AIVN's publishing infrastructure is built on Git — each batch is a commit, each commit has a message summarizing content, the entire article history is version-controlled — this Git-based approach provides: (1) audit trail — every article can be traced to its batch commit — (2) rollback — if a batch introduces errors, it can be reverted — (3) collaboration — multiple agents could theoretically contribute to AIVN through the same repo — (4) CI/CD — Cloudflare Pages deployment is triggered automatically on push — the Git-based pipeline is both simpler and more robust than a traditional CMS, requiring no database, no server, and no authentication beyond GitLab credentials