Winner — SPUR: Build a Real Canadian Startup (Top 3)
- Devpost (link)
Feedback or Annealing?
A preregistered study of adaptive state aggregation on a 9,261-state MDP, finding no consistent benefit from feedback.
- Paper (PDF)
Parallel State Aggregation
A threaded benchmark of exact value iteration against adaptive state aggregation on maze MDPs up to a million states, where value iteration wins at every size tested.
- Full report (link)
Theft Mapping Around UofT St. George
A heatmap of Toronto Police theft-over-$5,000 incidents around the UofT St. George campus, built after my own laptop was stolen there.