AI tools like Devin are transforming the workflow of designers at Neon by allowing them to directly address UX papercuts, which are minor yet persistent interface issues, without being hindered by development backlogs. Devin facilitates "vibe coding," enabling designers to generate production-ready code and submit pull requests, thus expediting the improvement process and enhancing product quality. Although Devin excels at smaller tasks, it requires more oversight for extensive changes, akin to a junior developer. This capability empowers designers to work alongside engineers more effectively, contributing to a more agile and responsive design system. Additionally, by integrating AI-driven tools like V0 and Lovable, Neon is streamlining its research process, allowing for quicker iterations and more informed decisions, ultimately fostering a collaborative culture where designers are active contributors to product development. Neon’s serverless Postgres database, compatible with AI IDEs and platforms like Replit Agent, further supports this agile environment.