The architecture pits a Red Team writer prompted with grounding tools to organically embed a client's target link against a zero-temperature Blue Team detector prompted to identify commercial placements, using an automated pipeline that prunes dead citations and enforces competitor domain bans before saving passing drafts.
flowchart TD
subgraph Red_Team [Red Team: Writer]
A[Client Target URL and Brief] --> B[Grounded LLM Writer]
B --> C[Draft Article with Link]
end
subgraph Validation [Automated Validation]
C --> D[Dead Link Pruning]
D --> E{Domain Ban Check}
E -->|Violates Ban| F[Rejected: Banned Link]
end
subgraph Blue_Team [Blue Team: Detector]
E -->|Clean Draft| G[Zero-Temp Evaluator]
G --> H{Placement Detected?}
H -->|Yes| I[Rejected: Flagged]
H -->|No| J[Saved to Content Library]
end