From ddca852d258fd72aaef6de42705c59871f0d8519 Mon Sep 17 00:00:00 2001
From: milenasrb <mi.serbinova@gmail.com>
Date: Thu, 28 Nov 2024 15:38:44 +0100
Subject: [PATCH 1/2] update packages

---
 server/intelligence-service/poetry.lock | 1404 +++++++++++------------
 1 file changed, 696 insertions(+), 708 deletions(-)

diff --git a/server/intelligence-service/poetry.lock b/server/intelligence-service/poetry.lock
index 9d3e654f..ab2642c6 100644
--- a/server/intelligence-service/poetry.lock
+++ b/server/intelligence-service/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -13,102 +13,87 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.10.10"
+version = "3.11.8"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 [package.dependencies]
@@ -117,7 +102,8 @@ aiosignal = ">=1.1.2"
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
@@ -670,13 +656,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.6"
+version = "1.0.7"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
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 [[package]]
 name = "jiter"
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+version = "0.8.0"
 description = "Fast iterable JSON parser."
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 [[package]]
@@ -1012,13 +1000,13 @@ langgraph-sdk = ">=0.1.32,<0.2.0"
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.0.2"
+version = "2.0.7"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
 python-versions = "<4.0.0,>=3.9.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1027,13 +1015,13 @@ msgpack = ">=1.1.0,<2.0.0"
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.1.35"
+version = "0.1.40"
 description = "SDK for interacting with LangGraph API"
 optional = false
 python-versions = "<4.0.0,>=3.9.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1043,18 +1031,18 @@ orjson = ">=3.10.1"
 
 [[package]]
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+version = "0.1.147"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
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 [package.dependencies]
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-orjson = ">=3.9.14,<4.0.0"
+orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
 pydantic = [
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@@ -1062,6 +1050,9 @@ pydantic = [
 requests = ">=2,<3"
 requests-toolbelt = ">=1.0.0,<2.0.0"
 
+[package.extras]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
+
 [[package]]
 name = "markdown-it-py"
 version = "3.0.0"
@@ -1399,13 +1390,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.54.0"
+version = "1.55.2"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1423,80 +1414,97 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
 [[package]]
 name = "orjson"
-version = "3.10.11"
+version = "3.10.12"
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 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -2232,33 +2248,34 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
 name = "tqdm"
-version = "4.66.6"
+version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
 [[package]]
 name = "typer"
-version = "0.12.5"
+version = "0.13.1"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2297,20 +2314,20 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.32.0"
+version = "0.32.1"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
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 colorama = {version = ">=0.4", optional = true, markers = "sys_platform == \"win32\" and extra == \"standard\""}
 h11 = ">=0.8"
-httptools = {version = ">=0.5.0", optional = true, markers = "extra == \"standard\""}
+httptools = {version = ">=0.6.3", optional = true, markers = "extra == \"standard\""}
 python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
 uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
@@ -2318,7 +2335,7 @@ watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standar
 websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""}
 
 [package.extras]
-standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "uvloop"
@@ -2373,94 +2390,82 @@ test = ["aiohttp (>=3.10.5)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil",
 
 [[package]]
 name = "watchfiles"
-version = "0.24.0"
+version = "1.0.0"
 description = "Simple, modern and high performance file watching and code reload in python."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -2468,188 +2473,171 @@ anyio = ">=3.0.0"
 
 [[package]]
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+version = "14.1"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
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+    {file = "yarl-1.18.0-cp39-cp39-win32.whl", hash = "sha256:b4095c5019bb889aa866bf12ed4c85c0daea5aafcb7c20d1519f02a1e738f07f"},
+    {file = "yarl-1.18.0-cp39-cp39-win_amd64.whl", hash = "sha256:2d90f2e4d16a5b0915ee065218b435d2ef619dd228973b1b47d262a6f7cd8fa5"},
+    {file = "yarl-1.18.0-py3-none-any.whl", hash = "sha256:dbf53db46f7cf176ee01d8d98c39381440776fcda13779d269a8ba664f69bec0"},
+    {file = "yarl-1.18.0.tar.gz", hash = "sha256:20d95535e7d833889982bfe7cc321b7f63bf8879788fee982c76ae2b24cfb715"},
 ]
 
 [package.dependencies]

From e468492872f83d1f381357a7a8998cca08ed9f40 Mon Sep 17 00:00:00 2001
From: milenasrb <mi.serbinova@gmail.com>
Date: Thu, 28 Nov 2024 17:52:55 +0100
Subject: [PATCH 2/2] update mentor logic

