apache · Sxnan · Sep 24, 2025 · Sep 19, 2025
diff --git a/docs/config.toml b/docs/config.toml
@@ -70,10 +70,11 @@ pygmentsUseClasses = true
   contentDir = 'content'
   weight = 1
 
-[languages.zh]
-  languageName = '中文版'
-  contentDir = 'content.zh'
-  weight = 2
+# TODO: Add Chinese support
+# [languages.zh]
+#   languageName = '中文版'
+#   contentDir = 'content.zh'
+#   weight = 2
 
 [module]
 [[module.imports.mounts]]

diff --git a/docs/content/_index.md b/docs/content/_index.md
@@ -27,7 +27,7 @@ under the License.
 {{< columns >}}
 ## Try Flink Agents
 
-If you’re interested in playing around with Flink Agents, check out our [example codes]({{< ref "docs/try-flink-agents/installation" >}}). 
+If you’re interested in playing around with Flink Agents, check out our [example codes]({{< ref "docs/get-started/installation" >}}). 
 It provides a step by step introduction to the APIs and guides you through real applications.
 
 <--->

diff --git a/docs/content/docs/development/_index.md b/docs/content/docs/development/_index.md
@@ -1,9 +1,8 @@
 ---
-title: Development
+title: How to Build an Agent
 icon: <i class="fa fa-code title maindish" aria-hidden="true"></i>
 bold: true
 bookCollapseSection: true
-sectionBreak: true
 weight: 2
 ---
 <!--

diff --git a/docs/content/docs/development/chat_with_llm.md b/docs/content/docs/development/chat_with_llm.md
@@ -0,0 +1,57 @@
+---
+title: Chat with LLM
+weight: 3
+type: docs
+---
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+## ChatModel
+
+{{< hint warning >}}
+**TODO**: What is ChatModel. How to define and ChatModelConnection, and ChatModelSetup. How to reuse ChatModelConnection in ChatModelSetup.
+
+**TODO**: How to send ChatRequestEvent and handle ChatResponseEvent.
+{{< /hint >}}
+
+{{< hint warning >}}
+**TODO**: List of all built-in Model and configuration, Ollama, Tongyi, etc.
+{{< /hint >}}
+
+### Ollama
+
+### Tongyi
+
+## Prompt
+
+{{< hint warning >}}
+**TODO**: What is Prompt. What are the differences between Local Prompt and MCP Prompt.
+{{< /hint >}}
+
+### Local Prompt
+
+{{< hint warning >}}
+**TODO**: How to define and use a Local Prompt.
+{{< /hint >}}
+
+### MCP Prompt
+
+{{< hint warning >}}
+**TODO**: Link to MCP Prompt documentation.
+{{< /hint >}}
diff --git a/docs/content/docs/development/embed_and_vector.md b/docs/content/docs/development/embed_and_vector.md
@@ -0,0 +1,45 @@
+---
+title: Embed and Vector Search
+weight: 4
+type: docs
+---
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+
+## Embedding Model
+
+{{< hint warning >}}
+**TODO**: What is Embedding Model. How to define and use EmbedingModelConnection and EmbedingModelSetup. 
+
+{{< /hint >}}
+
+{{< hint warning >}}
+**TODO**: List of all built-in Embedding Model and configuration.
+{{< /hint >}}
+
+## Vector Store
+
+{{< hint warning >}}
+**TODO**: What is Vector Store. How to define and use VectorStoreConnection and VectorStoreSetup.
+{{< /hint >}}
+
+{{< hint warning >}}
+**TODO**: How to use a Vector Store. List of all built-in Vector Store and configuration.
+{{< /hint >}}
diff --git a/docs/content/docs/development/integrate_with_flink.md b/docs/content/docs/development/integrate_with_flink.md
@@ -0,0 +1,35 @@
+---
+title: Integrate with Flink
+weight: 6
+type: docs
+---
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+## From/To Flink DataStream API
+
+{{< hint warning >}}
+**TODO**: How to integrate with Flink DataStream API.
+{{< /hint >}}
+
+## From/To Flink Table API
+
+{{< hint warning >}}
+**TODO**: How to integrate with Flink Table API.
+{{< /hint >}}
diff --git a/docs/content/docs/development/react_agent.md b/docs/content/docs/development/react_agent.md
@@ -0,0 +1,35 @@
+---
+title: ReAct Agent
+weight: 1
+type: docs
+---
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+## Overview
+
+{{< hint warning >}}
+**TODO**: What is ReAct agent. When to use it.
+{{< /hint >}}
+
+## ReAct Agent Example
+
+{{< hint warning >}}
+**TODO**: Add the quickstart example code here. And briefly explain the code component by component. Link to the detailed documentation for each component, such as ChatModel, Prompt, Tool, etc.
+{{< /hint >}}
diff --git a/docs/content/docs/development/tool_use.md b/docs/content/docs/development/tool_use.md
@@ -0,0 +1,54 @@
+---
+title: Tool Use
+weight: 5
+type: docs
+---
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+
+## Local Function as Tool
+
+{{< hint warning >}}
+**TODO**: How to define and use a Local Function as Tool.
+{{< /hint >}}
+
+## How to Integrate with MCP Server
+
+{{< hint warning >}}
+**TODO**: How to integrate with MCP Server.
+{{< /hint >}}
+
+### MCP Tools
+
+{{< hint warning >}}
+**TODO**: How to use the tools provided by MCP Server.
+{{< /hint >}}
+
+### MCP Prompt
+
+{{< hint warning >}}
+**TODO**: How to use the prompts provided by MCP Server.
+{{< /hint >}}
+
+## Built-in Events for Tool
+
+{{< hint warning >}}
+**TODO**: How to use the built-in events for tool call request and tool call response, such as ToolRequestEvent and ToolResponseEvent.
+{{< /hint >}}