About

Sydney based, eight years across finance and insights, now working on production GenAI products. I work out what an AI tool should do, prove it does it, then ship it so it holds up in real use. Currently partway through an MBA (Finance) at UNSW. Off the clock it's Formula 1, mostly for the strategy and the data.

Why AI? Years abroad taught me that the same tool can transform one economy and barely touch another. What decides it isn't who can build the most, but who works out what's worth building and proves it pays off. A technology that can read, write, and reason makes that the problem I most want to work on.

The four projects share one rule: every number is real and measured. Lessons move between them: what I learned making Kale Bot stick to its sources now powers Second Brain's search, and grading the F1 model taught me to check my own numbers everywhere else.