Adopting AI governance policies in open source projects is associated with more AI disclosure, more maintainer engagement, and better code quality metrics, but the causal estimates rest on measurement and identification assumptions that are partly circular.
Pull request gov- ernance in open source communities,
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Making AI Visible, Not Vanished: How AI Policies Reshape Developer Experience on GitHub
Adopting AI governance policies in open source projects is associated with more AI disclosure, more maintainer engagement, and better code quality metrics, but the causal estimates rest on measurement and identification assumptions that are partly circular.