diff --git a/.github/release-drafter.yml b/.github/release-drafter.yml
index f82ff8d8..844c244d 100644
--- a/.github/release-drafter.yml
+++ b/.github/release-drafter.yml
@@ -62,10 +62,14 @@ categories:
       label: "patch"
   - type: "version-resolver"
     semver-increment: "patch"
-change-template: "- $TITLE (#$NUMBER) (@$AUTHOR)"
+change-template: "- $TITLE (#$NUMBER) ($AUTHORS)"
 change-title-escapes: '\<*_&'
 
 template: |
   $CHANGES
 
+  ## 🤝 New Contributors
+
+  $NEW_CONTRIBUTORS
+
   **Full Changelog**: https://github.com/$OWNER/$REPOSITORY/compare/$PREVIOUS_TAG...v$RESOLVED_VERSION
diff --git a/AGENTS.md b/AGENTS.md
index 773e3b4a..65f20375 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -41,6 +41,8 @@
 
 ### General
 
+- MUST use the full project name, MQT ProblemSolver, in documentation, code
+  comments, and public text.
 - MUST read and follow `docs/ai_usage.md`. A human must review and understand
   all AI-assisted work. AI assistance must not be used for contributions to
   issues labeled `good first issue`.
diff --git a/docs/contributing.md b/docs/contributing.md
index df76ad3f..8e40a39f 100644
--- a/docs/contributing.md
+++ b/docs/contributing.md
@@ -331,8 +331,7 @@ uvx nox --non-interactive -s docs
 ```
 
 Install the project's native build requirements first. C++ API generation needs
-Doxygen; DD visualizations also need the Graphviz `dot` executable. The session
-manages Python packages, not these system tools.
+Doxygen. The session manages Python packages, not these system tools.
 
 Omit `--non-interactive` to serve the documentation while editing. To check
 external links, run: