Agent skills When workers become ‘skills’: Governance gaps in AI systems Jiahuan Qian, Zhejiang University Lizhi (Kerry) Yu, Central South University PUBLISHED ON: 21 May 2026 As human knowledge becomes reusable “agent skills,” existing governance frameworks may no longer be sufficient to address questions of ownership, rights of use, benefit distribution, and accountability.