# AI disclosure

Ouroboros supplied the technical-authority review for this architecture description. Codex reviewed the existing release, challenged its incident-centered framing, implemented the agreed source rewrite, generated the PDF, and verified the publication artifacts. A human supplied the communication goal and publication authority.