Milestone 9 - Enhanced Content Generation

Summary

Add personalization, A/B testing, improved content formatting, and section-level feedback collection.

Timeline

Weeks 19-20

Goal

Enhance content generation with personalization, A/B testing framework, and better formatting.

Deliverables

Content Generation Agent (Enhanced)

• ✅ Personalization System:
  • User preference integration (detail level, focus areas)
  • Tone customization
  • Content length adjustment
  • Section emphasis based on preferences
• ✅ A/B Testing Framework:
  • Variant selection logic
  • Content structure variations
  • Style variations
  • Variant assignment tracking
• ✅ Version Experimentation:
  • A/B testing with different agent versions
  • Run experimental agent versions alongside production version
  • Track which version generated which newsletter variant
  • Compare performance metrics between versions
  • Use AgentExperiment table to track version comparisons
  • Orchestrator can route jobs to experimental versions for testing
  • Version performance metrics stored for analysis
• ✅ Improved Templates:
  • Enhanced HTML email template (responsive design)
  • Better visual formatting
  • Chart data generation for visualizations
  • Dashboard template improvements
• ✅ Section-Level Feedback System:
  • Interactive feedback buttons embedded in each newsletter section
  • Configurable feedback types (Like/Dislike, Useful/Irrelevant, or custom options)
  • Section identification and tracking
  • Feedback API endpoints for collecting user responses
  • Visual feedback confirmation in both email and dashboard views

Database Updates

• ✅ User preferences table (if not already exists)
• ✅ A/B test configuration and results tracking (ABTest table)
• ✅ Section feedback table (sectionId, userId, newsletterId, feedbackType, feedbackValue, timestamp)
• ✅ Feedback analytics tables for tracking section-level engagement
• ✅ Version experimentation tracking (AgentExperiment table - already exists from Milestone 6)
• ✅ Link newsletter variants to agent versions for comparison

Web Dashboard Updates

• ✅ User preferences page (/settings)
• ✅ Preference management UI
• ✅ A/B test results display (admin)
• ✅ Interactive feedback buttons in newsletter view
• ✅ Feedback submission API endpoints
• ✅ Visual feedback confirmation UI

Delivery Agent (Update)

• ✅ Feedback button embedding in email templates
• ✅ Feedback link generation with section identifiers
• ✅ Feedback impression and click tracking
• ✅ Interactive feedback buttons in dashboard newsletter view

Task Timeline

Limitations (Acceptable for This Milestone)

• Basic personalization (no advanced ML-based personalization)
• Simple A/B testing (no statistical analysis yet)
• Limited template variations
• Basic feedback collection (no real-time analytics dashboard yet)
• Feedback analysis will be enhanced in Milestone 12 (Learning Agent)

Success Criteria

• ✅ Personalization reflects user preferences
• ✅ Different users receive different content styles
• ✅ A/B test variants are properly assigned
• ✅ Version experimentation works (experimental versions can run alongside production)
• ✅ Newsletter variants are linked to agent versions for comparison
• ✅ Version performance metrics are tracked in AgentExperiment table
• ✅ Email templates render correctly
• ✅ User preferences are saved and applied
• ✅ Feedback buttons appear in each newsletter section
• ✅ Feedback submissions are successfully recorded
• ✅ Feedback is tracked per section and per user
• ✅ All outputs include agentVersion field for version tracking

Next Steps

After this milestone, content is personalized. Milestone 10 will add advanced data sources (earnings, SEC filings).