The Red team writer uses a grounded model prompt enriched with search tools, property guardrails, and an adversarial evaluation rubric to author articles that seamlessly embed target backlinks without matching promotional footprints.

flowchart LR
    A[Property Brief & Target URL] --> B[Red Team Writer]
    B -->|Article & Embedded Link| C[Dead-Link Pruner]
    C -->|Pruned Content| D[Blue Team Detector]
    D -->|Passed Natural Check| E[Content Library]
    D -->|Promotional Footprint Detected| F[Rejection & Coach]
    F -->|Writing Feedback| B