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Develop Real-time Performance Monitoring Dashboard #41

@JoshuaWink

Description

@JoshuaWink

Related to: US-8-1: Real-time Performance Monitoring
Labels: priority/high, epic/monitoring, type/dashboard
Milestone: Epic 8 - Monitoring & Guardrails

Description:
Create comprehensive real-time monitoring dashboard that provides visibility into model compression processes, performance metrics, and system health.

Acceptance Criteria:

  • Implement real-time metrics collection and aggregation
  • Create interactive visualization dashboard with multiple views
  • Add customizable alerting and notification system
  • Implement historical data analysis and trending
  • Create performance baseline tracking and comparison
  • Add drill-down capabilities for detailed analysis
  • Implement dashboard customization and user preferences
  • Include mobile-responsive design and offline capabilities

Implementation Notes:

  • Use efficient time-series databases for metrics storage
  • Implement streaming analytics for real-time processing
  • Add support for multiple visualization types (charts, graphs, heatmaps)
  • Consider using modern web frameworks for responsive UI

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