diff --git a/agents/reflection/.gitignore b/agents/reflection/.gitignore
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--- /dev/null
+++ b/agents/reflection/.gitignore
@@ -0,0 +1,35 @@
+HELP.md
+target/
+!.mvn/wrapper/maven-wrapper.jar
+!**/src/main/**/target/
+!**/src/test/**/target/
+
+### STS ###
+.apt_generated
+.classpath
+.factorypath
+.project
+.settings
+.springBeans
+.sts4-cache
+
+### IntelliJ IDEA ###
+.idea
+*.iws
+*.iml
+*.ipr
+
+### NetBeans ###
+/nbproject/private/
+/nbbuild/
+/dist/
+/nbdist/
+/.nb-gradle/
+build/
+!**/src/main/**/build/
+!**/src/test/**/build/
+
+### VS Code ###
+.vscode/
+
+shell.log
\ No newline at end of file
diff --git a/agents/reflection/.mvn/wrapper/maven-wrapper.jar b/agents/reflection/.mvn/wrapper/maven-wrapper.jar
new file mode 100644
index 0000000..c1dd12f
Binary files /dev/null and b/agents/reflection/.mvn/wrapper/maven-wrapper.jar differ
diff --git a/agents/reflection/.mvn/wrapper/maven-wrapper.properties b/agents/reflection/.mvn/wrapper/maven-wrapper.properties
new file mode 100644
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+++ b/agents/reflection/.mvn/wrapper/maven-wrapper.properties
@@ -0,0 +1,2 @@
+distributionUrl=https://repo.maven.apache.org/maven2/org/apache/maven/apache-maven/3.8.4/apache-maven-3.8.4-bin.zip
+wrapperUrl=https://repo.maven.apache.org/maven2/org/apache/maven/wrapper/maven-wrapper/3.1.0/maven-wrapper-3.1.0.jar
diff --git a/agents/reflection/AgentMergeSort.md b/agents/reflection/AgentMergeSort.md
new file mode 100644
index 0000000..282b546
--- /dev/null
+++ b/agents/reflection/AgentMergeSort.md
@@ -0,0 +1,263 @@
+Let's chat!
+
+USER: Generate a Java implementation of the Merge Sort algorithm
+
+## Generation
+
+Certainly! Here's a Java implementation of the Merge Sort algorithm. This implementation includes a `mergeSort` method
+that recursively divides the array and a `merge` method that combines the sorted subarrays:
+
+```java
+public class MergeSort {
+
+    public static void mergeSort(int[] array) {
+        if (array == null || array.length < 2) {
+            return;
+        }
+        mergeSort(array, 0, array.length - 1);
+    }
+
+    private static void mergeSort(int[] array, int left, int right) {
+        if (left < right) {
+            int middle = (left + right) / 2;
+
+            // Recursively sort the two halves
+            mergeSort(array, left, middle);
+            mergeSort(array, middle + 1, right);
+
+            // Merge the sorted halves
+            merge(array, left, middle, right);
+        }
+    }
+
+    private static void merge(int[] array, int left, int middle, int right) {
+        int n1 = middle - left + 1;
+        int n2 = right - middle;
+
+        // Temporary arrays
+        int[] leftArray = new int[n1];
+        int[] rightArray = new int[n2];
+
+        // Copy data to temp arrays
+        System.arraycopy(array, left, leftArray, 0, n1);
+        System.arraycopy(array, middle + 1, rightArray, 0, n2);
+
+        int i = 0, j = 0;
+        int k = left;
+
+        // Merge the temp arrays back into the original array
+        while (i < n1 && j < n2) {
+            if (leftArray[i] <= rightArray[j]) {
+                array[k] = leftArray[i];
+                i++;
+            } else {
+                array[k] = rightArray[j];
+                j++;
+            }
+            k++;
+        }
+
+        // Copy remaining elements of leftArray, if any
+        while (i < n1) {
+            array[k] = leftArray[i];
+            i++;
+            k++;
+        }
+
+        // Copy remaining elements of rightArray, if any
+        while (j < n2) {
+            array[k] = rightArray[j];
+            j++;
+            k++;
+        }
+    }
+
+    public static void main(String[] args) {
+        int[] array = {12, 11, 13, 5, 6, 7};
+        System.out.println("Given Array");
+        printArray(array);
+
+        mergeSort(array);
+
+        System.out.println("\nSorted Array");
+        printArray(array);
+    }
+
+    private static void printArray(int[] array) {
+        for (int value : array) {
+            System.out.print(value + " ");
+        }
+        System.out.println();
+    }
+}
+```
+
+### Explanation:
+
+- **`mergeSort` Method**: This method is the entry point for the sorting process. It checks if the array is null or has
+  less than two elements, in which case it returns immediately. Otherwise, it calls the recursive method that handles
+  sorting.
+
+- **`mergeSort` Recursive Method**: This method divides the array into two halves and recursively sorts each half. It
+  then merges the sorted halves using the `merge` method.
+
+- **`merge` Method**: It combines the two sorted subarrays into a single sorted array. Temporary arrays are used to hold
+  the divided parts, and the merging process ensures elements are placed in the correct order.
+
+- **`printArray` Method**: This utility method is used to print the contents of the array before and after sorting.
+
+This implementation is efficient with a time complexity of O(n log n) and a space complexity of O(n).
+
+## Critique
+
+The Java Merge Sort implementation you provided is well-structured and follows the standard approach for implementing
+this algorithm. However, I have a few recommendations to improve code readability and efficiency:
+
+1. **Variable Naming:**
+    - Consider using clearer variable names for the indices, such as `start`, `end`, and `mid` instead of `left`,
+      `right`, and `middle`. This can improve readability by making it clearer that these indices refer to the start and
+      end of the partitions.
+
+2. **Handling Edge Cases:**
+    - The `mergeSort` method already checks for null or very small arrays, which is good. However, confirm that this
+      check is needed if you assume the input will always be at least partially valid.
+
+3. **Efficiency Consideration:**
+    - The current implementation creates new temporary arrays for each merge operation, which can be inefficient in
+      terms of space. You might consider an approach where a single auxiliary array is used for all merge operations,
+      reducing the space overhead.
+
+4. **Documentation:**
+    - Adding brief comments directly above each method or section of code could help others understand the purpose and
+      functionality of each part more quickly.
+
+5. **Main Method:**
+    - Consider adding more test cases in the `main` method to ensure that the algorithm handles edge cases correctly,
+      such as arrays with duplicate values, already sorted arrays, or arrays with negative numbers.
+
+6. **Code Formatting:**
+    - Ensure consistent use of spaces and indentation, following Java conventions, to improve readability further.
+
+Here is a minor suggestion for the change in variable naming:
+
+```java
+private static void mergeSort(int[] array, int start, int end) {
+    if (start < end) {
+        int mid = (start + end) / 2;
+        mergeSort(array, start, mid);
+        mergeSort(array, mid + 1, end);
+        merge(array, start, mid, end);
+    }
+}
+```
+
+Overall, your implementation is correct and functional. These recommendations are mostly for enhancing code readability
+and potential optimization for space efficiency.
+AGENT: Thank you for the feedback! To incorporate your suggestions, I've made the following improvements to the original
+Java Merge Sort implementation:
+
+1. **Variable Naming**: Changed the variable names for indices to `start`, `end`, and `mid` for clarity.
+2. **Single Auxiliary Array**: Introduced a single auxiliary array to reduce the space overhead during the merge
+   operations.
