diff --git a/unitSessions/03-debate/Structured_Debate_Chat.ipynb b/unitSessions/03-debate/Structured_Debate_Chat.ipynb
index e2c1641..3265a76 100644
--- a/unitSessions/03-debate/Structured_Debate_Chat.ipynb
+++ b/unitSessions/03-debate/Structured_Debate_Chat.ipynb
@@ -34,39 +34,39 @@
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "Requirement already satisfied: pyautogen in /usr/local/python/3.12.1/lib/python3.12/site-packages (0.3.0)\n",
-            "Requirement already satisfied: diskcache in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pyautogen) (5.6.3)\n",
-            "Requirement already satisfied: docker in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pyautogen) (7.1.0)\n",
-            "Requirement already satisfied: flaml in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pyautogen) (2.3.0)\n",
-            "Requirement already satisfied: numpy<2,>=1.17.0 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pyautogen) (1.26.4)\n",
-            "Requirement already satisfied: openai>=1.3 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pyautogen) (1.46.1)\n",
-            "Requirement already satisfied: packaging in /home/codespace/.local/lib/python3.12/site-packages (from pyautogen) (24.1)\n",
-            "Requirement already satisfied: pydantic!=2.6.0,<3,>=1.10 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pyautogen) (2.9.2)\n",
-            "Requirement already satisfied: python-dotenv in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pyautogen) (1.0.1)\n",
-            "Requirement already satisfied: termcolor in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pyautogen) (2.4.0)\n",
-            "Requirement already satisfied: tiktoken in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pyautogen) (0.7.0)\n",
-            "Requirement already satisfied: anyio<5,>=3.5.0 in /home/codespace/.local/lib/python3.12/site-packages (from openai>=1.3->pyautogen) (4.4.0)\n",
-            "Requirement already satisfied: distro<2,>=1.7.0 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from openai>=1.3->pyautogen) (1.9.0)\n",
-            "Requirement already satisfied: httpx<1,>=0.23.0 in /home/codespace/.local/lib/python3.12/site-packages (from openai>=1.3->pyautogen) (0.27.0)\n",
-            "Requirement already satisfied: jiter<1,>=0.4.0 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from openai>=1.3->pyautogen) (0.5.0)\n",
-            "Requirement already satisfied: sniffio in /home/codespace/.local/lib/python3.12/site-packages (from openai>=1.3->pyautogen) (1.3.1)\n",
-            "Requirement already satisfied: tqdm>4 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from openai>=1.3->pyautogen) (4.66.5)\n",
-            "Requirement already satisfied: typing-extensions<5,>=4.11 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from openai>=1.3->pyautogen) (4.12.2)\n",
-            "Requirement already satisfied: annotated-types>=0.6.0 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pydantic!=2.6.0,<3,>=1.10->pyautogen) (0.7.0)\n",
-            "Requirement already satisfied: pydantic-core==2.23.4 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pydantic!=2.6.0,<3,>=1.10->pyautogen) (2.23.4)\n",
-            "Requirement already satisfied: requests>=2.26.0 in /home/codespace/.local/lib/python3.12/site-packages (from docker->pyautogen) (2.32.3)\n",
-            "Requirement already satisfied: urllib3>=1.26.0 in /home/codespace/.local/lib/python3.12/site-packages (from docker->pyautogen) (2.2.2)\n",
-            "Requirement already satisfied: regex>=2022.1.18 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from tiktoken->pyautogen) (2024.9.11)\n",
-            "Requirement already satisfied: idna>=2.8 in /home/codespace/.local/lib/python3.12/site-packages (from anyio<5,>=3.5.0->openai>=1.3->pyautogen) (3.7)\n",
-            "Requirement already satisfied: certifi in /home/codespace/.local/lib/python3.12/site-packages (from httpx<1,>=0.23.0->openai>=1.3->pyautogen) (2024.7.4)\n",
-            "Requirement already satisfied: httpcore==1.* in /home/codespace/.local/lib/python3.12/site-packages (from httpx<1,>=0.23.0->openai>=1.3->pyautogen) (1.0.5)\n",
-            "Requirement already satisfied: h11<0.15,>=0.13 in /home/codespace/.local/lib/python3.12/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->openai>=1.3->pyautogen) (0.14.0)\n",
-            "Requirement already satisfied: charset-normalizer<4,>=2 in /home/codespace/.local/lib/python3.12/site-packages (from requests>=2.26.0->docker->pyautogen) (3.3.2)\n"
