From Rules to the Library Agent

Librarian Agent

From Rules to the Librarian Agent

Before: Rules-based ingestion

  • Multiple rules triggered on File added
  • Logic spread across different rules
  • Risk of duplicate processing
  • Limited visibility into what happened
  • Harder to troubleshoot issues
  • Manual coordination of execution order
  • Higher maintenance effort over time
  • Risk of overwriting user-applied changes
  • Separate setup for AI capabilities

After: Librarian Agent

  • Centralized ingestion handled by the Librarian Agent
  • All ingestion behavior managed in one place
  • Single, consistent processing flow
  • Full visibility via the activity log
  • Clear insight into actions and outcomes
  • Agent follows a fixed, reliable flow
  • Easier to manage and scale
  • Safeguards protect user-applied changes
  • AI-powered enrichment built in

Key takeaway: Move from managing rules to guiding an intelligent agent, for more consistent results, better visibility, and simpler long-term maintenance.