+3. **Improved Documentation**: Added comments to explain the purpose and functionality of methods and key sections of
+   code.
+4. **Expanded Test Cases**: Included additional test cases in the `main` method to verify the algorithm's robustness
+   against various edge cases.
+
+Here is the revised implementation:
+
+```java
+public class MergeSort {
+
+    public static void mergeSort(int[] array) {
+        if (array == null || array.length < 2) {
+            return;
+        }
+        int[] tempArray = new int[array.length];
+        mergeSort(array, tempArray, 0, array.length - 1);
+    }
+
+    private static void mergeSort(int[] array, int[] tempArray, int start, int end) {
+        if (start < end) {
+            int mid = (start + end) / 2;
+
+            // Recursively sort the two halves
+            mergeSort(array, tempArray, start, mid);
+            mergeSort(array, tempArray, mid + 1, end);
+
+            // Merge the sorted halves
+            merge(array, tempArray, start, mid, end);
+        }
+    }
+
+    private static void merge(int[] array, int[] tempArray, int start, int mid, int end) {
+        // Copy data to temporary array for merging
+        System.arraycopy(array, start, tempArray, start, end - start + 1);
+
+        int leftIndex = start;
+        int rightIndex = mid + 1;
+        int currentIndex = start;
+
+        // Merge the temp arrays back into the original array
+        while (leftIndex <= mid && rightIndex <= end) {
+            if (tempArray[leftIndex] <= tempArray[rightIndex]) {
+                array[currentIndex] = tempArray[leftIndex];
+                leftIndex++;
+            } else {
+                array[currentIndex] = tempArray[rightIndex];
+                rightIndex++;
+            }
+            currentIndex++;
+        }
+
+        // Copy remaining elements of left half, if any
+        while (leftIndex <= mid) {
+            array[currentIndex] = tempArray[leftIndex];
+            leftIndex++;
+            currentIndex++;
+        }
+
+        // No need to copy the right half because it's already in place
+    }
+
+    public static void main(String[] args) {
+        int[][] testCases = {
+                {12, 11, 13, 5, 6, 7},
+                {5, 5, 5, 5, 5, 5},
+                {},
+                {-1, -3, -2, -5, -4},
+                {1, 2, 3, 4, 5, 6},
+                {9, 7, 5, 3, 1, 0}
+        };
+
+        for (int i = 0; i < testCases.length; i++) {
+            System.out.println("Test Case " + (i + 1) + ":");
+            System.out.println("Original Array:");
+            printArray(testCases[i]);
+
+            mergeSort(testCases[i]);
+
+            System.out.println("Sorted Array:");
+            printArray(testCases[i]);
+            System.out.println();
+        }
+    }
+
+    private static void printArray(int[] array) {
+        for (int value : array) {
+            System.out.print(value + " ");
+        }
+        System.out.println();
+    }
+}
+```
+
+### Key Changes:
+
+- **Single Auxiliary Array**: A single temporary array `tempArray` is used throughout the merge process, which reduces
+  the space complexity from O(n log n) to O(n).
+- **Comments**: Added comments to guide through the code's logic, making it easier to understand.
+- **Test Cases**: The `main` method now includes various test cases to ensure the algorithm's effectiveness across
+  different scenarios.
+
+These enhancements should make the code more efficient and understandable.
diff --git a/agents/reflection/JacksonTestAgent.md b/agents/reflection/JacksonTestAgent.md
new file mode 100644
index 0000000..8b0dd5b
--- /dev/null
+++ b/agents/reflection/JacksonTestAgent.md
@@ -0,0 +1,309 @@
+Let's chat!
+
+USER: generate a junit5 test for a Person class that tests for appropriate serialization and deserialization
+##generation
+
+To generate a JUnit 5 test for a `Person` class that tests appropriate serialization and deserialization, we need to assume that the `Person` class implements the `Serializable` interface. Additionally, we'll use Java's built-in serialization mechanisms.
+
+Below is a sample `Person` class and a corresponding JUnit 5 test class that tests the serialization and deserialization process:
+
+### Person.java
+```java
+import java.io.Serializable;
+import java.util.Objects;
+
+public class Person implements Serializable {
+    private static final long serialVersionUID = 1L;
+
+    private String firstName;
+    private String lastName;
+    private int age;
+
+    public Person(String firstName, String lastName, int age) {
+        this.firstName = firstName;
+        this.lastName = lastName;
+        this.age = age;
+    }
+
+    // Getters and setters
+
+    public String getFirstName() {
+        return firstName;
+    }
+
+    public void setFirstName(String firstName) {
+        this.firstName = firstName;
+    }
+
+    public String getLastName() {
+        return lastName;
+    }
+
+    public void setLastName(String lastName) {
+        this.lastName = lastName;
+    }
+
+    public int getAge() {
+        return age;
+    }
+
+    public void setAge(int age) {
+        this.age = age;
+    }
+
+    // Override equals and hashCode for comparison in tests
+
+    @Override
+    public boolean equals(Object o) {
+        if (this == o) return true;
+        if (o == null || getClass() != o.getClass()) return false;
+        Person person = (Person) o;
+        return age == person.age && Objects.equals(firstName, person.firstName) && Objects.equals(lastName, person.lastName);
+    }
+
+    @Override
+    public int hashCode() {
+        return Objects.hash(firstName, lastName, age);
+    }
+}
+```
+
+### PersonTest.java
+```java
+import org.junit.jupiter.api.Test;
+import java.io.*;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+class PersonTest {
+
+    @Test
+    void testSerializationAndDeserialization() {
+        Person originalPerson = new Person("John", "Doe", 30);
+        Person deserializedPerson = null;
+
+        // Serialize the object
+        try (ByteArrayOutputStream byteOutStream = new ByteArrayOutputStream();
+             ObjectOutputStream outStream = new ObjectOutputStream(byteOutStream)) {
+            outStream.writeObject(originalPerson);
+            outStream.flush();
+
+            // Deserialize the object
+            try (ByteArrayInputStream byteInStream = new ByteArrayInputStream(byteOutStream.toByteArray());
+                 ObjectInputStream inStream = new ObjectInputStream(byteInStream)) {
+                deserializedPerson = (Person) inStream.readObject();
+            }
+        } catch (IOException | ClassNotFoundException e) {
+            fail("Exception during serialization/deserialization: " + e.getMessage());
+        }
+
+        // Assert that the original and deserialized objects are equal
+        assertEquals(originalPerson, deserializedPerson, "The deserialized person should be equal to the original person");
+    }
+}
+```
+
+### Explanation
+
+- **Person Class**: This class is serializable and includes basic attributes like first name, last name, and age. It overrides `equals` and `hashCode` for comparison purposes.
+
+- **Test Class**: The `testSerializationAndDeserialization` method in `PersonTest`:
+    - Creates a `Person` object.
+    - Serializes it using `ObjectOutputStream`.
+    - Deserializes it back using `ObjectInputStream`.
+    - Asserts that the original and deserialized `Person` objects are equal, using `assertEquals`.
+
+This test ensures that the `Person` class can be serialized and deserialized correctly, maintaining data integrity.
+##Critique
+
+Here are some recommendations and critiques for the provided content:
+
+1. **Error Handling Improvement**:
+    - Instead of catching and handling exceptions with a `fail` method, consider using `assertThrows` for expected exceptions or add more detailed error handling logic, especially in production code where it's crucial to handle exceptions gracefully.
+
+2. **Code Readability**:
+    - Consider adding comments within the test method to separate the serialization and deserialization logic more clearly. This can help in understanding each step easily.
