Additional
Useful context outside the main case studies: early trading, hackathon work, and events that shaped how I approach markets and technology.
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Made roughly £800 trading TF2 items by identifying mispriced inventory and exploiting upgrade or downgrade spreads between item tiers. It was early exposure to market inefficiency, position sizing, and how quickly edge disappears once it becomes obvious.
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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.
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Attended Geoffrey Hinton's lecture in Bristol on scaling, representation learning, and the trajectory of modern AI systems.