Review is the control point for AI-authored code: teams set the sign of AI’s effect through reviewer expertise and process design, not the technology itself.
When ai teammates meet code review: Collaboration signals shaping the integration of agent-authored pull requests,
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In OSS repos that commit AI chat logs, AI use is heavier in smaller, less collaborative projects; chats almost always precede commits, quality signals do not broadly worsen, and developers trust their own AI code more than others'.
citing papers explorer
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3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse
Review is the control point for AI-authored code: teams set the sign of AI’s effect through reviewer expertise and process design, not the technology itself.
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From Conversation to Contribution: Characterizing Coding Agent in Open-Source Software
In OSS repos that commit AI chat logs, AI use is heavier in smaller, less collaborative projects; chats almost always precede commits, quality signals do not broadly worsen, and developers trust their own AI code more than others'.