Black Acre Case Study #4: Task Assignment at Scale Without Notification Overload

When managers can assign tasks to individuals or entire teams, notification volume explodes fast. An employee getting 40 pings a day stops paying attention. Building a smart notification layer, batching, priority levels, digest schedules that kept people informed without burning them out was a problem that touched both the backend queue system and the UI.