Two arXiv Signals: Privacy Metrics Mature as Agentic AI Raises Governance Stakes

Two new arXiv papers highlight a split but related agenda for synthetic data: better privacy measurement and stronger governance for autonomous AI use cases. One proposes a consensus framework for privacy metrics, while the other argues that agentic AI will require new accountability mechanisms around synthetic data.