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xtsong pushed a commit to branch release-0.2
in repository https://gitbox.apache.org/repos/asf/flink-agents.git

commit fd63710893e0646139a62df423427cc1247522a8
Author: youjin <[email protected]>
AuthorDate: Tue Jan 27 10:12:09 2026 +0800

    [doc] Update the documents in the get-started section
---
 docs/content/docs/get-started/installation.md      | 64 +++++++++++++++-------
 .../docs/get-started/quickstart/react_agent.md     | 24 +++-----
 .../docs/get-started/quickstart/workflow_agent.md  | 15 ++---
 3 files changed, 61 insertions(+), 42 deletions(-)

diff --git a/docs/content/docs/get-started/installation.md 
b/docs/content/docs/get-started/installation.md
index 7ed3d4f5..0ca156d5 100644
--- a/docs/content/docs/get-started/installation.md
+++ b/docs/content/docs/get-started/installation.md
@@ -28,27 +28,28 @@ Flink Agents provides both Python and Java APIs to define a 
Flink Agents job.
 The sections below show how to install the required dependencies.
 
 {{< hint warning >}}
-__NOTE:__ To run on flink cluster, Flink-Agents requires flink version be a 
stable release of Flink 1.20.3.
+__NOTE:__ To run on a Flink cluster, Flink-Agents requires a stable release of 
Flink version 1.20.3 or higher. We highly recommend using the **latest stable 
release of your chosen Flink minor version** (e.g., for minor version 2.2, use 
the latest 2.2.x release).
 {{< /hint >}}
 
 ## Install Apache Flink
 
-Before installing Flink Agents, you need to have Apache Flink 1.20.3 installed.
+Before installing Flink Agents, you need to have Apache Flink installed.
 
-Download and extract Flink 1.20.3:
+Download and extract Flink:
 
 ```shell
-# Download Flink 1.20.3: 
https://www.apache.org/dyn/closer.lua/flink/flink-1.20.3/flink-1.20.3-bin-scala_2.12.tgz
-curl -LO 
https://archive.apache.org/dist/flink/flink-1.20.3/flink-1.20.3-bin-scala_2.12.tgz
+# 1. Go to https://flink.apache.org/downloads/ and download the latest stable 
release of your desired Flink version
+# 2. Set the Flink version you downloaded (e.g., 2.2.x)
+export FLINK_VERSION=<version>
 
-# Extract the archive
-tar -xzf flink-1.20.3-bin-scala_2.12.tgz
+# 3. Extract the archive
+tar -xzf flink-${FLINK_VERSION}-bin-scala_2.12.tgz
 
 # Set FLINK_HOME environment variable
-export FLINK_HOME=$(pwd)/flink-1.20.3
+export FLINK_HOME=$(pwd)/flink-${FLINK_VERSION}
 
 # Copy the flink-python JAR from opt to lib (required for PyFlink)
-cp $FLINK_HOME/opt/flink-python-1.20.3.jar $FLINK_HOME/lib/
+cp $FLINK_HOME/opt/flink-python-${FLINK_VERSION}.jar $FLINK_HOME/lib/
 ```
 
 {{< hint info >}}
@@ -64,7 +65,7 @@ cp $FLINK_HOME/opt/flink-python-1.20.3.jar $FLINK_HOME/lib/
   - Unix-like environment (Linux, Mac OS X, Cygwin, or WSL)
   - Git
   - Maven 3
-  - Java 17+ (full functionality), or Java 11+ (some features unavailable)
+  - Java 21+ (full functionality), or Java 11+ (some features unavailable)
 
 ### Java Versions
 
@@ -72,10 +73,10 @@ For running an agent built with **Python API**, you can use 
any Java version 11
 
 When using **Java API**, there are some functionality limitations for earlier 
Java versions, as detailed below:
 
