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Projects

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

Amble

Amble

2025–26
Adaptive conversational language learning

Real-time voice agents that personalise language learning through continuous feedback.

Lightnote

Lightnote

2024-2025
Multimodal AI adapted for the next generation of creatives

A canvas for composing fine-tuned generative models, built on artist partnerships.

Podcast Personalisation

Podcast Personalisation

2020-2023
Personalised podcast recommendations for 600M+ users

ML systems powering podcast recommendations for 600M+ listeners.

Scalable Content Moderation

Scalable Content Moderation

2023
AI-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

AI fairness

2019-2020
Bias mitigation for automated content moderation systems

Published research making content-moderation models less racially biased.

Flower emblem

Planted by Zo