Think of an AI system like a modern car. The engineers build the engine to make it fast and powerful. But even the best cars skid. My job is to design the safety mechanisms—like the crumple zones and airbags—that protect the user when the system inevitably makes a mistake. I don't just design the 'Happy Path' where everything goes right; I design the infrastructure that keeps the company safe when things go wrong

My work focuses on how AI systems actually function as patterns — the data, the models, the behaviors, the limits, the risks. I've spent three years deep in accessibility and AI, leading inclusive design for Germany's first BITV-certified government app. That experience taught me that good compliance isn't about meeting minimums; it's about building systems that work for everyone from the start.

I combine research with practical systems thinking. I work across tools, workshops, interviews, and diagrams to map complexity, test assumptions, and figure out what needs to change. It's equal parts detective work and design — I enable the whole team, and work with all stakeholders strategically. Ask "How do you really know people will trust, use and adopt to the solution?"