Scaling AI Coding from Individuals to Teams: Xiaomi’s Engineering Practices
The article analyzes how Xiaomi’s AI coding initiative boosted individual developer speed but exposed organizational bottlenecks, and describes a three‑layer engineering solution—Unified Workflow (VAF), Code Knowledge Index (VKF), and Collaborative Workbench (eight‑claw)—that lowers entry barriers, builds searchable code knowledge, enables parallel task execution, and preserves team‑wide knowledge for sustainable productivity gains.