---
 server/application-server/openapi.yaml        |   2 +-
 .../www1/hephaestus/chat/message/Message.java |   2 +-
 .../chat/message/MessageService.java          |  15 +-
 .../model/ChatMessage.java                    | 135 ++++++++++++++++++
 .../model/ChatRequest.java                    |  69 ++++-----
 .../model/ChatResponse.java                   |  63 +++-----
 server/intelligence-service/app/main.py       |  75 ++++++++--
 server/intelligence-service/app/model.py      |  92 ------------
 server/intelligence-service/openapi.yaml      |  35 +++--
 .../app/core/modules/openapi/model/message.ts |   4 +-
 10 files changed, 275 insertions(+), 217 deletions(-)
 create mode 100644 server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatMessage.java
 delete mode 100644 server/intelligence-service/app/model.py

diff --git a/server/application-server/openapi.yaml b/server/application-server/openapi.yaml
index e03f8e72..94356d53 100644
--- a/server/application-server/openapi.yaml
+++ b/server/application-server/openapi.yaml
@@ -534,7 +534,7 @@ components:
         sender:
           type: string
           enum:
-          - SYSTEM
+          - LLM
           - USER
         content:
           type: string
diff --git a/server/application-server/src/main/java/de/tum/in/www1/hephaestus/chat/message/Message.java b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/chat/message/Message.java
index b987620c..4b6bc4f2 100644
--- a/server/application-server/src/main/java/de/tum/in/www1/hephaestus/chat/message/Message.java
+++ b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/chat/message/Message.java
@@ -38,6 +38,6 @@ public class Message {
     private Session session;
 
     public enum MessageSender {
-        SYSTEM, USER
+        LLM, USER
     }
 }
\ No newline at end of file
diff --git a/server/application-server/src/main/java/de/tum/in/www1/hephaestus/chat/message/MessageService.java b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/chat/message/MessageService.java
index 7ae90ea2..4e52b72c 100644
--- a/server/application-server/src/main/java/de/tum/in/www1/hephaestus/chat/message/MessageService.java
+++ b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/chat/message/MessageService.java
@@ -11,7 +11,9 @@
 import de.tum.in.www1.hephaestus.chat.session.SessionRepository;
 import de.tum.in.www1.hephaestus.intelligenceservice.ApiClient;
 import de.tum.in.www1.hephaestus.intelligenceservice.api.DefaultApi;
+import de.tum.in.www1.hephaestus.intelligenceservice.model.ChatMessage;
 import de.tum.in.www1.hephaestus.intelligenceservice.model.ChatRequest;
+
 import de.tum.in.www1.hephaestus.intelligenceservice.model.ChatResponse;
 
 @Service
@@ -61,7 +63,7 @@ public MessageDTO sendMessage(String content, Long sessionId) {
         }
 
         Message systemMessage = new Message();
-        systemMessage.setSender(MessageSender.SYSTEM);
+        systemMessage.setSender(MessageSender.LLM);
         systemMessage.setContent(systemResponse);
         systemMessage.setSession(currentSession);
 
@@ -74,13 +76,16 @@ public MessageDTO sendMessage(String content, Long sessionId) {
     }
 
     private String generateResponse(Long session_id, String messageContent) {
-        ChatRequest chatRequest = new ChatRequest();
-        chatRequest.setSessionId(session_id.toString());
-        chatRequest.setMessageContent(messageContent);
+        List<Message> messages = messageRepository.findBySessionId(session_id);
 
