Has run product and technology at Spotify since 2009, building the recommendation systems that made Discover Weekly a cultural artifact. Came from hardware — founded Kenet Works, a mobile startup acquired by Yahoo — and argues that the hard part of consumer AI is not the model but the feedback loop between what people say they want and what they actually play.