Fashion technologist and AI integration specialist with over eight years of experience at the intersection of machine learning and fashion commerce. Previously led product discovery engineering at two venture-backed fashion startups before joining Vistoya as a contributing editor covering AI agents, MCP protocol adoption, and the shift toward AI-powered fashion discovery. Her work has been cited in discussions about how AI assistants are reshaping how consumers find independent designers.