Projects

Tiny Society

A multi-agent simulator that turns a user-authored world and cast into a seven-day narrative.

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.

LaunchPilot

Winner, Backboard.io and SPUR Top 3

An AI launch assistant built in 36 hours, running four agents from market research to approved outreach.

QuantiFi 2026 Algorithmic Trading

2nd in PnL of 30+ teams

A market-making engine for 26 products with a fair-value model per product family, tuned on held-out days to avoid overfitting.

Robust Portfolio Optimization

A pre-registered UTDSYS study of whether robust portfolios lower risk without giving up risk-adjusted return, now paper trading on Alpaca.

Feedback or Annealing?

A preregistered study of adaptive state aggregation on a 9,261-state MDP, finding no consistent benefit from feedback.

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.