[LOW] Implement Model Performance Degradation Detection and Alerts

[frankbria]

🎯 Overview

Monitor production model performance and alert when degradation is detected.

✅ Acceptance Criteria

• Performance tracking over time
• Baseline performance comparison
• Degradation threshold configuration
• Automated alerts (email, webhook)
• Performance degradation dashboard
• Root cause analysis suggestions
• Automatic retraining recommendations

🏗️ Technical Requirements

• Backend: PerformanceMonitoringService
• Time-series performance metrics storage
• Alert system integration
• Statistical tests for performance changes
• Endpoints: GET /api/deployments/{id}/performance-history

🏷️ Labels

`low-priority`, `backend`, `monitoring`, `alerts`

⏱️ Estimated Effort

2-3 weeks

[traycerai]

Warning

Rate limit exceeded. Please try after 707 seconds.

[coderabbitai]

📝 CodeRabbit Plan Mode

Generate an implementation plan and prompts that you can use with your favorite coding agent.

• Create Plan

Examples

• Example 1
• Example 2

_{You can configure auto-planning by selecting labels in the issue_enrichment configuration.}

🔗 Similar Issues

Related Issues

• [HIGH] Implement Deployment Monitoring Dashboard #85
• [BLOCKER] Implement Model Versioning and History Tracking System #78
• [BLOCKER] Implement Real-Time Training Monitoring with Progress Visualization #76
• [BLOCKER] Implement Comprehensive Model Evaluation Dashboard with Performance Metrics #79
• [BLOCKER] Implement Error Analysis with Pattern Detection #81

👤 Suggested Assignees

• frankbria

---

🧪 Issue enrichment is currently in open beta.

To disable automatic issue enrichment, add the following to your .coderabbit.yaml:

issue_enrichment:
  auto_enrich:
    enabled: false

💬 Have feedback or questions? Drop into our discord or schedule a call!