I specialize in product design and strategy for human-centered AI systems.

My work spans consumer experiences, operations platforms, and AI training systems-transforming complex workflows into intuitive, scalable products through systems thinking and thoughtful interaction design.

Currently designing the gyms for LLMs @ Handshake AI.