User Research → Human Insight

I leverage qualitative and quantitative research to de-risk decisions and uncover what users actually need. It’s how I turn utility into experiences that feel enriching, not just functional.

Systems Design → Clarity at Scale

I align design, engineering, and business from concept to launch. My role: simplify complex systems, facilitate innovation, and make sure every detail ladders up to a coherent experience.

AI Integration → Accelerated Innovation

I integrate AI into personal and team workflows — for creative expression, rapid prototyping, and research synthesis. I’m also training AI systems through evaluation and prompt craft, designing the behavior and judgment of the model itself.