In this setup, the Red Team writer is explicitly fed the detector's full rubric, enabling it to anticipate how an evaluator flags inorganic "money links" versus authoritative supporting citations. The Blue Team agent then evaluates the finished draft cold—without knowing the intended target URL—to classify link naturalness based on sentence context and anchor phrasing. Only candidate articles where the target link completely evades detection earn a passed verdict and enter the content library, while flagged drafts are automatically folded.