diff --git a/docs/release_notes.md b/docs/release_notes.md
index e6dbdc4d83..d222f977f5 100644
--- a/docs/release_notes.md
+++ b/docs/release_notes.md
@@ -17,27 +17,36 @@ Released on February 10, 2026.
 
 - Memory
   - Introduces APIs and an SDK for developer integration.
-  - Adds Memory extraction log display in the console for improved debugging and tracing.
+  - Outputs Memory extraction log to the console for debugging and tracing.
 - Dataset
-  - Added support for batch management of Metadata.
-  - Renamed "ToC (Table of Contents)" to "PageIndex".
+  - Supports batch metadata management.
+  - Renames "ToC (Table of Contents)" to "PageIndex". See [here](./guides/dataset/extract_table_of_contents.md).
 - Agent
-  - Launches a new Chat-like Agent conversation management interface that retains Sessions and dialogue history.
-  - Introduces a multi-Sandbox mechanism, currently supporting local gVisor and Alibaba Cloud, with compatibility for mainstream Sandbox APIs (configurable in the Admin page).
+  - Launches a new Chat-like Agent conversation management interface that retains sessions and dialogue history.
+  - Introduces a multi-Sandbox mechanism supporting local gVisor and Alibaba Cloud, with compatibility for mainstream Sandbox APIs (configurable in the Admin page).
 - Chat
-  - Adds a new "Thinking" mode and removed the previous "Reasoning" configuration option.
+  - Adds a new "Thinking" mode and removes the previous "Reasoning" configuration option.
   - Optimizes retrieval strategies for deep-research scenarios, enhancing recall accuracy.
 - Admin
-  - Adds support for configuring multiple Admin accounts.
+  - Supports configuring multiple Admin accounts.
 - Model configuration center
   - Adds a model connection test feature when adding new models.
-- Ecosystem
-  - Adds support for OceanBase as a database alternative to MySQL.
-  - Adds support for PaddleOCR-VL.
-- Model
-  - Adds new model support for Kimi 2.5, Stepfun 3, and doubao-embedding-vision, among others.
-- Data sources
-  - Adds new data source integrations for Zendesk, Bitbucket, and others.
+
+### MySQL alternative
+
+- Supports OceanBase as an alternative to MySQL.
+
+### Model support
+
+- Kimi 2.5
+- Stepfun 3
+- doubao-embedding-vision
+- PaddleOCR-VL
+
+### Data sources
+
+- Zendesk
+- Bitbucket
 
 ## v0.23.1