Projects
Things I've built and shipped into the world. Some for fun, some for work, all with love.

Amble
Adaptive conversational language learning
Agentic systems and real-time voice interfaces to deliver personalised learning systems driven by continuous feedback.

Lightnote
Copyright-compliant generative AI for the next generation of creatives
A canvas-based environment to compose fine-tuned generative models spanning multiple media types and built upon artist partnerships.

Podcast Personalisation
Personalised podcast recommendations for 600M+ users
Machine learning systems that powered podcast personalisation by integrating ML research, user insights, product strategy, and engineering.

Digital regulation compliance
AI-powered content moderation systems in compliance with EU law
Led a cross-functional team to ensure Spotify's automated moderation systems were compliant with the EU Digital Services Act (DSA).

AI fairness
Bias mitigation for automated content moderation systems
Published research on model architecture improvements to make LLMs less racially biased in content moderation tasks.