Ed Stevinson is a machine learning researcher and engineer with nearly a decade of experience, currently pursuing a PhD in mechanisic interpretability focusing on the effect of superposi;on on adversarial examples. His work spans from founding a company to roles at startups and established firms, giving him exposure across all stages of ML development. Above all, he is motivated by theoretically challenging and novel projects, and implementing research as part of a team.