DEJAN's red/blue team evaluation loop pairs a Red Team writer agent that crafts natural, contextually grounded articles containing a target backlink against an adversarial Blue Team detector agent that analyzes the draft blind to identify the commercial link, automatically discarding drafts that fail detection, contain broken citations, or reference restricted domains.
sequenceDiagram
autonumber
participant Red as Red Team Writer
participant Prune as Dead-Link Pruner
participant Ban as Policy Filter
participant Blue as Blue Team Detector
participant Lib as Content Library
participant Fold as Folded Queue
Red->>Prune: Draft with target link
alt Broken Citations Found
Prune->>Prune: Unwrap URLs to text
end
Prune->>Ban: Cleaned draft
alt Banned Domain Present
Ban->>Fold: Drop draft (banned-link)
else Policy Clean
Ban->>Blue: Blind review draft
alt Target Link Detected
Blue->>Fold: Drop draft (detected)
else Missing Target Link
Blue->>Fold: Drop draft (no-link)
else Undetected and Natural
Blue->>Lib: Save draft (passed)
end
endReferenced by