diff --git a/docs/release_notes.md b/docs/release_notes.md
index e45c34cfe..c55fc7839 100644
--- a/docs/release_notes.md
+++ b/docs/release_notes.md
@@ -7,6 +7,24 @@ slug: /release_notes
 
 Key features, improvements and bug fixes in the latest releases.
 
+
+## v0.23.1
+
+Released on December 31, 2025.
+
+### Fixed issues
+
+- Resolved an issue where the RAGFlow Server would fail to start if an empty memory object existed, and corrected the inability to delete a newly created empty Memory.
+- Improved the stability of memory extraction across all memory types after selection.
+- Fixed MDX file parsing support.
+
+### Data sources
+
+- GitHub
+- Gitlab
+- Asana
+- IMAP
+
 ## v0.23.0
 
 Released on December 27, 2025.