DEJAN's Outreach engine pairs a Red team generator that drafts contextual articles with a cold Blue team detector that flags commercial links, ensuring only natural, undetectable placements reach the content library.

sequenceDiagram
    autonumber
    actor RedTeam as Red Team (Generator)
    actor BlueTeam as Blue Team (Detector)
    participant Library as Content Library

    RedTeam->>BlueTeam: Draft article with money link
    activate BlueTeam
    BlueTeam->>BlueTeam: Evaluate for commercial footprints
    
    alt Pass (Undetected)
        BlueTeam->>Library: Save approved placement
    else Flagged (Commercial intent detected)
        BlueTeam-->>RedTeam: Reject & fold draft
    end
    deactivate BlueTeam

Referenced by