+            "Requirement already satisfied: ag2 in /usr/local/python/3.12.1/lib/python3.12/site-packages (0.3.0)\n",
+            "Requirement already satisfied: diskcache in /usr/local/python/3.12.1/lib/python3.12/site-packages (from ag2) (5.6.3)\n",
+            "Requirement already satisfied: docker in /usr/local/python/3.12.1/lib/python3.12/site-packages (from ag2) (7.1.0)\n",
+            "Requirement already satisfied: flaml in /usr/local/python/3.12.1/lib/python3.12/site-packages (from ag2) (2.3.0)\n",
+            "Requirement already satisfied: numpy<2,>=1.17.0 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from ag2) (1.26.4)\n",
+            "Requirement already satisfied: openai>=1.3 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from ag2) (1.46.1)\n",
+            "Requirement already satisfied: packaging in /home/codespace/.local/lib/python3.12/site-packages (from ag2) (24.1)\n",
+            "Requirement already satisfied: pydantic!=2.6.0,<3,>=1.10 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from ag2) (2.9.2)\n",
+            "Requirement already satisfied: python-dotenv in /usr/local/python/3.12.1/lib/python3.12/site-packages (from ag2) (1.0.1)\n",
+            "Requirement already satisfied: termcolor in /usr/local/python/3.12.1/lib/python3.12/site-packages (from ag2) (2.4.0)\n",
+            "Requirement already satisfied: tiktoken in /usr/local/python/3.12.1/lib/python3.12/site-packages (from ag2) (0.7.0)\n",
+            "Requirement already satisfied: anyio<5,>=3.5.0 in /home/codespace/.local/lib/python3.12/site-packages (from openai>=1.3->ag2) (4.4.0)\n",
+            "Requirement already satisfied: distro<2,>=1.7.0 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from openai>=1.3->ag2) (1.9.0)\n",
+            "Requirement already satisfied: httpx<1,>=0.23.0 in /home/codespace/.local/lib/python3.12/site-packages (from openai>=1.3->ag2) (0.27.0)\n",
+            "Requirement already satisfied: jiter<1,>=0.4.0 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from openai>=1.3->ag2) (0.5.0)\n",
+            "Requirement already satisfied: sniffio in /home/codespace/.local/lib/python3.12/site-packages (from openai>=1.3->ag2) (1.3.1)\n",
+            "Requirement already satisfied: tqdm>4 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from openai>=1.3->ag2) (4.66.5)\n",
+            "Requirement already satisfied: typing-extensions<5,>=4.11 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from openai>=1.3->ag2) (4.12.2)\n",
+            "Requirement already satisfied: annotated-types>=0.6.0 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pydantic!=2.6.0,<3,>=1.10->ag2) (0.7.0)\n",
+            "Requirement already satisfied: pydantic-core==2.23.4 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from pydantic!=2.6.0,<3,>=1.10->ag2) (2.23.4)\n",
+            "Requirement already satisfied: requests>=2.26.0 in /home/codespace/.local/lib/python3.12/site-packages (from docker->ag2) (2.32.3)\n",
+            "Requirement already satisfied: urllib3>=1.26.0 in /home/codespace/.local/lib/python3.12/site-packages (from docker->ag2) (2.2.2)\n",
+            "Requirement already satisfied: regex>=2022.1.18 in /usr/local/python/3.12.1/lib/python3.12/site-packages (from tiktoken->ag2) (2024.9.11)\n",
+            "Requirement already satisfied: idna>=2.8 in /home/codespace/.local/lib/python3.12/site-packages (from anyio<5,>=3.5.0->openai>=1.3->ag2) (3.7)\n",
+            "Requirement already satisfied: certifi in /home/codespace/.local/lib/python3.12/site-packages (from httpx<1,>=0.23.0->openai>=1.3->ag2) (2024.7.4)\n",
+            "Requirement already satisfied: httpcore==1.* in /home/codespace/.local/lib/python3.12/site-packages (from httpx<1,>=0.23.0->openai>=1.3->ag2) (1.0.5)\n",
+            "Requirement already satisfied: h11<0.15,>=0.13 in /home/codespace/.local/lib/python3.12/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->openai>=1.3->ag2) (0.14.0)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /home/codespace/.local/lib/python3.12/site-packages (from requests>=2.26.0->docker->ag2) (3.3.2)\n"
           ]
         }
       ],
       "source": [
-        "!pip install pyautogen"
+        "!pip install ag2"
       ]
     },
     {
diff --git a/unitSessions/03-debate/requirements.txt b/unitSessions/03-debate/requirements.txt
index 084e12b..2b8e95a 100644
--- a/unitSessions/03-debate/requirements.txt
+++ b/unitSessions/03-debate/requirements.txt
@@ -54,7 +54,7 @@ pandas==2.2.2
 protobuf==4.25.5
 psutil==6.0.0
 pyarrow==17.0.0
-pyautogen==0.3.0
+ag2==0.3.0
 pydantic==2.9.2
 pydantic_core==2.23.4
 PyJWT==2.9.0