Selsabeel is a Machine Learning Master's student at KTH driven by a curiosity for how AI can be steered toward societal good. She is particularly interested in parameter-efficient adaptation to help models navigate new, unseen environments, and enjoys working at the intersection of robust models and hands-on engineering, from open-source speech tech for Arabic to RAG systems for sustainable housing.