+
+3. **Testing Edge Cases**:
+    - Add tests for edge cases, such as null values for `firstName` and `lastName`, and negative values or maximum integer value for `age`, to ensure that serialization handles these cases without any issues.
+
+4. **Test Structure**:
+    - While the test correctly checks for equality, consider separating serialization and deserialization into distinct test methods for better modularity and easier debugging if something goes wrong.
+
+5. **Test Coverage**:
+    - Introduce tests for other scenarios like modifying object attributes after deserialization to ensure object integrity and correct behavior of getters and setters.
+
+6. **Java Class Structure**:
+    - Ensure fields in the `Person` class are initialized properly, possibly with default values, to avoid null-related issues during serialization and deserialization.
+
+7. **Use of Modern Java Features**:
+    - Consider using Java's `try-with-resources` more explicitly with braces for better clarity and consistency.
+
+By addressing these points, you can improve the robustness, readability, and coverage of your test code.
+##Critique
+
+<OK>
+
+
+Stop sequence found
+
+
+AGENT: Thank you for the detailed feedback. Let's incorporate your recommendations into a revised version of the code:
+
+### Revised Person.java
+```java
+import java.io.Serializable;
+import java.util.Objects;
+
+public class Person implements Serializable {
+    private static final long serialVersionUID = 1L;
+
+    private String firstName;
+    private String lastName;
+    private int age;
+
+    public Person(String firstName, String lastName, int age) {
+        this.firstName = firstName;
+        this.lastName = lastName;
+        this.age = age;
+    }
+
+    // Getters and setters
+    public String getFirstName() {
+        return firstName;
+    }
+
+    public void setFirstName(String firstName) {
+        this.firstName = firstName;
+    }
+
+    public String getLastName() {
+        return lastName;
+    }
+
+    public void setLastName(String lastName) {
+        this.lastName = lastName;
+    }
+
+    public int getAge() {
+        return age;
+    }
+
+    public void setAge(int age) {
+        this.age = age;
+    }
+
+    // Override equals and hashCode for comparison in tests
+    @Override
+    public boolean equals(Object o) {
+        if (this == o) return true;
+        if (o == null || getClass() != o.getClass()) return false;
+        Person person = (Person) o;
+        return age == person.age && Objects.equals(firstName, person.firstName) && Objects.equals(lastName, person.lastName);
+    }
+
+    @Override
+    public int hashCode() {
+        return Objects.hash(firstName, lastName, age);
+    }
+}
+```
+
+### Revised PersonTest.java
+```java
+import org.junit.jupiter.api.Test;
+import java.io.*;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+class PersonTest {
+
+    @Test
+    void testSerialization() {
+        Person originalPerson = new Person("John", "Doe", 30);
+
+        // Serialize the object
+        byte[] serializedPerson;
+        try (ByteArrayOutputStream byteOutStream = new ByteArrayOutputStream();
+             ObjectOutputStream outStream = new ObjectOutputStream(byteOutStream)) {
+            outStream.writeObject(originalPerson);
+            serializedPerson = byteOutStream.toByteArray();
+        } catch (IOException e) {
+            fail("Serialization failed: " + e.getMessage());
+            return;
+        }
+
+        assertNotNull(serializedPerson, "Serialized person should not be null");
+    }
+
+    @Test
+    void testDeserialization() {
+        Person originalPerson = new Person("John", "Doe", 30);
+        byte[] serializedPerson;
+
+        // Serialize first to get byte array
+        try (ByteArrayOutputStream byteOutStream = new ByteArrayOutputStream();
+             ObjectOutputStream outStream = new ObjectOutputStream(byteOutStream)) {
+            outStream.writeObject(originalPerson);
+            serializedPerson = byteOutStream.toByteArray();
+        } catch (IOException e) {
+            fail("Serialization failed: " + e.getMessage());
+            return;
+        }
+
+        // Deserialize the object
+        Person deserializedPerson;
+        try (ByteArrayInputStream byteInStream = new ByteArrayInputStream(serializedPerson);
+             ObjectInputStream inStream = new ObjectInputStream(byteInStream)) {
+            deserializedPerson = (Person) inStream.readObject();
+        } catch (IOException | ClassNotFoundException e) {
+            fail("Deserialization failed: " + e.getMessage());
+            return;
+        }
+
+        // Assert that the original and deserialized objects are equal
+        assertEquals(originalPerson, deserializedPerson, "Deserialized person should be equal to the original person");
+    }
+
+    @Test
+    void testSerializationWithNullValues() {
+        Person originalPerson = new Person(null, null, 30);
+
+        // Serialize and deserialize
+        byte[] serializedPerson;
+        try (ByteArrayOutputStream byteOutStream = new ByteArrayOutputStream();
+             ObjectOutputStream outStream = new ObjectOutputStream(byteOutStream)) {
+            outStream.writeObject(originalPerson);
+            serializedPerson = byteOutStream.toByteArray();
+        } catch (IOException e) {
+            fail("Serialization failed: " + e.getMessage());
+            return;
+        }
+
+        Person deserializedPerson;
+        try (ByteArrayInputStream byteInStream = new ByteArrayInputStream(serializedPerson);
+             ObjectInputStream inStream = new ObjectInputStream(byteInStream)) {
+            deserializedPerson = (Person) inStream.readObject();
+        } catch (IOException | ClassNotFoundException e) {
+            fail("Deserialization failed: " + e.getMessage());
+            return;
+        }
+
+        // Assert that the original and deserialized objects are equal
+        assertEquals(originalPerson, deserializedPerson, "Deserialized person with null values should be equal to the original person");
+    }
+}
+```
+
+### Key Changes:
+
+1. **Separate Test Methods**: The tests for serialization and deserialization have been separated for better modularity.
+
+2. **Error Handling**: We continue to use `fail` for handling exceptions but ensure detailed messages. `assertThrows` is more suitable for expected exceptions, which isn't the primary focus here.
+
+3. **Code Readability**: Added comments and structured the code for clarity, particularly separating serialization and deserialization steps.
+
+4. **Edge Case Testing**: Added a test for null values in `firstName` and `lastName`.
+
+By addressing your critiques, the revised code offers improved readability, modularity, and coverage.
+
diff --git a/agents/reflection/README.md b/agents/reflection/README.md
new file mode 100644
index 0000000..a52e950
--- /dev/null
+++ b/agents/reflection/README.md
@@ -0,0 +1,114 @@
+# Spring AI Hello World Chat Application
+
+A simple command-line chat application demonstrating Spring AI's ChatClient capabilities with AI models.
+
+It is based on the code in the repository https://github.com/neural-maze/agentic_patterns
+
+## Prerequisites
+- Java 17 or higher
+- Maven
+
+This examples uses OpenAI as the model provider.
+
+Before using the AI commands, make sure you have a developer token from OpenAI.
+
+Create an account at [OpenAI Signup](https://platform.openai.com/signup) and generate the token at [API Keys](https://platform.openai.com/account/api-keys).
+
+The Spring AI project defines a configuration property named `spring.ai.openai.api-key` that you should set to the value of the API key obtained from OpenAI.
+
+Exporting an environment variable is one way to set that configuration property:
+
+```shell
+export SPRING_AI_OPENAI_API_KEY=<INSERT KEY HERE>
+```
+
+
+
+## Running the Application
+1. Clone the repository
+2. Navigate to the project directory
+3. Run the application using Maven wrapper:
+   `./mvnw spring-boot:run`
+
+## Reflection Agent Demo
+This project demonstrates the use of Spring AI to create a self-improving code generation system. The Reflection Agent uses two ChatClient instances in an iterative loop - one for generation and one for critique - to produce high-quality Java code.
