Before drafting, the Red Team generator directly inspects the target URL using url_context grounding to ensure the chosen anchor text accurately reflects the landing page rather than sounding like generic marketing. The model writes the article from scratch under high thinking effort, actively studying its adversary by splicing the full detection rubric directly into its system prompt alongside custom editorial guidelines.

To blend the link seamlessly into the surrounding copy, the model performs live Google searches to find authentic third-party citations, all while strictly barring mentions or links to banned competitor domains. Once generation finishes, the draft undergoes an automated dead-link pruning pass to ensure all external citations resolve before the adversarial evaluation begins.