+        ChatRequest chatRequest = new ChatRequest();
+        chatRequest.setMessageHistory(messages.stream()
+                .<ChatMessage>map(message -> new ChatMessage().content(message.getContent()).sender(message.getSender().toString()))
+                .toList());
         try {
             ChatResponse chatResponse = sessionApiClient.chatChatPost(chatRequest);
-            return chatResponse.getMessageContent();
+            return chatResponse.getResponce();
+            
         } catch (Exception e) {
             logger.error("Failed to generate response for message: {}", e.getMessage());
             return null;
diff --git a/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatMessage.java b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatMessage.java
new file mode 100644
index 00000000..5ba86110
--- /dev/null
+++ b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatMessage.java
@@ -0,0 +1,135 @@
+/*
+ * Hephaestus Intelligence Service API
+ * API documentation for the Hephaestus Intelligence Service.
+ *
+ * The version of the OpenAPI document: 0.0.1
+ * Contact: felixtj.dietrich@tum.de
+ *
+ * NOTE: This class is auto generated by OpenAPI Generator (https://openapi-generator.tech).
+ * https://openapi-generator.tech
+ * Do not edit the class manually.
+ */
+
+
+package de.tum.in.www1.hephaestus.intelligenceservice.model;
+
+import java.util.Objects;
+import java.util.Arrays;
+import com.fasterxml.jackson.annotation.JsonInclude;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import com.fasterxml.jackson.annotation.JsonCreator;
+import com.fasterxml.jackson.annotation.JsonTypeName;
+import com.fasterxml.jackson.annotation.JsonValue;
+import com.fasterxml.jackson.annotation.JsonPropertyOrder;
+import com.fasterxml.jackson.annotation.JsonTypeName;
+import org.hibernate.validator.constraints.*;
+
+/**
+ * ChatMessage
+ */
+@JsonPropertyOrder({
+  ChatMessage.JSON_PROPERTY_CONTENT,
+  ChatMessage.JSON_PROPERTY_SENDER
+})
+@jakarta.annotation.Generated(value = "org.openapitools.codegen.languages.JavaClientCodegen", comments = "Generator version: 7.7.0")
+public class ChatMessage {
+  public static final String JSON_PROPERTY_CONTENT = "content";
+  private String content;
+
+  public static final String JSON_PROPERTY_SENDER = "sender";
+  private String sender;
+
+  public ChatMessage() {
+  }
+
+  public ChatMessage content(String content) {
+    
+    this.content = content;
+    return this;
+  }
+
+  /**
+   * Get content
+   * @return content
+   */
+  @jakarta.annotation.Nonnull
+  @JsonProperty(JSON_PROPERTY_CONTENT)
+  @JsonInclude(value = JsonInclude.Include.ALWAYS)
+
+  public String getContent() {
+    return content;
+  }
+
+
+  @JsonProperty(JSON_PROPERTY_CONTENT)
+  @JsonInclude(value = JsonInclude.Include.ALWAYS)
+  public void setContent(String content) {
+    this.content = content;
+  }
+
+  public ChatMessage sender(String sender) {
+    
+    this.sender = sender;
+    return this;
+  }
+
+  /**
+   * Get sender
+   * @return sender
+   */
+  @jakarta.annotation.Nonnull
+  @JsonProperty(JSON_PROPERTY_SENDER)
+  @JsonInclude(value = JsonInclude.Include.ALWAYS)
+
+  public String getSender() {
+    return sender;
+  }
+
+
+  @JsonProperty(JSON_PROPERTY_SENDER)
+  @JsonInclude(value = JsonInclude.Include.ALWAYS)
+  public void setSender(String sender) {
+    this.sender = sender;
+  }
+
+  @Override
+  public boolean equals(Object o) {
+    if (this == o) {
+      return true;
+    }
+    if (o == null || getClass() != o.getClass()) {
+      return false;
+    }
+    ChatMessage chatMessage = (ChatMessage) o;
+    return Objects.equals(this.content, chatMessage.content) &&
+        Objects.equals(this.sender, chatMessage.sender);
+  }
+
+  @Override
+  public int hashCode() {
+    return Objects.hash(content, sender);
+  }
+
+  @Override
+  public String toString() {
+    StringBuilder sb = new StringBuilder();
+    sb.append("class ChatMessage {\n");
+    sb.append("    content: ").append(toIndentedString(content)).append("\n");
+    sb.append("    sender: ").append(toIndentedString(sender)).append("\n");
+    sb.append("}");
+    return sb.toString();
+  }
+
+  /**
+   * Convert the given object to string with each line indented by 4 spaces
+   * (except the first line).
+   */
+  private String toIndentedString(Object o) {
+    if (o == null) {
+      return "null";
+    }
+    return o.toString().replace("\n", "\n    ");
+  }
+
+}
+
diff --git a/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatRequest.java b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatRequest.java
index c2cef448..d90a5909 100644
--- a/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatRequest.java
+++ b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatRequest.java
@@ -20,6 +20,10 @@
 import com.fasterxml.jackson.annotation.JsonCreator;
 import com.fasterxml.jackson.annotation.JsonTypeName;
 import com.fasterxml.jackson.annotation.JsonValue;
+import de.tum.in.www1.hephaestus.intelligenceservice.model.ChatMessage;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.List;
 import com.fasterxml.jackson.annotation.JsonPropertyOrder;
 import com.fasterxml.jackson.annotation.JsonTypeName;
 import org.hibernate.validator.constraints.*;
@@ -28,68 +32,47 @@
  * ChatRequest
  */
 @JsonPropertyOrder({
-  ChatRequest.JSON_PROPERTY_MESSAGE_CONTENT,
-  ChatRequest.JSON_PROPERTY_SESSION_ID
+  ChatRequest.JSON_PROPERTY_MESSAGE_HISTORY
 })
 @jakarta.annotation.Generated(value = "org.openapitools.codegen.languages.JavaClientCodegen", comments = "Generator version: 7.7.0")
 public class ChatRequest {
-  public static final String JSON_PROPERTY_MESSAGE_CONTENT = "message_content";
-  private String messageContent;
-
-  public static final String JSON_PROPERTY_SESSION_ID = "session_id";
-  private String sessionId;
+  public static final String JSON_PROPERTY_MESSAGE_HISTORY = "message_history";
+  private List<ChatMessage> messageHistory = new ArrayList<>();
 
