Episode Summary:
In this episode of Engineering Choices You Have to Defend, hosted by Nicole Onassis, we sit down with Anya Gerasimchuk, a product and UX leader who has built digital products and led global teams. Anya shares how AI is changing the way design teams build software, develop design systems, and collaborate with engineering.
The conversation explores how a design system originally created for a patient-facing oncology portal struggled to support the growing needs of electronic health records and life sciences products. These applications required more data-rich interfaces for doctors, nurses, and other healthcare professionals. With limited engineering resources, Anya’s team began using AI to generate components and turn requirements into working code, reducing a process that once took six months to just a few months.
Anya explains how AI helps designers gather requirements, build components, and automate updates to design foundations more efficiently. She also emphasizes that AI-generated code still requires careful testing, accessibility considerations, and collaboration with engineering, quality assurance, and product teams to ensure components work reliably in production.
The discussion also explores how AI is changing traditional boundaries between design and engineering. While designers can now take greater ownership of implementation, engineering remains essential for infrastructure, data management, performance, and backend decisions. Anya highlights why user research and understanding customer needs remain critical, even as AI makes software development faster.
Key Takeaways:
- AI allows UX teams to build design system components faster and take greater ownership of implementation
- Clear requirements and strong technical foundations help AI generate more reliable code
- Testing, accessibility, maintainability, and collaboration remain essential for production-ready components
- AI is changing the boundaries between design and engineering, but it does not eliminate the need for engineering expertise
- Faster development creates more opportunities for user research and a deeper understanding of customer needs
Connect with Anya Gerasimchuk:
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"Engineering Choices You Have to Defend explores the real technical decisions behind regulated software, engineering transformation, AI integration, and the systems leaders build to make complex technology work in the real world.
