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Vector Knowledge Base Roadmap

Future Research Areas

1. Minimizing User Data Retention in Logs

Current State:

  • Application logs contain user query information and API request details
  • Detailed logs are necessary for debugging but may contain sensitive information

Research Objectives:

  • Implement log rotation and automatic purging of old logs
  • Create different logging levels for production vs. development
  • Develop a privacy-focused log sanitizer that removes PII
  • Implement a configurable data retention policy

2. Document De-duplication on Upload

Current State:

  • System allows duplicate PDF uploads without detection
  • Duplicates consume extra storage and embedding resources
  • Search results may contain redundant information

Research Objectives:

  • Develop fingerprinting methods for PDF documents (hash-based or content-based)
  • Implement similarity detection during upload process
  • Create a user-friendly way to handle duplicates (reject, version, or replace)
  • Optimize storage by eliminating redundant embeddings

3. Web Interface Authentication

Current State:

  • API endpoints require API key authentication
  • Web interface lacks user authentication
  • Administrative functions accessible to anyone with access to the deployment URL

Research Objectives:

  • Implement basic auth or more advanced authentication (OAuth, JWT)
  • Create user role system (admin, regular user)
  • Secure sensitive endpoints in the web interface
  • Develop an authentication system that works both in development and production

4. ✅ Installation and Deployment Documentation (Completed)

Completed Work:

  • Created comprehensive installation guides for Linux and Replit environments
  • Documented all required environment variables in README.md
  • Provided detailed deployment scenarios and instructions
  • Added detailed API documentation and usage examples

Document Version: 1.0 Last Updated: March 16, 2025