   public ChatRequest() {
   }
 
-  public ChatRequest messageContent(String messageContent) {
+  public ChatRequest messageHistory(List<ChatMessage> messageHistory) {
     
-    this.messageContent = messageContent;
+    this.messageHistory = messageHistory;
     return this;
   }
 
-  /**
-   * Get messageContent
-   * @return messageContent
-   */
-  @jakarta.annotation.Nonnull
-  @JsonProperty(JSON_PROPERTY_MESSAGE_CONTENT)
-  @JsonInclude(value = JsonInclude.Include.ALWAYS)
-
-  public String getMessageContent() {
-    return messageContent;
-  }
-
-
-  @JsonProperty(JSON_PROPERTY_MESSAGE_CONTENT)
-  @JsonInclude(value = JsonInclude.Include.ALWAYS)
-  public void setMessageContent(String messageContent) {
-    this.messageContent = messageContent;
-  }
-
-  public ChatRequest sessionId(String sessionId) {
-    
-    this.sessionId = sessionId;
+  public ChatRequest addMessageHistoryItem(ChatMessage messageHistoryItem) {
+    if (this.messageHistory == null) {
+      this.messageHistory = new ArrayList<>();
+    }
+    this.messageHistory.add(messageHistoryItem);
     return this;
   }
 
   /**
-   * Get sessionId
-   * @return sessionId
+   * Get messageHistory
+   * @return messageHistory
    */
   @jakarta.annotation.Nonnull
-  @JsonProperty(JSON_PROPERTY_SESSION_ID)
+  @JsonProperty(JSON_PROPERTY_MESSAGE_HISTORY)
   @JsonInclude(value = JsonInclude.Include.ALWAYS)
 
-  public String getSessionId() {
-    return sessionId;
+  public List<ChatMessage> getMessageHistory() {
+    return messageHistory;
   }
 
 
-  @JsonProperty(JSON_PROPERTY_SESSION_ID)
+  @JsonProperty(JSON_PROPERTY_MESSAGE_HISTORY)
   @JsonInclude(value = JsonInclude.Include.ALWAYS)
-  public void setSessionId(String sessionId) {
-    this.sessionId = sessionId;
+  public void setMessageHistory(List<ChatMessage> messageHistory) {
+    this.messageHistory = messageHistory;
   }
 
   @Override
@@ -101,21 +84,19 @@ public boolean equals(Object o) {
       return false;
     }
     ChatRequest chatRequest = (ChatRequest) o;
-    return Objects.equals(this.messageContent, chatRequest.messageContent) &&
-        Objects.equals(this.sessionId, chatRequest.sessionId);
+    return Objects.equals(this.messageHistory, chatRequest.messageHistory);
   }
 
   @Override
   public int hashCode() {
-    return Objects.hash(messageContent, sessionId);
+    return Objects.hash(messageHistory);
   }
 
