Projects
WeBWrite
Homework where students answer in their own words, and Gemma checks each answer against the teacher's key ideas as they type.
Cortesol
Critical thinking over a knowledge graph. A memory for research agents that can change its mind, and show why.
McGill Course Assistant
Ask questions about McGill courses in plain language, and explore every prerequisite as one big interactive graph.
- METR reward hacking Placed in the top four globally in METR's reward-hacking challenge, and responsibly disclosed two security issues in the platform.
Canadian Postal Arbitrage
Things on Amazon that cost less than a Canadian stamp and ship free, so you can send a friend a random object and a note for under $1.44.
fun fact: i was 15 when i built this!
ChatGPT in Discord
One of the first publicly demonstrated ChatGPT integrations. I built it less than five days after ChatGPT launched.
- Task Kitchen A time-blocking app that turns a student's to-do list into a schedule they can actually follow.
Other hackathon and school projects
- Slidex builds a slide deck live while you talk. Speech streams to a realtime model that adds and edits slides as you go, illustrated automatically from Wikimedia Commons.
- this one is also how i got into AI safety Fracture detection (MYP personal project) compared seven models across five datasets for spotting bone fractures in X-rays, and shipped a Flutter demo app.
- in french, never say die is "didn't drop the potato." lol
Robotics team, CRC MØ-DUEL 2026 I programmed the robot arm for my CEGEP's team. We won 3rd place for the game itself, with Rookie of the Year, Never Say Die and Outstanding Participation awards.
One-off experiments
If not for this section, they would've been forgotten, to be remembered by naught but the void.
- telos cool experiment in harness engineering and model ecology. It's the smallest agent harness I could make. The model gets one tool, Python, and can spawn copies of itself and restart to load its own changes.
- discord-markov a Markov chain built from your own Discord data package, made to speak like you.
- morse beeper Morse beeper for those who don't know morse code. Made for Hack Club's Blackbox.
- biblio-generator a bibliography helper for tired IB MYP students.
- httpcat-bot an unofficial Discord bot for HTTP cat status code images.
- sillycat-worker a tiny serverless experiment in Rust.