[R] Human oversight PR workflows for AI-generated changes — EU AI Act Article 14 compliance using database version control
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We build Dolt, a version-controlled SQL database that implements Git semantics (branch, merge, diff, commit history) at the table level. One implementation — Nautobot, a network configuration management tool — uses this to support human oversight of AI-generated changes. With EU AI Act Article 14 enforcement set for August 2026, we’ve been documenting how database version control aligns with the regulation’s requirements, and thought you’d find it helpful! Article 14 RequirementsArticle 14 mandates that high-risk AI systems be designed such that humans can:
The ApproachDatabase branching provides a mechanism for staged AI output review. The AI writes proposed changes to an isolated branch. A human reviews the diff against production state, then explicitly merges, rejects, or modifies before any change affects the live system. The FlowThis produces an audit trail containing:
Reversal is handled via I hope you find this helpful for building out systems ahead of the enforcement coming on August 2, 2026. More detail: https://www.dolthub.com/blog/2026-02-02-eu-ai-act/ submitted by /u/DoltHub_Official |