-| Java Version | Limitations                   |
-|--------------|-------------------------------|
-| Java 17+     | No limitations.               |
-| Java 11-16   | MCP supports are unavailable. |
+| Java Version | Limitations            |
+|--------------|------------------------|
+| Java 21+     | No limitations.        |
+| Java 11-20   | Async execution is unavailable. |
 
 ### Set Up Python Environment (Recommended)
 
@@ -117,7 +118,8 @@ __Note:__ This will be available after Flink Agents is 
released.
 Install Flink Agents using pip:
 
 ```shell
-pip install flink-agents
+# Install Flink Agents and Flink Python package
+pip install flink-agents apache-flink==${FLINK_VERSION}
 ```
 
 #### From Source
@@ -126,7 +128,6 @@ pip install flink-agents
 
 ```shell
 git clone https://github.com/apache/flink-agents.git
-cd flink-agents
 ```
 
 **Build and install:**
@@ -134,7 +135,13 @@ cd flink-agents
 Run the build script to build both Java and Python components:
 
 ```shell
+# Install Flink Python package
+pip install apache-flink==${FLINK_VERSION}
+
+# Build Flink Agents
+cd flink-agents
 ./tools/build.sh
+cd ..
 ```
 
 This script will:
@@ -149,7 +156,7 @@ This script will:
 
 After building:
 - The Python package is installed and ready to use
-- The distribution JAR is located at: `dist/target/flink-agents-dist-*.jar`
+- The distribution JAR is located at: 
`dist/flink-${FLINK_VERSION%.*}/target/flink-agents-dist-*.jar`
 
 ## Maven Dependencies (For Java)
 
@@ -253,7 +260,7 @@ The Flink Agents JAR is bundled inside the Python package. 
Use the PYTHONPATH yo
 
 ```shell
 # Copy the JAR from the Python package to Flink's lib directory
-cp $PYTHONPATH/flink_agents/lib/flink-agents-dist-*.jar $FLINK_HOME/lib/
+cp 
$PYTHONPATH/flink_agents/lib/flink-${FLINK_VERSION%.*}/flink-agents-dist-*.jar 
$FLINK_HOME/lib/
 ```
 
 {{< /tab >}}
@@ -263,7 +270,7 @@ After building from source, the distribution JAR is located 
in the `dist/target/
 
 ```shell
 # Copy the JAR to Flink's lib directory
-cp dist/target/flink-agents-dist-*.jar $FLINK_HOME/lib/
+cp dist/flink-${FLINK_VERSION%.*}/target/flink-agents-dist-*.jar 
$FLINK_HOME/lib/
 ```
 {{< /tab >}}
 
@@ -273,7 +280,10 @@ cp dist/target/flink-agents-dist-*.jar $FLINK_HOME/lib/
 
 Once the Java library is installed and PYTHONPATH is configured, you can start 
your Flink cluster or submit jobs:
 
-```shell
+{{< tabs "Start Flink Cluster or Submit Job" >}}
+
+{{< tab "Python" >}}
+```bash
 # Start your Flink cluster
 $FLINK_HOME/bin/start-cluster.sh
 
