Designing AI systems people trust — from experimentation to real-world adoption.

I design and test AI-powered experiences at both enterprise scale and from scratch—focused on what actually works, what breaks, and how people respond in real use.

Through hands-on experiments, I'm learning what it takes to make AI systems not just functional, but trustworthy.