Soft-Label Governance for Distributional Safety in Multi-Agent Systems

Aizierjiang Aiersilan, Raeli Savitt

Multi-agent AI systems exhibit emergent risks that no single agent produces in isolation. Existing safety frameworks rely on binary classifications of agent behavior, discarding th…