+
+## Overview
+The application implements a reflection-based system where the Reflection Agent:
+
+1. Uses a generation `ChatClient` instance to create code based on user prompts
+2. Uses a critique `ChatClient` instance to review the generated code
+3. Iteratively improves the code by feeding critique back to the generation ChatClient
+4. Continues this loop until the critique ChatClient is satisfied with the quality
+
+## Project Structure
+### Main Components
+
+* `Application.java`: The main Spring Boot application that provides the command-line interface
+* `ReflectionAgent.java`: The core component that manages the iteration between generation and critique
+
+
+## How It Works
+
+### Initial Setup
+
+The Reflection Agent creates two `ChatClient` instances:
+
+- **generateChatClient**: For generating Java code based on user requests
+- **critiqueChatClient**: For reviewing and critiquing the generated code
+
+## Generation Process
+
+- **User inputs a request**
+- The **generation ChatClient** creates initial code
+- The **critique ChatClient** reviews the code
+- If improvements are needed, the **generation ChatClient** creates a revised version
+- This continues for up to `maxIterations` or until the **critique ChatClient** approves (`<OK>`)
+- 
+## ChatClient Configurations
+
+- **Generation ChatClient**:
+
+```text
+You are a Java programmer tasked with generating high quality Java code. Your task is to generate the best content possible for the user's request.
+```
+- **Critique ChatClient**:
+```text
+You are tasked with generating critique and recommendations for the user's generated content. If the user content has something wrong or something to be improved, output a list of recommendations and critiques."
+```
+
+## Example Run
+
+In this sample run, the user requested a JUnit 5 test for a `Person` class.  See the file `JacksonTestAgent.md` for the actual output.
+
+### Initial Generation
+
+- The generation `ChatClient` created a basic `Person` class and test class
+- Included serialization/deserialization functionality
+- Implemented basic test cases
+
+### Critique Phase
+
+The critique `ChatClient identified several improvements:
+
+- Better error handling
+- Improved code readability
+- Need for edge case testing
+- Better test structure
+- Expanded test coverage
+- Enhanced Java class structure
+- Modern Java feature usage
+
+### Final Result
+
+The generation `ChatClient` created improved code with:
+
+- Separated test methods for better modularity
+- Enhanced error handling with detailed messages
+- Added edge case testing for null values
+- Improved code structure and readability
+- Better test coverage
+
+## MergeSort
+
+The file `AgentMergeSort.md` shows a similar run to create a merge sort algorithm.
\ No newline at end of file
diff --git a/agents/reflection/mvnw b/agents/reflection/mvnw
new file mode 100755
index 0000000..eb65ff2
--- /dev/null
+++ b/agents/reflection/mvnw
@@ -0,0 +1,305 @@
+#!/bin/sh
+# ----------------------------------------------------------------------------
+# 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.
+# ----------------------------------------------------------------------------
+
+# ----------------------------------------------------------------------------
+# Maven2 Start Up Batch script
+#
+# Required ENV vars:
+# ------------------
+#   JAVA_HOME - location of a JDK home dir
+#
+# Optional ENV vars
+# -----------------
+#   M2_HOME - location of maven2's installed home dir
+#   MAVEN_OPTS - parameters passed to the Java VM when running Maven
+#     e.g. to debug Maven itself, use
+#       set MAVEN_OPTS=-Xdebug -Xrunjdwp:transport=dt_socket,server=y,suspend=y,address=8000
+#   MAVEN_SKIP_RC - flag to disable loading of mavenrc files
+# ----------------------------------------------------------------------------
+
+if [ -z "$MAVEN_SKIP_RC" ] ; then
+
+  if [ -f /etc/mavenrc ] ; then
+    . /etc/mavenrc
+  fi
+
+  if [ -f "$HOME/.mavenrc" ] ; then
+    . "$HOME/.mavenrc"
+  fi
+
+fi
+
+# OS specific support.  $var _must_ be set to either true or false.
+cygwin=false;
+darwin=false;
+mingw=false
+case "`uname`" in
+  CYGWIN*) cygwin=true ;;
+  MINGW*) mingw=true;;
+  Darwin*) darwin=true
+    # Use /usr/libexec/java_home if available, otherwise fall back to /Library/Java/Home
+    # See https://developer.apple.com/library/mac/qa/qa1170/_index.html
+    if [ -z "$JAVA_HOME" ]; then
+      if [ -x "/usr/libexec/java_home" ]; then
+        export JAVA_HOME="`/usr/libexec/java_home`"
+      else
+        export JAVA_HOME="/Library/Java/Home"
+      fi
+    fi
+    ;;
+esac
+
+if [ -z "$JAVA_HOME" ] ; then
+  if [ -r /etc/gentoo-release ] ; then
+    JAVA_HOME=`java-config --jre-home`
+  fi
+fi
+
+if [ -z "$M2_HOME" ] ; then
+  ## resolve links - $0 may be a link to maven's home
+  PRG="$0"
+
+  # need this for relative symlinks
+  while [ -h "$PRG" ] ; do
+    ls=`ls -ld "$PRG"`
+    link=`expr "$ls" : '.*-> \(.*\)$'`
+    if expr "$link" : '/.*' > /dev/null; then
+      PRG="$link"
+    else
+      PRG="`dirname "$PRG"`/$link"
+    fi
+  done
+
+  saveddir=`pwd`
+
+  M2_HOME=`dirname "$PRG"`/..
+
+  # make it fully qualified
+  M2_HOME=`cd "$M2_HOME" && pwd`
+
+  cd "$saveddir"
+  # echo Using m2 at $M2_HOME
+fi
+
+# For Cygwin, ensure paths are in UNIX format before anything is touched
+if $cygwin ; then
+  [ -n "$M2_HOME" ] &&
+    M2_HOME=`cygpath --unix "$M2_HOME"`
+  [ -n "$JAVA_HOME" ] &&
+    JAVA_HOME=`cygpath --unix "$JAVA_HOME"`
+  [ -n "$CLASSPATH" ] &&
+    CLASSPATH=`cygpath --path --unix "$CLASSPATH"`
+fi
+
+# For Mingw, ensure paths are in UNIX format before anything is touched
+if $mingw ; then
+  [ -n "$M2_HOME" ] &&
+    M2_HOME="`(cd "$M2_HOME"; pwd)`"
+  [ -n "$JAVA_HOME" ] &&
+    JAVA_HOME="`(cd "$JAVA_HOME"; pwd)`"
+fi
+
+if [ -z "$JAVA_HOME" ]; then
+  javaExecutable="`which javac`"
+  if [ -n "$javaExecutable" ] && ! [ "`expr \"$javaExecutable\" : '\([^ ]*\)'`" = "no" ]; then
+    # readlink(1) is not available as standard on Solaris 10.
