Fix release.rst toctree titles and improve pre-commit hook message

Co-authored-by: leofang <5534781+leofang@users.noreply.github.com>

Author: Copilot

.pre-commit-config.yaml

@@ -34,7 +34,7 @@ repos:
       - id: no-markdown-in-docs-source
         name: Prevent markdown files in docs/source directories
         entry: bash -c
-        args: ['if find . -path "*/docs/source/*.md" -not -path "./docs/README.md" | grep -q .; then echo "ERROR: Markdown files found in docs/source/ directories. Use reStructuredText (.rst) instead."; exit 1; fi']
+        args: ['if find . -path "*/docs/source/*.md" -not -path "./docs/README.md" | grep -q .; then echo "ERROR: Markdown files found in docs/source/ directories. Use reST (.rst) instead."; exit 1; fi']
         language: system
         pass_filenames: false
         always_run: true

cuda_python/docs/source/release.rst

@@ -6,15 +6,15 @@ Release Notes
 
 .. toctree::
    :maxdepth: 3
-   
-   release/13.0.1-notes
-   release/13.0.0-notes
-   release/12.9.2-notes
-   release/12.9.1-notes
-   release/12.9.0-notes
-   release/12.8.0-notes
-   release/12.6.2-notes
-   release/12.6.1-notes
-   release/11.8.7-notes
-   release/11.8.6-notes
+
+   13.0.1 <release/13.0.1-notes.rst>
+   13.0.0 <release/13.0.0-notes.rst>
+   12.9.2 <release/12.9.2-notes.rst>
+   12.9.1 <release/12.9.1-notes.rst>
+   12.9.0 <release/12.9.0-notes.rst>
+   12.8.0 <release/12.8.0-notes.rst>
+   12.6.2 <release/12.6.2-notes.rst>
+   12.6.1 <release/12.6.1-notes.rst>
+   11.8.7 <release/11.8.7-notes.rst>
+   11.8.6 <release/11.8.6-notes.rst>