Modern AI app builders now handle authentication systems, analytics dashboards, database-backed functionality, file handling, background job processing, payment processing, and automated testing — far beyond the initial frontend code generator use case. This evolution requires infrastructure resembling a standard developer workstation capable of installing dependencies, running multiple concurrent services, and preserving workspace state between interactions.