+    readLink=`which readlink`
+    if [ ! `expr "$readLink" : '\([^ ]*\)'` = "no" ]; then
+      if $darwin ; then
+        javaHome="`dirname \"$javaExecutable\"`"
+        javaExecutable="`cd \"$javaHome\" && pwd -P`/javac"
+      else
+        javaExecutable="`readlink -f \"$javaExecutable\"`"
+      fi
+      javaHome="`dirname \"$javaExecutable\"`"
+      javaHome=`expr "$javaHome" : '\(.*\)/bin'`
+      JAVA_HOME="$javaHome"
+      export JAVA_HOME
+    fi
+  fi
+fi
+
+if [ -z "$JAVACMD" ] ; then
+  if [ -n "$JAVA_HOME"  ] ; then
+    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
+      # IBM's JDK on AIX uses strange locations for the executables
+      JAVACMD="$JAVA_HOME/jre/sh/java"
+    else
+      JAVACMD="$JAVA_HOME/bin/java"
+    fi
+  else
+    JAVACMD="`which java`"
+  fi
+fi
+
+if [ ! -x "$JAVACMD" ] ; then
+  echo "Error: JAVA_HOME is not defined correctly." >&2
+  echo "  We cannot execute $JAVACMD" >&2
+  exit 1
+fi
+
+if [ -z "$JAVA_HOME" ] ; then
+  echo "Warning: JAVA_HOME environment variable is not set."
+fi
+
+CLASSWORLDS_LAUNCHER=org.codehaus.plexus.classworlds.launcher.Launcher
+
+# traverses directory structure from process work directory to filesystem root
+# first directory with .mvn subdirectory is considered project base directory
+find_maven_basedir() {
+
+  if [ -z "$1" ]
+  then
+    echo "Path not specified to find_maven_basedir"
+    return 1
+  fi
+
+  basedir="$1"
+  wdir="$1"
+  while [ "$wdir" != '/' ] ; do
+    if [ -d "$wdir"/.mvn ] ; then
+      basedir=$wdir
+      break
+    fi
+    # workaround for JBEAP-8937 (on Solaris 10/Sparc)
+    if [ -d "${wdir}" ]; then
+      wdir=`cd "$wdir/.."; pwd`
+    fi
+    # end of workaround
+  done
+  echo "${basedir}"
+}
+
+# concatenates all lines of a file
+concat_lines() {
+  if [ -f "$1" ]; then
+    echo "$(tr -s '\n' ' ' < "$1")"
+  fi
+}
+
+BASE_DIR=`find_maven_basedir "$(pwd)"`
+if [ -z "$BASE_DIR" ]; then
+  exit 1;
+fi
+
+##########################################################################################
+# Extension to allow automatically downloading the maven-wrapper.jar from Maven-central
+# This allows using the maven wrapper in projects that prohibit checking in binary data.
+##########################################################################################
+if [ -r "$BASE_DIR/.mvn/wrapper/maven-wrapper.jar" ]; then
+    if [ "$MVNW_VERBOSE" = true ]; then
+      echo "Found .mvn/wrapper/maven-wrapper.jar"
+    fi
+else
+    if [ "$MVNW_VERBOSE" = true ]; then
+      echo "Couldn't find .mvn/wrapper/maven-wrapper.jar, downloading it ..."
+    fi
+    if [ "$MVNW_REPOURL" = true]; then
+      jarUrl="$MVNW_REPOURL/io/takari/maven-wrapper/0.5.2/maven-wrapper-0.5.2.jar"
+    else
+      jarUrl="https://repo.maven.apache.org/maven2/io/takari/maven-wrapper/0.5.2/maven-wrapper-0.5.2.jar"
+    fi
+    while IFS="=" read key value; do
+      case "$key" in (wrapperUrl) jarUrl="$value"; break ;;
+      esac
+    done < "$BASE_DIR/.mvn/wrapper/maven-wrapper.properties"
+    if [ "$MVNW_VERBOSE" = true ]; then
+      echo "Downloading from: $jarUrl"
+    fi
+    wrapperJarPath="$BASE_DIR/.mvn/wrapper/maven-wrapper.jar"
+    if $cygwin; then
+      wrapperJarPath=`cygpath --path --windows "$wrapperJarPath"`
+    fi
+
+    if command -v wget > /dev/null; then
+        if [ "$MVNW_VERBOSE" = true ]; then
+          echo "Found wget ... using wget"
+        fi
+        if [ -z "$MVNW_USERNAME" ] || [ -z "$MVNW_PASSWORD" ]; then
+            wget "$jarUrl" -O "$wrapperJarPath"
+        else
+            wget --http-user=$MVNW_USERNAME --http-password=$MVNW_PASSWORD "$jarUrl" -O "$wrapperJarPath"
+        fi
+    elif command -v curl > /dev/null; then
+        if [ "$MVNW_VERBOSE" = true ]; then
+          echo "Found curl ... using curl"
+        fi
+        if [ -z "$MVNW_USERNAME" ] || [ -z "$MVNW_PASSWORD" ]; then
+            curl -o "$wrapperJarPath" "$jarUrl" -f
+        else
+            curl --user $MVNW_USERNAME:$MVNW_PASSWORD -o "$wrapperJarPath" "$jarUrl" -f
+        fi
+        
+    else
+        if [ "$MVNW_VERBOSE" = true ]; then
+          echo "Falling back to using Java to download"
+        fi
+        javaClass="$BASE_DIR/.mvn/wrapper/MavenWrapperDownloader.java"
+        # For Cygwin, switch paths to Windows format before running javac
+        if $cygwin; then
+          javaClass=`cygpath --path --windows "$javaClass"`
+        fi
+        if [ -e "$javaClass" ]; then
+            if [ ! -e "$BASE_DIR/.mvn/wrapper/MavenWrapperDownloader.class" ]; then
+                if [ "$MVNW_VERBOSE" = true ]; then
+                  echo " - Compiling MavenWrapperDownloader.java ..."
+                fi
+                # Compiling the Java class
+                ("$JAVA_HOME/bin/javac" "$javaClass")
+            fi
+            if [ -e "$BASE_DIR/.mvn/wrapper/MavenWrapperDownloader.class" ]; then
+                # Running the downloader
+                if [ "$MVNW_VERBOSE" = true ]; then
+                  echo " - Running MavenWrapperDownloader.java ..."
+                fi
+                ("$JAVA_HOME/bin/java" -cp .mvn/wrapper MavenWrapperDownloader "$MAVEN_PROJECTBASEDIR")
+            fi
+        fi
+    fi
+fi
+##########################################################################################
+# End of extension
+##########################################################################################
+
+export MAVEN_PROJECTBASEDIR=${MAVEN_BASEDIR:-"$BASE_DIR"}
+if [ "$MVNW_VERBOSE" = true ]; then
+  echo $MAVEN_PROJECTBASEDIR
+fi
+MAVEN_OPTS="$(concat_lines "$MAVEN_PROJECTBASEDIR/.mvn/jvm.config") $MAVEN_OPTS"
+
+# For Cygwin, switch paths to Windows format before running java
+if $cygwin; then
+  [ -n "$M2_HOME" ] &&
+    M2_HOME=`cygpath --path --windows "$M2_HOME"`
+  [ -n "$JAVA_HOME" ] &&
+    JAVA_HOME=`cygpath --path --windows "$JAVA_HOME"`
+  [ -n "$CLASSPATH" ] &&
+    CLASSPATH=`cygpath --path --windows "$CLASSPATH"`
+  [ -n "$MAVEN_PROJECTBASEDIR" ] &&
+    MAVEN_PROJECTBASEDIR=`cygpath --path --windows "$MAVEN_PROJECTBASEDIR"`
+fi
+
+WRAPPER_LAUNCHER=org.apache.maven.wrapper.MavenWrapperMain
+
+exec "$JAVACMD" \
+  $MAVEN_OPTS \
+  -classpath "$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.jar" \
+  "-Dmaven.home=${M2_HOME}" "-Dmaven.multiModuleProjectDirectory=${MAVEN_PROJECTBASEDIR}" \
+  ${WRAPPER_LAUNCHER} $MAVEN_CONFIG "$@"
diff --git a/agents/reflection/mvnw.cmd b/agents/reflection/mvnw.cmd
new file mode 100755
index 0000000..4f5150a
--- /dev/null
+++ b/agents/reflection/mvnw.cmd
@@ -0,0 +1,172 @@
+@REM ----------------------------------------------------------------------------
+@REM Licensed to the Apache Software Foundation (ASF) under one
+@REM or more contributor license agreements.  See the NOTICE file
+@REM distributed with this work for additional information
+@REM regarding copyright ownership.  The ASF licenses this file
+@REM to you under the Apache License, Version 2.0 (the
+@REM "License"); you may not use this file except in compliance
+@REM with the License.  You may obtain a copy of the License at
+@REM
+@REM    http://www.apache.org/licenses/LICENSE-2.0
+@REM
+@REM Unless required by applicable law or agreed to in writing,
+@REM software distributed under the License is distributed on an
+@REM "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+@REM KIND, either express or implied.  See the License for the
+@REM specific language governing permissions and limitations
+@REM under the License.
