The adversarial architecture operates as an automated pipeline where the Red Team generator writes original articles using Gemini 3.5 Flash equipped with live Google Search, URL context grounding, and high reasoning effort. Red is explicitly supplied with the Blue Team's evaluation rubric and house editorial guidelines, instructing it to naturally weave the target URL into the narrative alongside legitimate supporting citations while avoiding competitor references.

Before the draft reaches detection, an automated validation step executes: it probes every cited link for HTTP liveness, unwrapping dead URLs into plain text so broken links disappear without altering paragraph syntax, and immediately rejects drafts containing prohibited competitor mentions.

The Blue Team evaluator then inspects the cleaned article cold at zero temperature using a structured JSON schema, attempting to isolate whichever link feels like a commercial placement without knowing the target URL beforehand.

A draft only graduates to the content library with a passed status if the target link survived intact and Blue failed to identify it as a paid placement. Any attempts where the link was omitted, detected, or corrupted are categorized with distinct failure verdicts and folded.