Other things about me

Not core project case studies — signals for how I think and operate outside of work.

TF2 Trading at 15

At 15, I made around £800 trading TF2 items. The strategy was two-pronged: scouting unpriced or mispriced items where the seller didn't know market value and buying them cheap, and running upgrade/downgrade arbitrage — converting between item tiers when the spread was wide enough. I tracked prices manually, watched demand shifts, and learned that most edge disappears fast once it's visible. The discipline was knowing when a trade thesis was wrong and cutting it, not averaging down on a bad buy.

AI Tinkerers Hackathon — Monzo HQ

AI Tinkerers event room with speaker and audience

Built a research-paper graph visualiser at the AI Tinkerers hackathon at Monzo HQ — entered solo, placed 5th out of ~50 teams, and was selected for the final judging presentation.

Geoffrey Hinton Lecture

Geoffrey Hinton speaking at a lecture

Attended a Geoffrey Hinton lecture in Bristol.