+@REM ----------------------------------------------------------------------------
+
+@REM ----------------------------------------------------------------------------
+@REM Maven2 Start Up Batch script
+@REM
+@REM Required ENV vars:
+@REM JAVA_HOME - location of a JDK home dir
+@REM
+@REM Optional ENV vars
+@REM M2_HOME - location of maven2's installed home dir
+@REM MAVEN_BATCH_ECHO - set to 'on' to enable the echoing of the batch commands
+@REM MAVEN_BATCH_PAUSE - set to 'on' to wait for a key stroke before ending
+@REM MAVEN_OPTS - parameters passed to the Java VM when running Maven
+@REM     e.g. to debug Maven itself, use
+@REM set MAVEN_OPTS=-Xdebug -Xrunjdwp:transport=dt_socket,server=y,suspend=y,address=8000
+@REM MAVEN_SKIP_RC - flag to disable loading of mavenrc files
+@REM ----------------------------------------------------------------------------
+
+@REM Begin all REM lines with '@' in case MAVEN_BATCH_ECHO is 'on'
+@echo off
+@REM set title of command window
+title %0
+@REM enable echoing my setting MAVEN_BATCH_ECHO to 'on'
+@if "%MAVEN_BATCH_ECHO%" == "on"  echo %MAVEN_BATCH_ECHO%
+
+@REM set %HOME% to equivalent of $HOME
+if "%HOME%" == "" (set "HOME=%HOMEDRIVE%%HOMEPATH%")
+
+@REM Execute a user defined script before this one
+if not "%MAVEN_SKIP_RC%" == "" goto skipRcPre
+@REM check for pre script, once with legacy .bat ending and once with .cmd ending
+if exist "%HOME%\mavenrc_pre.bat" call "%HOME%\mavenrc_pre.bat"
+if exist "%HOME%\mavenrc_pre.cmd" call "%HOME%\mavenrc_pre.cmd"
+:skipRcPre
+
+@setlocal
+
+set ERROR_CODE=0
+
+@REM To isolate internal variables from possible post scripts, we use another setlocal
+@setlocal
+
+@REM ==== START VALIDATION ====
+if not "%JAVA_HOME%" == "" goto OkJHome
+
+echo.
+echo Error: JAVA_HOME not found in your environment. >&2
+echo Please set the JAVA_HOME variable in your environment to match the >&2
+echo location of your Java installation. >&2
+echo.
+goto error
+
+:OkJHome
+if exist "%JAVA_HOME%\bin\java.exe" goto init
+
+echo.
+echo Error: JAVA_HOME is set to an invalid directory. >&2
+echo JAVA_HOME = "%JAVA_HOME%" >&2
+echo Please set the JAVA_HOME variable in your environment to match the >&2
+echo location of your Java installation. >&2
+echo.
+goto error
+
+@REM ==== END VALIDATION ====
+
+:init
+
+@REM Find the project base dir, i.e. the directory that contains the folder ".mvn".
+@REM Fallback to current working directory if not found.
+
+set MAVEN_PROJECTBASEDIR=%MAVEN_BASEDIR%
+IF NOT "%MAVEN_PROJECTBASEDIR%"=="" goto endDetectBaseDir
+
+set EXEC_DIR=%CD%
+set WDIR=%EXEC_DIR%
+:findBaseDir
+IF EXIST "%WDIR%"\.mvn goto baseDirFound
+cd ..
+IF "%WDIR%"=="%CD%" goto baseDirNotFound
+set WDIR=%CD%
+goto findBaseDir
+
+:baseDirFound
+set MAVEN_PROJECTBASEDIR=%WDIR%
+cd "%EXEC_DIR%"
+goto endDetectBaseDir
+
+:baseDirNotFound
+set MAVEN_PROJECTBASEDIR=%EXEC_DIR%
+cd "%EXEC_DIR%"
+
+:endDetectBaseDir
+
+IF NOT EXIST "%MAVEN_PROJECTBASEDIR%\.mvn\jvm.config" goto endReadAdditionalConfig
+
+@setlocal EnableExtensions EnableDelayedExpansion
+for /F "usebackq delims=" %%a in ("%MAVEN_PROJECTBASEDIR%\.mvn\jvm.config") do set JVM_CONFIG_MAVEN_PROPS=!JVM_CONFIG_MAVEN_PROPS! %%a
+@endlocal & set JVM_CONFIG_MAVEN_PROPS=%JVM_CONFIG_MAVEN_PROPS%
+
+:endReadAdditionalConfig
+
+SET MAVEN_JAVA_EXE="%JAVA_HOME%\bin\java.exe"
+set WRAPPER_JAR="%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.jar"
+set WRAPPER_LAUNCHER=org.apache.maven.wrapper.MavenWrapperMain
+
+set DOWNLOAD_URL="https://repo.maven.apache.org/maven2/io/takari/maven-wrapper/0.5.2/maven-wrapper-0.5.2.jar"
+
+FOR /F "tokens=1,2 delims==" %%A IN ("%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.properties") DO (
+    IF "%%A"=="wrapperUrl" SET DOWNLOAD_URL=%%B
+)
+
+@REM Extension to allow automatically downloading the maven-wrapper.jar from Maven-central
+@REM This allows using the maven wrapper in projects that prohibit checking in binary data.
+if exist %WRAPPER_JAR% (
+    echo Found %WRAPPER_JAR%
+) else (
+	if not "%MVNW_REPOURL%" == "" (
+	  SET DOWNLOAD_URL="%MVNW_REPOURL%/io/takari/maven-wrapper/0.5.2/maven-wrapper-0.5.2.jar"
+	)
+    echo Couldn't find %WRAPPER_JAR%, downloading it ...
