Now
Executive Director at Good Data Institute, connecting charities to socially-minded data professionals.
Senior AI Engineer at Heidi Health, building AI to double the world's healthcare capacity.
Before
First employee at Multitudes, where we worked to make equity the default at work.
PhD in optimisation via quantum computing at the University of Melbourne — Instance Space Analysis of Variational Quantum Algorithms.
Writing
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Beyond Benchmarks: Building Evals That Reflect Reality
Dec 2025
Why benchmark scores don't tell you whether a model works for your task — and how to build evals that do.
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Data Ethics & Mitigating Algorithmic Bias
Mar 2025
Where bias enters each stage of the machine-learning lifecycle, and the mitigations that actually help.
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Why Instance Diversity Matters in Quantum Computing Research
Nov 2024
Testing QAOA on narrow instance classes flatters it — Instance Space Analysis shows when it actually works.