@@ -281,4 +291,18 @@ $FLINK_HOME/bin/start-cluster.sh
 $FLINK_HOME/bin/flink run -py /path/to/your/job.py
 ```
 
+{{< /tab >}}
+
+{{< tab "Java" >}}
+```bash
+# Start your Flink cluster
+$FLINK_HOME/bin/start-cluster.sh
+
+# Or submit your job directly
+$FLINK_HOME/bin/flink run -c <your.main.class> /path/to/your-job.jar
+```
+{{< /tab >}}
+
+{{< /tabs >}}
+
 See [deployment]({{< ref "docs/operations/deployment" >}}) for more details on 
running Flink Agents jobs.
\ No newline at end of file
diff --git a/docs/content/docs/get-started/quickstart/react_agent.md 
b/docs/content/docs/get-started/quickstart/react_agent.md
index 48cfaff2..1002691f 100644
--- a/docs/content/docs/get-started/quickstart/react_agent.md
+++ b/docs/content/docs/get-started/quickstart/react_agent.md
@@ -167,15 +167,9 @@ review_analysis_res_stream.print()
 // Each element represents a ProductReview.
 DataStream<Row> productReviewStream =
         env.fromSource(
-                        FileSource.forRecordStreamFormat(
-                                        new TextLineFormat(),
-                                        new Path(
-                                                Objects.requireNonNull(
-                                                                
ReActAgentExample.class
-                                                                        
.getClassLoader()
-                                                                        
.getResource(
-                                                                               
 "input_data.txt"))
-                                                        .getPath()))
+                FileSource.forRecordStreamFormat(
+                                new TextLineInputFormat(),
+                                new Path(inputDataFile.getAbsolutePath()))
                                 .monitorContinuously(Duration.ofMinutes(1))
                                 .build(),
                         WatermarkStrategy.noWatermarks(),
@@ -214,7 +208,7 @@ reviewAnalysisResStream.print();
 
 * Unix-like environment (we use Linux, Mac OS X, Cygwin, WSL)
 * Git
-* Java 11
+* Java 11+
 * Python 3.10 or 3.11
 
 ### Preparation
@@ -239,7 +233,7 @@ You can deploy a standalone Flink cluster in your local 
environment with the fol
 {{< tab "Python" >}}
 ```bash
 export PYTHONPATH=$(python -c 'import sysconfig; 
print(sysconfig.get_paths()["purelib"])')
-./flink-1.20.3/bin/start-cluster.sh
+$FLINK_HOME/bin/start-cluster.sh
 ```
 {{< /tab >}}
 
@@ -247,7 +241,7 @@ export PYTHONPATH=$(python -c 'import sysconfig; 
print(sysconfig.get_paths()["pu
 1. Build Flink Agents from source to generate example jar. See 
[installation]({{< ref "docs/get-started/installation" >}}) for more details.
 2. Start the Flink cluster
     ```bash
-    ./flink-1.20.3/bin/start-cluster.sh
+    $FLINK_HOME/bin/start-cluster.sh
     ```
 {{< /tab >}}
 
@@ -256,7 +250,7 @@ You can refer to the [local 
cluster](https://nightlies.apache.org/flink/flink-do
 
 
 {{< hint info >}}
-If you can't navigate to the web UI at [localhost:8081](localhost:8081), you 
can find the reason in `./flink-1.20.3/log`. If the reason is port conflict, 
you can change the port in `./flink-1.20.3/conf/config.yaml`.
+If you can't navigate to the web UI at [localhost:8081](localhost:8081), you 
can find the reason in `$FLINK_HOME/log`. If the reason is port conflict, you 
can change the port in `$FLINK_HOME/conf/config.yaml`.
 {{< /hint >}}
 
 #### Prepare Ollama
@@ -280,13 +274,13 @@ ollama run qwen3:8b
 export PYTHONPATH=$(python -c 'import sysconfig; 
print(sysconfig.get_paths()["purelib"])')
 
 # Run review analysis example
-./flink-1.20.3/bin/flink run -py 
./flink-agents/python/flink_agents/examples/quickstart/react_agent_example.py
+$FLINK_HOME/bin/flink run -py 
./flink-agents/python/flink_agents/examples/quickstart/react_agent_example.py
 ```
 {{< /tab >}}
 
 {{< tab "Java" >}}
 ```bash
-./flink-1.20.3/bin/flink run -c 
org.apache.flink.agents.examples.ReActAgentExample 
./flink-agents/examples/target/flink-agents-examples-$VERSION.jar
+$FLINK_HOME/bin/flink run -c 
org.apache.flink.agents.examples.ReActAgentExample 
./flink-agents/examples/target/flink-agents-examples-$VERSION.jar
 ```
 {{< /tab >}}
 