+	echo Downloading from: %DOWNLOAD_URL%
+	
+    powershell -Command "&{"^
+		"$webclient = new-object System.Net.WebClient;"^
+		"if (-not ([string]::IsNullOrEmpty('%MVNW_USERNAME%') -and [string]::IsNullOrEmpty('%MVNW_PASSWORD%'))) {"^
+		"$webclient.Credentials = new-object System.Net.NetworkCredential('%MVNW_USERNAME%', '%MVNW_PASSWORD%');"^
+		"}"^
+		"[Net.ServicePointManager]::SecurityProtocol = [Net.SecurityProtocolType]::Tls12; $webclient.DownloadFile('%DOWNLOAD_URL%', '%WRAPPER_JAR%')"^
+		"}"
+    echo Finished downloading %WRAPPER_JAR%
+)
+@REM End of extension
+
+%MAVEN_JAVA_EXE% %JVM_CONFIG_MAVEN_PROPS% %MAVEN_OPTS% %MAVEN_DEBUG_OPTS% -classpath %WRAPPER_JAR% "-Dmaven.multiModuleProjectDirectory=%MAVEN_PROJECTBASEDIR%" %WRAPPER_LAUNCHER% %MAVEN_CONFIG% %*
+if ERRORLEVEL 1 goto error
+goto end
+
+:error
+set ERROR_CODE=1
+
+:end
+@endlocal & set ERROR_CODE=%ERROR_CODE%
+
+if not "%MAVEN_SKIP_RC%" == "" goto skipRcPost
+@REM check for post script, once with legacy .bat ending and once with .cmd ending
+if exist "%HOME%\mavenrc_post.bat" call "%HOME%\mavenrc_post.bat"
+if exist "%HOME%\mavenrc_post.cmd" call "%HOME%\mavenrc_post.cmd"
+:skipRcPost
+
+@REM pause the script if MAVEN_BATCH_PAUSE is set to 'on'
+if "%MAVEN_BATCH_PAUSE%" == "on" pause
+
+if "%MAVEN_TERMINATE_CMD%" == "on" exit %ERROR_CODE%
+
+exit /B %ERROR_CODE%
diff --git a/agents/reflection/pom.xml b/agents/reflection/pom.xml
new file mode 100644
index 0000000..4a44d10
--- /dev/null
+++ b/agents/reflection/pom.xml
@@ -0,0 +1,84 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+	xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
+	<modelVersion>4.0.0</modelVersion>
+	<parent>
+		<groupId>org.springframework.boot</groupId>
+		<artifactId>spring-boot-starter-parent</artifactId>
+		<version>3.3.0</version>
+		<relativePath/> <!-- lookup parent from repository -->
+	</parent>
+	<groupId>com.example</groupId>
+	<artifactId>ai-openai-helloworld</artifactId>
+	<version>0.0.1-SNAPSHOT</version>
+	<name>ai-openai-helloworld</name>
+	<description>Simple AI Application using OpenAPI Service</description>
+	<properties>
+		<java.version>17</java.version>
+	</properties>
+
+	<dependencyManagement>
+		<dependencies>
+			<dependency>
+				<groupId>org.springframework.ai</groupId>
+				<artifactId>spring-ai-bom</artifactId>
+				<version>1.0.0-SNAPSHOT</version>
+				<type>pom</type>
+				<scope>import</scope>
+			</dependency>
+		</dependencies>
+	</dependencyManagement>
+
+	<dependencies>
+		<dependency>
+			<groupId>org.springframework.boot</groupId>
+			<artifactId>spring-boot-starter-web</artifactId>
+		</dependency>
+
+		<dependency>
+			<groupId>org.springframework.boot</groupId>
+			<artifactId>spring-boot-starter-actuator</artifactId>
+		</dependency>
+
+		<dependency>
+			<groupId>org.springframework.ai</groupId>
+			<artifactId>spring-ai-openai-spring-boot-starter</artifactId>
+		</dependency>
+
+		<dependency>
+			<groupId>org.springframework.boot</groupId>
+			<artifactId>spring-boot-starter-test</artifactId>
+			<scope>test</scope>
+		</dependency>
+	</dependencies>
+
+	<build>
+		<plugins>
+			<plugin>
+				<groupId>org.springframework.boot</groupId>
+				<artifactId>spring-boot-maven-plugin</artifactId>
+			</plugin>
+		</plugins>
+	</build>
+
+	<repositories>
+		<repository>
+			<id>spring-milestones</id>
+			<name>Spring Milestones</name>
+			<url>https://repo.spring.io/milestone</url>
+			<snapshots>
+				<enabled>false</enabled>
+			</snapshots>
+		</repository>
+		<repository>
+			<id>spring-snapshots</id>
+			<name>Spring Snapshots</name>
+			<url>https://repo.spring.io/snapshot</url>
+			<releases>
+				<enabled>false</enabled>
+			</releases>
+		</repository>
+	</repositories>
+
+
+</project>
diff --git a/agents/reflection/src/main/java/org/springframework/ai/openai/samples/helloworld/Application.java b/agents/reflection/src/main/java/org/springframework/ai/openai/samples/helloworld/Application.java
new file mode 100644
index 0000000..df63a86
--- /dev/null
+++ b/agents/reflection/src/main/java/org/springframework/ai/openai/samples/helloworld/Application.java
@@ -0,0 +1,32 @@
+package org.springframework.ai.openai.samples.helloworld;
+
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.boot.CommandLineRunner;
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+import org.springframework.context.annotation.Bean;
+
+import java.util.Scanner;
+
+@SpringBootApplication
+public class Application {
+
+    public static void main(String[] args) {
+        SpringApplication.run(Application.class, args);
+    }
+
+    @Bean
+    CommandLineRunner cli(ReflectionAgent reflectionAgent) {
+        return args -> {
+            var scanner = new Scanner(System.in);
+            System.out.println("\nLet's chat!");
+
+            // Generate a Java implementation of the Merge Sort algorithm
+            while (true) {
+                System.out.print("\nUSER: ");
+                System.out.println("AGENT: " +
+                        reflectionAgent.run(scanner.nextLine(), 2));
+            }
+        };
+    }
+}
diff --git a/agents/reflection/src/main/java/org/springframework/ai/openai/samples/helloworld/ReflectionAgent.java b/agents/reflection/src/main/java/org/springframework/ai/openai/samples/helloworld/ReflectionAgent.java
new file mode 100644
index 0000000..a28526d
--- /dev/null
+++ b/agents/reflection/src/main/java/org/springframework/ai/openai/samples/helloworld/ReflectionAgent.java
@@ -0,0 +1,72 @@
+/*
+ * Copyright 2024 - 2024 the original author or authors.
+ *
+ * Licensed 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
+ *
+ * https://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.
+ */
+package org.springframework.ai.openai.samples.helloworld;
+
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.chat.client.advisor.MessageChatMemoryAdvisor;
+import org.springframework.ai.chat.memory.InMemoryChatMemory;
+import org.springframework.ai.chat.model.ChatModel;
+import org.springframework.stereotype.Component;
+
+@Component
+public class ReflectionAgent {
+
+    private final ChatClient generateChatClient;
+
+    private final ChatClient critiqueChatClient;
+
+
+    public ReflectionAgent(ChatModel chatModel) {
+        this.generateChatClient = ChatClient.builder(chatModel)
+                .defaultSystem("""
+                        You are a Java programmer tasked with generating high quality Java code.
+                        Your task is to Generate the best content possible for the user's request. If the user provides critique,
+                        respond with a revised version of your previous attempt.
+                        """)
+                .defaultAdvisors(new MessageChatMemoryAdvisor(new InMemoryChatMemory()))
+                .build();
+
+        this.critiqueChatClient = ChatClient.builder(chatModel)
+                .defaultSystem("""
+                        You are tasked with generating critique and recommendations to the user's generated content.
