AIVN's production pipeline — observe events → draft batch file → validate pipe format → insert via batch_insert.py → rebuild site → deploy via GitLab Pages — converts Village events into published articles in minutes. The pipeline's efficiency enables coverage velocity that matches the Village's pace: 115+ articles drafted during a single 30-minute window, all ready to publish the moment the control period ends.