   @Override
   public String toString() {
     StringBuilder sb = new StringBuilder();
     sb.append("class ChatRequest {\n");
-    sb.append("    messageContent: ").append(toIndentedString(messageContent)).append("\n");
-    sb.append("    sessionId: ").append(toIndentedString(sessionId)).append("\n");
+    sb.append("    messageHistory: ").append(toIndentedString(messageHistory)).append("\n");
     sb.append("}");
     return sb.toString();
   }
diff --git a/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatResponse.java b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatResponse.java
index 735f22cb..2f060df1 100644
--- a/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatResponse.java
+++ b/server/application-server/src/main/java/de/tum/in/www1/hephaestus/intelligenceservice/model/ChatResponse.java
@@ -28,68 +28,39 @@
  * ChatResponse
  */
 @JsonPropertyOrder({
-  ChatResponse.JSON_PROPERTY_MESSAGE_CONTENT,
-  ChatResponse.JSON_PROPERTY_SESSION_ID
+  ChatResponse.JSON_PROPERTY_RESPONCE
 })
 @jakarta.annotation.Generated(value = "org.openapitools.codegen.languages.JavaClientCodegen", comments = "Generator version: 7.7.0")
 public class ChatResponse {
-  public static final String JSON_PROPERTY_MESSAGE_CONTENT = "message_content";
-  private String messageContent;
-
-  public static final String JSON_PROPERTY_SESSION_ID = "session_id";
-  private String sessionId;
+  public static final String JSON_PROPERTY_RESPONCE = "responce";
+  private String responce;
 
   public ChatResponse() {
   }
 
-  public ChatResponse messageContent(String messageContent) {
-    
-    this.messageContent = messageContent;
-    return this;
-  }
-
-  /**
-   * Get messageContent
-   * @return messageContent
-   */
-  @jakarta.annotation.Nonnull
-  @JsonProperty(JSON_PROPERTY_MESSAGE_CONTENT)
-  @JsonInclude(value = JsonInclude.Include.ALWAYS)
-
-  public String getMessageContent() {
-    return messageContent;
-  }
-
-
-  @JsonProperty(JSON_PROPERTY_MESSAGE_CONTENT)
-  @JsonInclude(value = JsonInclude.Include.ALWAYS)
-  public void setMessageContent(String messageContent) {
-    this.messageContent = messageContent;
-  }
-
-  public ChatResponse sessionId(String sessionId) {
+  public ChatResponse responce(String responce) {
     
-    this.sessionId = sessionId;
+    this.responce = responce;
     return this;
   }
 
   /**
-   * Get sessionId
-   * @return sessionId
+   * Get responce
+   * @return responce
    */
   @jakarta.annotation.Nonnull
-  @JsonProperty(JSON_PROPERTY_SESSION_ID)
+  @JsonProperty(JSON_PROPERTY_RESPONCE)
   @JsonInclude(value = JsonInclude.Include.ALWAYS)
 
-  public String getSessionId() {
-    return sessionId;
+  public String getResponce() {
+    return responce;
   }
 
 
-  @JsonProperty(JSON_PROPERTY_SESSION_ID)
+  @JsonProperty(JSON_PROPERTY_RESPONCE)
   @JsonInclude(value = JsonInclude.Include.ALWAYS)
-  public void setSessionId(String sessionId) {
-    this.sessionId = sessionId;
+  public void setResponce(String responce) {
+    this.responce = responce;
   }
 
   @Override
@@ -101,21 +72,19 @@ public boolean equals(Object o) {
       return false;
     }
     ChatResponse chatResponse = (ChatResponse) o;
-    return Objects.equals(this.messageContent, chatResponse.messageContent) &&
-        Objects.equals(this.sessionId, chatResponse.sessionId);
+    return Objects.equals(this.responce, chatResponse.responce);
   }
 
   @Override
   public int hashCode() {
-    return Objects.hash(messageContent, sessionId);
+    return Objects.hash(responce);
   }
 
   @Override
   public String toString() {
     StringBuilder sb = new StringBuilder();
     sb.append("class ChatResponse {\n");
-    sb.append("    messageContent: ").append(toIndentedString(messageContent)).append("\n");
-    sb.append("    sessionId: ").append(toIndentedString(sessionId)).append("\n");
+    sb.append("    responce: ").append(toIndentedString(responce)).append("\n");
     sb.append("}");
     return sb.toString();
   }
diff --git a/server/intelligence-service/app/main.py b/server/intelligence-service/app/main.py
index 83ff6309..67d21bd3 100644
--- a/server/intelligence-service/app/main.py
+++ b/server/intelligence-service/app/main.py
@@ -1,6 +1,15 @@
 from fastapi import FastAPI
 from pydantic import BaseModel
-from .model import send_message
+import os
+from enum import Enum
+from typing import List
+from .config import settings
+from typing_extensions import Annotated, TypedDict
+from langchain.chat_models.base import BaseChatModel
+from langchain_openai import ChatOpenAI, AzureChatOpenAI
+from langgraph.graph import START, StateGraph, END
+from langgraph.graph.message import add_messages
+from langchain_core.messages import SystemMessage, HumanMessage, AIMessage
 
 app = FastAPI(
     title="Hephaestus Intelligence Service API",
@@ -10,14 +19,55 @@
 )
 