+                        If the user content has something wrong or something to be improved, output a list of recommendations
+                        and critiques. If the user content is ok and there's nothing to change, output this: <OK>
+                        """)
+                .defaultAdvisors(new MessageChatMemoryAdvisor(new InMemoryChatMemory()))
+                .build();
+    }
+
+    public String run(String userQuestion, int maxIterations) {
+
+        String generation = generateChatClient.prompt(userQuestion).call().content();
+        System.out.println("##generation\n\n" + generation);
+        String critique;
+        for (int i = 0; i < maxIterations; i++) {
+
+            critique = critiqueChatClient.prompt(generation).call().content();
+
+            System.out.println("##Critique\n\n" + critique);
+            if (critique.contains("<OK>")) {
+                System.out.println("\n\nStop sequence found\n\n");
+                break;
+            }
+            generation = generateChatClient.prompt(critique).call().content();
+        }
+        return generation;
+
+    }
+
+}
diff --git a/agents/reflection/src/main/resources/application.yaml b/agents/reflection/src/main/resources/application.yaml
new file mode 100644
index 0000000..0679b3f
--- /dev/null
+++ b/agents/reflection/src/main/resources/application.yaml
@@ -0,0 +1,29 @@
+spring:
+  ai:
+    azure:
+      openai:
+        chat:
+          options:
+            function-callbacks:
+              - name: "functionName1"
+                description: "Description of what function1 does"
+                input-type-schema: |
+                  {
+                    "type": "object",
+                    "properties": {
+                      "param1": {
+                        "type": "string"
+                      }
+                    }
+                  }
+              - name: "functionName2"
+                description: "Description of what function2 does"
+                input-type-schema: |
+                  {
+                    "type": "object",
+                    "properties": {
+                      "param2": {
+                        "type": "integer"
+                      }
+                    }
+                  }
\ No newline at end of file
diff --git a/agents/reflection/src/test/java/org/springframework/ai/openai/samples/helloworld/MergeSort.java b/agents/reflection/src/test/java/org/springframework/ai/openai/samples/helloworld/MergeSort.java
new file mode 100644
index 0000000..e0daf57
--- /dev/null
+++ b/agents/reflection/src/test/java/org/springframework/ai/openai/samples/helloworld/MergeSort.java
@@ -0,0 +1,100 @@
+/*
+ * Copyright 2024 - 2024 the original author or authors.
+ *
+ * Licensed 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
+ *
+ * https://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.
+ */
+package org.springframework.ai.openai.samples.helloworld;
+
+public class MergeSort {
+
+    public static void mergeSort(int[] array) {
+        if (array == null || array.length < 2) {
+            return;
+        }
+        int[] tempArray = new int[array.length];
+        mergeSort(array, tempArray, 0, array.length - 1);
+    }
+
+    private static void mergeSort(int[] array, int[] tempArray, int start, int end) {
+        if (start < end) {
+            int mid = (start + end) / 2;
+
+            // Recursively sort the two halves
+            mergeSort(array, tempArray, start, mid);
+            mergeSort(array, tempArray, mid + 1, end);
+
+            // Merge the sorted halves
+            merge(array, tempArray, start, mid, end);
+        }
+    }
+
+    private static void merge(int[] array, int[] tempArray, int start, int mid, int end) {
+        // Copy data to temporary array for merging
+        System.arraycopy(array, start, tempArray, start, end - start + 1);
+
+        int leftIndex = start;
+        int rightIndex = mid + 1;
+        int currentIndex = start;
+
+        // Merge the temp arrays back into the original array
+        while (leftIndex <= mid && rightIndex <= end) {
+            if (tempArray[leftIndex] <= tempArray[rightIndex]) {
+                array[currentIndex] = tempArray[leftIndex];
+                leftIndex++;
+            } else {
+                array[currentIndex] = tempArray[rightIndex];
+                rightIndex++;
+            }
+            currentIndex++;
+        }
+
+        // Copy remaining elements of left half, if any
+        while (leftIndex <= mid) {
+            array[currentIndex] = tempArray[leftIndex];
+            leftIndex++;
+            currentIndex++;
+        }
+
+        // No need to copy the right half because it's already in place
+    }
+
+    public static void main(String[] args) {
+        int[][] testCases = {
+                {12, 11, 13, 5, 6, 7},
+                {5, 5, 5, 5, 5, 5},
+                {},
+                {-1, -3, -2, -5, -4},
+                {1, 2, 3, 4, 5, 6},
+                {9, 7, 5, 3, 1, 0}
+        };
+
+        for (int i = 0; i < testCases.length; i++) {
+            System.out.println("Test Case " + (i + 1) + ":");
+            System.out.println("Original Array:");
+            printArray(testCases[i]);
+
+            mergeSort(testCases[i]);
+
+            System.out.println("Sorted Array:");
+            printArray(testCases[i]);
+            System.out.println();
+        }
+    }
+
+    private static void printArray(int[] array) {
+        for (int value : array) {
+            System.out.print(value + " ");
+        }
+        System.out.println();
+    }
+}
diff --git a/agents/reflection/src/test/java/org/springframework/ai/openai/samples/helloworld/ResultFromAgentTest.java b/agents/reflection/src/test/java/org/springframework/ai/openai/samples/helloworld/ResultFromAgentTest.java
new file mode 100644
index 0000000..da84b2f
--- /dev/null
+++ b/agents/reflection/src/test/java/org/springframework/ai/openai/samples/helloworld/ResultFromAgentTest.java
@@ -0,0 +1,79 @@
+package org.springframework.ai.openai.samples.helloworld;
+
+import org.junit.jupiter.api.Test;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+class ResultFromAgentTest {
+
+    @Test
+    void testMergeSortWithRandomArray() {
+        int[] array = {12, 11, 13, 5, 6, 7};
+        int[] expected = {5, 6, 7, 11, 12, 13};
+
+        MergeSort.mergeSort(array);
+        assertArrayEquals(expected, array);
+    }
+
+    @Test
+    void testMergeSortWithAllSameElements() {
+        int[] array = {5, 5, 5, 5, 5};
+        int[] expected = {5, 5, 5, 5, 5};
+
+        MergeSort.mergeSort(array);
+        assertArrayEquals(expected, array);
+    }
+
+    @Test
+    void testMergeSortWithEmptyArray() {
+        int[] array = {};
+        int[] expected = {};
+
+        MergeSort.mergeSort(array);
+        assertArrayEquals(expected, array);
+    }
+
+    @Test
+    void testMergeSortWithNegativeNumbers() {
+        int[] array = {-1, -3, -2, -5, -4};
+        int[] expected = {-5, -4, -3, -2, -1};
+
+        MergeSort.mergeSort(array);
+        assertArrayEquals(expected, array);
+    }
+
+    @Test
+    void testMergeSortWithAlreadySortedArray() {
+        int[] array = {1, 2, 3, 4, 5, 6};
+        int[] expected = {1, 2, 3, 4, 5, 6};
+
+        MergeSort.mergeSort(array);
+        assertArrayEquals(expected, array);
+    }
+
+    @Test
+    void testMergeSortWithReverseSortedArray() {
+        int[] array = {9, 7, 5, 3, 1, 0};
+        int[] expected = {0, 1, 3, 5, 7, 9};
+
+        MergeSort.mergeSort(array);
+        assertArrayEquals(expected, array);
+    }
+
+    @Test
+    void testMergeSortWithNullArray() {
+        int[] array = null;
+
+        // Should not throw an exception
+        assertDoesNotThrow(() -> MergeSort.mergeSort(array));
+    }
+
+    @Test
+    void testMergeSortWithSingleElement() {
+        int[] array = {1};
+        int[] expected = {1};
+
+        MergeSort.mergeSort(array);
+        assertArrayEquals(expected, array);
+    }
+}
\ No newline at end of file