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Create Context Enhancement Module

Objective: Build context enhancement with user profile integration.

Description: Implement query enhancement based on user history and preferences, integrating user profile data for improved retrieval.

Dependencies: Implement Entity Extraction

Details:

  • Develop logic to enhance queries using user profile information.
  • Integrate with existing retrieval and orchestration modules.
  • Ensure privacy and security of user data.

Status: Done

Test Strategy: Run integration tests with user profiles and verify enhanced retrieval performance.

Context Enhancement Process​

flowchart TD
  Q[Original Query] --> UP[User Profile]
  UP --> QE[Query Enhancement]
  QE --> R[Refined Query]
  R --> O[Retrieval System]

Explanatory Notes​

  • Value: Context enhancement tailors retrieval to user needs, increasing relevance and personalization.
  • User Profiles: Leverage historical data and preferences for smarter query refinement.
  • Best Practices:
    • Protect user data with strong access controls.
    • Log enhancements for transparency and debugging.
    • Test with diverse user scenarios.
  • Integration:
    • Ensure seamless data flow between user profile store and retrieval modules.
    • Validate enhancements with A/B testing or user feedback.