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

Amble
2025–26Adaptive conversational language learning
Real-time voice agents that personalise language learning through continuous feedback.

Lightnote
2024-2025Multimodal AI adapted for the next generation of creatives
A canvas for composing fine-tuned generative models, built on artist partnerships.

Podcast Personalisation
2020-2023Personalised podcast recommendations for 600M+ users
ML systems powering podcast recommendations for 600M+ listeners.

Scalable Content Moderation
2023AI-powered content moderation systems in compliance with EU law
Led a team to bring Spotify's moderation systems in line with the EU Digital Services Act.

AI fairness
2019-2020Bias mitigation for automated content moderation systems
Published research making content-moderation models less racially biased.