diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index df3eff4bfed..b2f4165615d 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -11,7 +11,8 @@ You can contribute in the following ways:
 
 Please review the org-level [contribution guidelines] for high-level acceptance
 criteria guidance and the [DEVELOPMENT] guide for environment-specific details.
-You should also read the project's [AI Policy] to understand how we approach AI-assisted contributions.
+You should also read the project's [AI Contribution Policy] to understand how we approach
+AI-assisted contributions.
 
 ## API Changes and Additions
 
@@ -42,7 +43,7 @@ reviewed and merged into the codebase.
 
 Our time is limited and PRs making large, unsolicited changes are unlikely to
 get a response. Changes which link to an existing confirmed issue, or which come
-from a "help wanted" issue or other request are more likely to be reviewed.
+from a "help wanted" issue or other request, are more likely to be reviewed.
 
 The smaller and more narrowly focused the changes in a PR are, the easier they
 are to review and potentially merge. If the change only makes sense in some
@@ -90,4 +91,4 @@ and API docs. Improvements are made via PRs to the [documentation repository].
 [keepachangelog]: https://keepachangelog.com/en/1.0.0/
 [Mastodon documentation]: https://docs.joinmastodon.org
 [SECURITY]: SECURITY.md
-[AI Policy]: https://github.com/mastodon/.github/blob/main/AI_POLICY.md
+[AI Contribution Policy]: https://github.com/mastodon/.github/blob/main/AI_POLICY.md
diff --git a/docs/DEVELOPMENT.md b/docs/DEVELOPMENT.md
index cccf8167b62..57b992021d9 100644
--- a/docs/DEVELOPMENT.md
+++ b/docs/DEVELOPMENT.md
@@ -3,7 +3,7 @@
 ## Overview
 
 Before starting local development, read the [CONTRIBUTING] guide to understand
-what changes are desirable and what general processes to use. You should also read the project's [AI Policy] to understand how we approach AI-assisted contributions.
+what changes are desirable and what general processes to use. You should also read the project's [AI Contribution Policy] to understand how we approach AI-assisted contributions.
 
 ## Environments
 
@@ -103,4 +103,4 @@ development environment configured with the software needed for this project.
 [GitHub Codespaces]: https://docs.github.com/en/codespaces
 [Homebrew]: https://brew.sh
 [Mastodon docs]: https://docs.joinmastodon.org/dev/setup/#working-with-emails-in-development
-[AI Policy]: https://github.com/mastodon/.github/blob/main/AI_POLICY.md
+[AI Contribution Policy]: https://github.com/mastodon/.github/blob/main/AI_POLICY.md