Proactive Assistant Engine orchestrates real-time notifications and recommendations by ingesting calendar events, screen time patterns, and system status into a multi-stage processing pipeline. The architecture routes inputs through an Event Scheduler, Reminder Generator, Alert System, and Recommendation Engine, each handling distinct responsibilities in the notification workflow. This modular design enables personalized, context-aware alerts delivered via notifications, voice alerts, and dashboard suggestions through a Flask UI and Voice Engine. Engineers can fork this diagram to customize processing stages, integrate additional data sources, or adapt output channels for their specific use case.