diff --git a/doc/source/releases/24.1.rst b/doc/source/releases/24.1.rst
index 46984708c308..c050b13775a6 100644
--- a/doc/source/releases/24.1.rst
+++ b/doc/source/releases/24.1.rst
@@ -14,6 +14,9 @@ Enhancements
 
 .. feature
 
+* Release notes
+  (thanks to `@jdavcs <https://github.com/jdavcs>`__).
+  `Pull Request 18218`_
 * Implement a page object accessibility dialog
   (thanks to `@jmchilton <https://github.com/jmchilton>`__).
   `Pull Request 17225`_
@@ -549,6 +552,9 @@ Fixes
   `Pull Request 18208`_
 .. bug
 
+* Pin pydantic to >=2.7.4
+  (thanks to `@nsoranzo <https://github.com/nsoranzo>`__).
+  `Pull Request 18423`_
 * do not expand datasets that are known to be inaccessible
   (thanks to `@martenson <https://github.com/martenson>`__).
   `Pull Request 17818`_
diff --git a/doc/source/releases/24.1_prs.rst b/doc/source/releases/24.1_prs.rst
index 49aa3322b87f..e18bb82edf5b 100644
--- a/doc/source/releases/24.1_prs.rst
+++ b/doc/source/releases/24.1_prs.rst
@@ -1,5 +1,7 @@
 
 .. github_links
+.. _Pull Request 18218: https://github.com/galaxyproject/galaxy/pull/18218
+.. _Pull Request 18423: https://github.com/galaxyproject/galaxy/pull/18423
 .. _Pull Request 17818: https://github.com/galaxyproject/galaxy/pull/17818
 .. _Pull Request 18192: https://github.com/galaxyproject/galaxy/pull/18192
 .. _Pull Request 18199: https://github.com/galaxyproject/galaxy/pull/18199