With a Machine Learning background, Magnus first taxed at using machine learning to optimize network quality. However, he quickly discovered that to optimize network quality, we need a better grasp of what network quality actually is. Since then, Magnus has pioneered both technical and commercial work on the understanding of Latency and Network Quality in general for Domos, Telecom Infra Project, and Broadband Forum.