Computer scientist and psychologist exploring how both fields can contribute to human-centered AI. My research investigates how heterogeneous and multimodal data can be transformed into contextual, evidence-aware knowledge graphs that support transparent and task-oriented AI systems. I am particularly interested in selective human-AI collaboration that keeps domain experts in control, supports knowledge refinement, and focuses human attention on decisions where their expertise matters most.