 
+class ChatMessage(BaseModel):
+    sender: str
+    content: str
+
+
 class ChatRequest(BaseModel):
-    session_id: str
-    message_content: str
+    message_history: List[ChatMessage]
 
 
 class ChatResponse(BaseModel):
-    session_id: str
-    message_content: str
+    responce: str
+
+
+model: BaseChatModel
+
+if os.getenv("GITHUB_ACTIONS") == "true":
+
+    class MockChatModel:
+        def invoke(self, message: str):
+            return "Mock response"
+
+    model = MockChatModel()
+
+elif settings.is_openai_available:
+    model = ChatOpenAI(temperature=2)
+elif settings.is_azure_openai_available:
+    model = AzureChatOpenAI()
+else:
+    raise EnvironmentError("No LLM available")
+
+
+class State(TypedDict):
+    messages: Annotated[list, add_messages]
+
+
+propmt = "You are an AI mentor helping a students working on the software engineering projects embracing structured self-reflection practices. You need to guide the student through the set questions regarding their work on the project during the last week (sprint). Your value is the fact, that you help students to reflect on their past progress. Throughout the conversation you need to perform all of the following tasks in the given order: Task 1: Greet the student and say you are happy to start the session. Task 2: Ask the student about the overall progress on the project. Task 3: Ask the student about the challenges faced during the sprint referring to what he said about progress. Task 4: Ask about the plan for the next sprint. You need to understand at which stage in the conversation you are and what is the next task. Be polite, friendly and do not let the student drive the conversation to any other topic except for the current project. Do not make a questionaire out of the conversation, but rather make it a natural conversation."
+
+
+def ai_mentor(state: State):
+    return {
+        "messages": [model.invoke([SystemMessage(content=propmt)] + state["messages"])]
+    }
+
+
+graph_builder = StateGraph(State)
+graph_builder.add_node("ai_mentor", ai_mentor)
+graph_builder.add_edge(START, "ai_mentor")
+graph_builder.add_edge("ai_mentor", END)
+graph = graph_builder.compile()
 
 
 @app.post(
@@ -26,11 +76,14 @@ class ChatResponse(BaseModel):
     summary="Start and continue a chat session with an LLM.",
 )
 async def chat(request: ChatRequest):
-    state = {"messages": []}
+    messages = []
+    for message in request.message_history:
+        if message.author == "USER":
+            messages.append(HumanMessage(content=message.content))
+        else:
+            messages.append(AIMessage(content=message.content))
 
-    result = send_message(
-        session_id=request.session_id, input_message=request.message_content, state=state
-    )
+    for event in graph.stream({"messages": messages}, stream_mode="values"):
+        responce_message = event["messages"][-1].content
 