diff --git a/docs/content/docs/get-started/quickstart/workflow_agent.md 
b/docs/content/docs/get-started/quickstart/workflow_agent.md
index 6dc3282c..45e861d5 100644
--- a/docs/content/docs/get-started/quickstart/workflow_agent.md
+++ b/docs/content/docs/get-started/quickstart/workflow_agent.md
@@ -52,6 +52,7 @@ agents_env = 
AgentsExecutionEnvironment.get_execution_environment(env)
 # and ProductSuggestionAgent.
 agents_env.add_resource(
     "ollama_server",
+    ResourceType.CHAT_MODEL_CONNECTION,
     ollama_server_descriptor,
 )
 ```
@@ -362,7 +363,7 @@ You can deploy a standalone Flink cluster in your local 
environment with the fol
 {{< tab "Python" >}}
 ```bash
 export PYTHONPATH=$(python -c 'import sysconfig; 
print(sysconfig.get_paths()["purelib"])')
-./flink-1.20.3/bin/start-cluster.sh
+$FLINK_HOME/bin/start-cluster.sh
 ```
 {{< /tab >}}
 
@@ -370,7 +371,7 @@ export PYTHONPATH=$(python -c 'import sysconfig; 
print(sysconfig.get_paths()["pu
 1. Build Flink Agents from source to generate example jar. See 
[installation]({{< ref "docs/get-started/installation" >}}) for more details.
 2. Start the Flink cluster
     ```bash
-    ./flink-1.20.3/bin/start-cluster.sh
+    $FLINK_HOME/bin/start-cluster.sh
     ```
 {{< /tab >}}
 
@@ -379,7 +380,7 @@ You can refer to the [local 
cluster](https://nightlies.apache.org/flink/flink-do
 
 
 {{< hint info >}}
-If you can't navigate to the web UI at [localhost:8081](localhost:8081), you 
can find the reason in `./flink-1.20.3/log`. If the reason is port conflict, 
you can change the port in `./flink-1.20.3/conf/config.yaml`.
+If you can't navigate to the web UI at [localhost:8081](localhost:8081), you 
can find the reason in `$FLINK_HOME/log`. If the reason is port conflict, you 
can change the port in `$FLINK_HOME/conf/config.yaml`.
 {{< /hint >}}
 
 #### Prepare Ollama
@@ -403,20 +404,20 @@ ollama run qwen3:8b
 export PYTHONPATH=$(python -c 'import sysconfig; 
print(sysconfig.get_paths()["purelib"])')
 
 # Run review analysis example
-./flink-1.20.3/bin/flink run -py 
./flink-agents/python/flink_agents/examples/quickstart/workflow_single_agent_example.py
+$FLINK_HOME/bin/flink run -py 
./flink-agents/python/flink_agents/examples/quickstart/workflow_single_agent_example.py
 
 # Run product suggestion example
-./flink-1.20.3/bin/flink run -py 
./flink-agents/python/flink_agents/examples/quickstart/workflow_multiple_agent_example.py
+$FLINK_HOME/bin/flink run -py 
./flink-agents/python/flink_agents/examples/quickstart/workflow_multiple_agent_example.py
 ```
 {{< /tab >}}
 
 {{< tab "Java" >}}
 ```bash
 # Run review analysis example
-./flink-1.20.3/bin/flink run -c 
org.apache.flink.agents.examples.WorkflowSingleAgentExample 
./flink-agents/examples/target/flink-agents-examples-$VERSION.jar
+$FLINK_HOME/bin/flink run -c 
org.apache.flink.agents.examples.WorkflowSingleAgentExample 
./flink-agents/examples/target/flink-agents-examples-$VERSION.jar
 
 # Run product suggestion example
-./flink-1.20.3/bin/flink run -c 
org.apache.flink.agents.examples.WorkflowMultipleAgentExample 
./flink-agents/examples/target/flink-agents-examples-$VERSION.jar
+$FLINK_HOME/bin/flink run -c 
org.apache.flink.agents.examples.WorkflowMultipleAgentExample 
./flink-agents/examples/target/flink-agents-examples-$VERSION.jar
 ```
 {{< /tab >}}
 

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