Projects

Last updated: July 2026

Things I've built, big and small.

• Label-Only Membership Inference 2026

  Reproducing Choquette-Choo, Tramèr, Carlini & Papernot (ICML 2021): recovering a confidence-like signal from hard labels alone, and using it to tell a model's training data from data it has never seen. Written up as a series, with the models built from scratch.

• Model-written evals 2026

  Reproducing Anthropic's model-written evaluations (Perez et al., 2022) against current models to see which behaviors persist.

• Invoice & Payments 2026

  A full-stack invoice and payments app (FastAPI, React, TypeScript, PostgreSQL) with a full invoice lifecycle, partial payments, and row-level locking to prevent overpayment under concurrency.

• Toronto Public Resource Density API 2026

  A FastAPI backend that ingests Toronto's open municipal data and serves neighbourhood-level resource-density analytics, with geospatial pipelines built on GeoPandas and Shapely.

• Pairs-trading system (in progress) 2026

  A statistical-arbitrage pairs-trading system I'm building with a collaborator — currently in progress.

• first-order miniKanren 2021-2022

  A research implementation of miniKanren using a first-order representation of its search space, written in Racket. A collaboration; I contributed disequality and type constraints, reification, state simplification and rewrite rules, along with the test suite.

• Baobab 2021

  A social platform connecting entrepreneurs and mentors, built for the African Impact Challenge.

• The Joy Bot 2021

  A mental-health chatbot that helps users identify what they might be experiencing — built at the SheHacks hackathon with React and Dialogflow.

• MuKanren 2021

  A Racket implementation of MicroKanren, a minimal logic-programming language — an exercise in understanding how relational programming works under the hood.

• Subspace-inator 2021

  A Python tool (NumPy, SymPy, Tkinter) that computes the number of invariant subspaces of a linear transformation using its Jordan Canonical Form.

• This blog 2026

  A minimal, fast static site built with Astro and Markdown to document my work and learnings.