A repository file called the Agent Governance Manifest, linking risk zones, evidence obligations, human confirmation, and review gates, raised exact risk-label recovery from 40.5% to 97.4% in a 75-output controlled test and enabled 45/45 feasible contributor-side packages.
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Making Agent-Mediated Contributions Governable: A Project-Level Governance Manifest for Open-Source AI Collaboration
A repository file called the Agent Governance Manifest, linking risk zones, evidence obligations, human confirmation, and review gates, raised exact risk-label recovery from 40.5% to 97.4% in a 75-output controlled test and enabled 45/45 feasible contributor-side packages.