Alipay Experience Technology

May 13, 2026 · Frontend Development

Integrating AI‑Generated UI into the Production Pipeline with a Semi‑Supervised Evaluation System

The article presents a comprehensive engineering practice for bringing AI‑generated user interfaces into a production pipeline, detailing challenges such as prompt management, incomplete requirements, design fidelity, and performance, and offering solutions like a prompt IDE, demand rewriting, component detection, style repositories, streaming rendering, caching, and automated quality assessment to achieve observable, iterative UI automation.