Auto-Seed Admin Controls: Building Governance for an AI Training Pipeline

Kill-switches per pipeline gate, reviewer attribution, admin impersonation audit trails, role-based claim timeouts, and User Dashboard V1 — governance features that turned an AI training prototype into an enterprise product.