This is a demo: a UI playground with mock roster and streaming data, not a live product. It's built to stress project-style surfaces: dashboards, chat blocks, and artifact panels, and to see how dense music-industry layouts read when rich responses stack together. The point is interface and composition, playing with chrome and artifacts, not real analytics.