# AI Usage Policy AI assistance is allowed in this repository, but contributors remain fully responsible for the result. ## Expectations - Disclose meaningful AI assistance in pull requests when it materially helped write code, docs, or issue text. - Review and understand everything you submit. - Trim noise. AI-generated content should be edited into concise, relevant, technically accurate work before it reaches issues, discussions, or PRs. - Do not use AI-generated media unless a maintainer has explicitly requested it. ## Maintainer Review Standard Issues, discussions, and pull requests are reviewed by humans. Low-signal, unverified, or obviously unreviewed AI output is likely to be closed or sent back for revision. The problem is not AI tooling itself; the problem is submitting work that the author does not understand. ## Practical Rule If you cannot explain the change, debug a failure in it, or justify the design without asking the AI again, the change is not ready to submit.