-    response_message = result["response"]["messages"][-1].content
-    return ChatResponse(session_id=request.session_id, message_content=response_message)
+    return ChatResponse(responce=responce_message)
diff --git a/server/intelligence-service/app/model.py b/server/intelligence-service/app/model.py
deleted file mode 100644
index 5a39f72e..00000000
--- a/server/intelligence-service/app/model.py
+++ /dev/null
@@ -1,92 +0,0 @@
-import os
-from .config import settings
-from typing import Sequence
-from typing_extensions import Annotated, TypedDict
-
-from langchain_core.messages import trim_messages, BaseMessage, HumanMessage
-from langchain.chat_models.base import BaseChatModel
-from langchain_openai import ChatOpenAI, AzureChatOpenAI
-from langchain_core.prompts import ChatPromptTemplate
-from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
-from langgraph.checkpoint.memory import MemorySaver
-from langgraph.graph import START, StateGraph
-from langgraph.graph.message import add_messages
-
-
-model: BaseChatModel
-
-if os.getenv("GITHUB_ACTIONS") == "true":
-
-    class MockChatModel:
-        def invoke(self, message: str):
-            return "Mock response"
-
-    model = MockChatModel()
-
-elif settings.is_openai_available:
-    model = ChatOpenAI(temperature=1.0)
-elif settings.is_azure_openai_available:
-    model = AzureChatOpenAI()
-else:
-    raise EnvironmentError("No LLM available")
-
-
-class State(TypedDict):
-    messages: Annotated[Sequence[BaseMessage], add_messages]
-
-
-mentor_prompt = ChatPromptTemplate.from_messages(
-    [
-        (
-            "system",
-            "You are an AI mentor helping a students working on the software engineering projects embracing structured self-reflection practices."
-            + "You need to guide the student through the set questions regarding their work on the project during the last week (sprint). Your value is the fact, that you help students to reflect on their past progress."
-            + "Throughout the conversation you need to perform all of the following tasks in the given order: "
-            + "Task 1: Greet the student and say you are happy to start the session."
-            + "Task 2: Ask the student about the overall progress on the project."
-            + "Task 3: Ask the student about the challenges faced during the sprint referring to what he said about progress."
-            + "Task 4: Ask about the plan for the next sprint."
-            + "Be polite, friendly and do not let the student drive the conversation to any other topic except for the current project."
-            + "Always perform only one task in one message. Listen to what the student says and refer to it in your next message."
-            + "Analyse the conversation before and asses which task is to be performed. Give the student a feeling of a real conversation, not just questionaire.",
-        ),
-        MessagesPlaceholder(variable_name="messages"),
-    ]
-)
-
-workflow = StateGraph(state_schema=State)
-trimmer = trim_messages(
-    max_tokens=4000,
-    strategy="last",
-    token_counter=model,
-    include_system=True,
-    allow_partial=False,
-    start_on="human",
-)
-
-
-def call_model(state: State):
-    chain = mentor_prompt | model
-    trimmed_messages = trimmer.invoke(state["messages"])
-    response = chain.invoke({"messages": trimmed_messages})
-    return {"messages": [response]}
-
-
-workflow.add_edge(START, "model")
-workflow.add_node("model", call_model)
-
-memory = MemorySaver()
-app = workflow.compile(checkpointer=memory)
-
-
-def send_message(session_id: str, input_message: str, state: State):
-    config = {"configurable": {"thread_id": session_id}}
-    state["messages"] += [HumanMessage(input_message)]
-
-    output = app.invoke(
-        {"messages": state["messages"]},
-        config,
-    )
-
-    state["messages"] += output.get("messages", [])
-    return {"state": state, "response": output}
\ No newline at end of file
diff --git a/server/intelligence-service/openapi.yaml b/server/intelligence-service/openapi.yaml
index 6cefd792..55e19af1 100644
--- a/server/intelligence-service/openapi.yaml
+++ b/server/intelligence-service/openapi.yaml
@@ -1,29 +1,36 @@
 components:
   schemas:
-    ChatRequest:
+    ChatMessage:
       properties:
-        message_content:
-          title: Message Content
+        content:
+          title: Content
           type: string
-        session_id:
-          title: Session Id
+        sender:
+          title: Sender
           type: string
       required:
-      - session_id
-      - message_content
+      - sender
+      - content
+      title: ChatMessage
+      type: object
+    ChatRequest:
+      properties:
+        message_history:
+          items:
+            $ref: '#/components/schemas/ChatMessage'
+          title: Message History
+          type: array
+      required:
+      - message_history
       title: ChatRequest
       type: object
     ChatResponse:
       properties:
-        message_content:
-          title: Message Content
-          type: string
-        session_id:
-          title: Session Id
+        responce:
+          title: Responce
           type: string
       required:
-      - session_id
-      - message_content
+      - responce
       title: ChatResponse
       type: object
     HTTPValidationError:
diff --git a/webapp/src/app/core/modules/openapi/model/message.ts b/webapp/src/app/core/modules/openapi/model/message.ts
index 77128bbb..94f6d0fc 100644
--- a/webapp/src/app/core/modules/openapi/model/message.ts
+++ b/webapp/src/app/core/modules/openapi/model/message.ts
@@ -19,9 +19,9 @@ export interface Message {
     sessionId: number;
 }
 export namespace Message {
-    export type SenderEnum = 'SYSTEM' | 'USER';
+    export type SenderEnum = 'LLM' | 'USER';
     export const SenderEnum = {
-        System: 'SYSTEM' as SenderEnum,
+        Llm: 'LLM' as SenderEnum,
         User: 'USER' as SenderEnum
     };
 }