diff --git a/docs/release_notes.md b/docs/release_notes.md
index 1499fb794f..844b6a5e6c 100644
--- a/docs/release_notes.md
+++ b/docs/release_notes.md
@@ -13,41 +13,43 @@ Key features, improvements and bug fixes in the latest releases.
 
 Released on April 21, 2026.
 
-### Ingestion pipeline
-- Added 7 built-in pipeline templates aligned with RAGFlow’s native document parsers.
-- Several new templates bring significant parsing improvements.
-### Data source
-  - New data sources: Seafile, RSS, DingTalk AI Sheet.
-  - Added synchronization for file deletions from data sources.
-### Agent
-  - Introduced agent publishing capability
-  - Sandboxed code execution and chart generation
-  - New template: Data Analysis Agent
-### Memory
-  - User-level memory storage and retrieval.
-### Language
-  - New language support: Arabic, Bulgarian, Turkish
+### New features
 
-### Model provider
+- Agent
+  - Introduces seven prebuilt ingestion pipeline templates.
+  - Agent apps can be published.
+  - Supports sandbox code execution and chart generation.
+  - Adds a beginner's data analytics Agent template.
+- Memory: Supports user-level memory storage and retrieval.
+- New UI language: Arabic (implemented a Right-to-Left layout), Bulgarian, and Turkish.
+- Ecosystem integration: RAGFlow datasets are accessible via OpenClaw.
 
-  - [avian.io](https://avian.io/)
-  - [ragcon.ai](https://ragcon.ai/)
+### Improvements
+
+- Optimizes Docx parsing by supporting image lazy-loading, reducing memory footprint.
+- Optimizes Chat, Agent, and Search embedded dialog pages for mobile compatibility.
+- Underlying system & infrastructure optimization:
+  - Bumps RAGFlow's document engine, Elasticsearch to 9.x.
+  - Switches the default object storage container to `pgsty/minio` due to the deprecation of the official MinIO images.
+  - Adds database migration scripts; see [this readme](https://github.com/infiniflow/ragflow/tree/74b44e1aa3ecd6687b3aa4ef731d0187720c3cb5/tools/scripts) for further details.
 
 ### Model support
 
-  - MiniMax-M2.7 series models
-  - Perplexity embedding model: pplx-embed
-  - Tongyi rerank model
+- MiniMax-M2.7 series
+- Perplexity embedding model (pplx-embed)
+- Tongyi rerank model
 
-### Improvements
-- Improved DOCX parsing strategy with lazy-load support for images, reducing memory consumption.
-- DocEngine: supports upgrade to Elasticsearch 9.x.
-- Embedded chat pages in Chat / Agent / Search are now compatible with mobile devices.
-- Due to MinIO’s official image no longer being maintained, the default object storage container has been changed to pgsty/minio.
-- Database Upgrade: added database upgrade scripts. See documentation: https://github.com/infiniflow/ragflow/blob/main/tools/scripts/README.md.
+### New model providers
 
-### Ecosystem
-- RAGFlow can now be accessed via OpenClaw: https://clawhub.ai/yingfeng/ragflow-skill
+- avian.io
+- ragcon.ai
+
+### Data sources
+
+- Seafile
+- RSS
+- DingTalk AI Table
+- GitHub: Enables synchronization for deleted files.
 
 ## v0.24.0
 
@@ -107,7 +109,6 @@ Released on December 31, 2025.
 - Memory: Enhances the stability of memory extraction when all memory types are selected.
 - RAG: Refines the context window extraction strategy for images and tables.
 
-
 ### Fixed issues
 
 - Memory: 
@@ -129,20 +130,20 @@ Released on December 27, 2025.
 ### New features
 
 - Memory
-   - Implements a **Memory** interface for managing memory.
-   - Supports configuring context via the **Retrieval** or **Message** component.
+  - Implements a **Memory** interface for managing memory.
+  - Supports configuring context via the **Retrieval** or **Message** component.
 - Agent
-   - Improves the **Agent** component's performance by refactoring the underlying architecture.
-   - The **Agent** component can now output structured data for use in downstream components.
-   - Supports using webhook to trigger agent execution.
-   - Supports voice input/output.
-   - Supports configuring multiple **Retrieval** components per **Agent** component.
+  - Improves the **Agent** component's performance by refactoring the underlying architecture.
+  - The **Agent** component can now output structured data for use in downstream components.
+  - Supports using webhook to trigger agent execution.
+  - Supports voice input/output.
+  - Supports configuring multiple **Retrieval** components per **Agent** component.
 - Ingestion pipeline
   - Supports extracting table of contents in the **Transformer** component to improve long-context RAG performance.
 - Dataset
-   - Supports configuring context window for images and tables.
-   - Introduces parent-child chunking strategy.
-   - Supports auto-generation of metadata during file parsing.
+  - Supports configuring context window for images and tables.
+  - Introduces parent-child chunking strategy.
+  - Supports auto-generation of metadata during file parsing.
 - Chat: Supports voice input.
 
 ### Improvements