# AI assistance Codex has materially assisted with implementation, tests, documentation, and integration work in this project, including the organization and access-control extensions. Assistance is disclosed here rather than repeated in every commit subject. Repository tests, review, and release evidence—not the use of a particular tool—determine readiness. Automated checks do not imply that every line has received independent human review.