The adversarial simulation functions as an iterative red-blue game where the generator continuously adapts its phrasing against the detector's rubric to ensure external links blend seamlessly into publisher content.

flowchart TD
    A[Target URL & Brief] --> B[Red Team: Generate Article]
    B --> C{Liveness & Co-Link Policy}
    C -->|Invalid| G[Fold Draft]
    C -->|Valid| D[Blue Team: Blind Detector]
    D -->|Target Detected| G
    D -->|Undetected| F[Save to Article Library]