Added release notes for v0.13.0 (#3691)

### What problem does this PR solve?



### Type of change


- [x] Documentation Update

docker/README.md

@@ -14,7 +14,7 @@
 - **docker-compose.yml**  
   Sets up environment for RAGFlow and its dependencies.
 - **docker-compose-base.yml**  
-  Sets up environment for RAGFlow's dependencies: Elasticsearch, MySQL, MinIO, and Redis.
+  Sets up environment for RAGFlow's dependencies: Elasticsearch/[Infinity](https://github.com/infiniflow/infinity), MySQL, MinIO, and Redis.
 
 ## 🐬 Docker environment variables
 

docs/configurations.md

@@ -32,7 +32,7 @@ docker compose -f docker/docker-compose.yml up -d
 - **docker-compose.yml**  
   Sets up environment for RAGFlow and its dependencies.
 - **docker-compose-base.yml**  
-  Sets up environment for RAGFlow's dependencies: Elasticsearch, MySQL, MinIO, and Redis.
+  Sets up environment for RAGFlow's dependencies: Elasticsearch/[Infinity](https://github.com/infiniflow/infinity), MySQL, MinIO, and Redis.
 
 ## Docker environment variables
 

docs/guides/_category_.json

@@ -1,6 +1,6 @@
 {
   "label": "Guides",
-  "position": 2,
+  "position": 3,
   "link": {
     "type": "generated-index",
     "description": "Guides for RAGFlow users and developers."

docs/references/_category_.json

@@ -1,6 +1,6 @@
 {
   "label": "References",
-  "position": 4,
+  "position": 6,
   "link": {
     "type": "generated-index",
     "description": "Miscellaneous References"

docs/references/http_api_reference.md

@@ -2120,7 +2120,7 @@ Failure:
 
 ---
 
-## Create session with an agent
+## Create session with agent
 
 **POST** `/api/v1/agents/{agent_id}/sessions`
 

docs/release_notes.md

@@ -13,7 +13,7 @@ Released on November 26, 2024.
 
 ### New features
 
-- Supports [Infinity](https://github.com/infiniflow/infinity) or Elasticsearch (default) as document engine for vector storage and full-text indexing.
+- Supports [Infinity](https://github.com/infiniflow/infinity) or Elasticsearch (default) as document engine for vector storage and full-text indexing. [#2894](https://github.com/infiniflow/ragflow/pull/2894)
 - Enhances user experience by adding more variables to the Agent and implementing auto-saving.
 - Adds a three-step translation agent template, inspired by [Andrew Ng's translation agent](https://github.com/andrewyng/translation-agent).
 - Adds an SEO-optimized blog writing agent template.
@@ -22,16 +22,60 @@ Released on November 26, 2024.
 - Optimizes term weight calculations, reducing the retrieval time by 50%.
 - Improves task executor monitoring with additional performance indicators.
 - Replaces Redis with Valkey.
-- Adds three new UI languages (contributed by community): Indonesian, Spanish, and Vietnamese.
+- Adds three new UI languages (*contributed by the community*): Indonesian, Spanish, and Vietnamese.
+
+### Compatability changes
+
+As of this release, **service_config.yaml.template** replaces **service_config.yaml** for configuring backend services. Upon Docker container startup, the environment variables defined in this template file are automatically populated and a **service_config.yaml** is auto-generated from it. [#3341](https://github.com/infiniflow/ragflow/pull/3341)
+
+This approach eliminates the need to manually update **service_config.yaml** after making changes to **.env**, facilitating dynamic environment configurations.
+
+:::danger
+Ensure that you [upgrade both your code and Docker image to this release](https://ragflow.io/docs/dev/upgrade_ragflow#upgrade-ragflow-to-the-most-recent-officially-published-release) before trying this new approach.
+:::
 
 ### Related APIs
 
 #### HTTP APIs
 
-- [Create session with agent](https://ragflow.io/docs/dev/http_api_reference#create-session-with-an-agent)
+- [Create session with agent](https://ragflow.io/docs/dev/http_api_reference#create-session-with-agent)
 - [Converse with agent](https://ragflow.io/docs/dev/http_api_reference#converse-with-agent)
 
 #### Python APIs
 
 - [Create session with agent](https://ragflow.io/docs/dev/python_api_reference#create-session-with-agent)
-- [Converse with agent](https://ragflow.io/docs/dev/python_api_reference#create-session-with-agent)
+- [Converse with agent](https://ragflow.io/docs/dev/python_api_reference#create-session-with-agent)
+
+### Documentation
+
+#### Added documents
+
+- [Configurations](https://ragflow.io/docs/dev/configurations)
+- [Manage team members](https://ragflow.io/docs/dev/manage_team_members)
+- [Run health check on RAGFlow's dependencies](https://ragflow.io/docs/dev/run_health_check)
+
+## v0.13.0
+
+- Adds the team management functionality for all users.
+- Updates the Agent UI to improve usability.
+- Adds support for Markdown chunking in the **General** chunk method.
+- Introduces an **invoke** tool within the Agent UI.
+- Integrates support for Dify's knowledge base API.
+- Adds support for GLM4-9B and Yi-Lightning models.
+- Introduces HTTP and Python APIs for dataset management, file management within dataset, and chat assistant management.
+
+:::tip NOTE
+To download RAGFlow's Python SDK:
+
+```bash
+pip install ragflow-sdk==0.13.0
+```
+:::
+
+### Documentation
+
+#### Added documents
+
+- [Acquire a RAGFlow API key](https://ragflow.io/docs/dev/acquire_ragflow_api_key)
+- [HTTP API Reference](https://ragflow.io/docs/dev/http_api_reference)
+- [Python API Reference](https://ragflow.io/docs/dev/python_api_reference)