diff --git a/supporting-blog-content/using-autogen-with-elasticsearch/using_autogen_with_elasticsearch_notebook.ipynb b/supporting-blog-content/using-autogen-with-elasticsearch/using_autogen_with_elasticsearch_notebook.ipynb
index 1a70147c..103ff0f2 100644
--- a/supporting-blog-content/using-autogen-with-elasticsearch/using_autogen_with_elasticsearch_notebook.ipynb
+++ b/supporting-blog-content/using-autogen-with-elasticsearch/using_autogen_with_elasticsearch_notebook.ipynb
@@ -40,30 +40,30 @@
             "Requirement already satisfied: elasticsearch==8.17 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (8.17.0)\n",
             "Requirement already satisfied: nest-asyncio in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (1.6.0)\n",
             "Requirement already satisfied: elastic-transport<9,>=8.15.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from elasticsearch==8.17) (8.17.0)\n",
-            "Requirement already satisfied: pyautogen==0.7.6 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from autogen) (0.7.6)\n",
-            "Requirement already satisfied: asyncer==0.0.8 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (0.0.8)\n",
-            "Requirement already satisfied: diskcache in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (5.6.3)\n",
-            "Requirement already satisfied: docker in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (7.1.0)\n",
-            "Requirement already satisfied: fast-depends<3,>=2.4.12 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (2.4.12)\n",
-            "Requirement already satisfied: httpx<1,>=0.28.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (0.28.1)\n",
-            "Requirement already satisfied: packaging in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (24.2)\n",
-            "Requirement already satisfied: pydantic<3,>=2.6.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (2.10.6)\n",
-            "Requirement already satisfied: python-dotenv in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (1.0.1)\n",
-            "Requirement already satisfied: termcolor in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (2.5.0)\n",
-            "Requirement already satisfied: tiktoken in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (0.7.0)\n",
-            "Requirement already satisfied: anyio<5.0,>=3.4.0 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from asyncer==0.0.8->pyautogen==0.7.6->autogen) (4.8.0)\n",
+            "Requirement already satisfied: ag2==0.7.6 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from autogen) (0.7.6)\n",
+            "Requirement already satisfied: asyncer==0.0.8 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (0.0.8)\n",
+            "Requirement already satisfied: diskcache in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (5.6.3)\n",
+            "Requirement already satisfied: docker in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (7.1.0)\n",
+            "Requirement already satisfied: fast-depends<3,>=2.4.12 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (2.4.12)\n",
+            "Requirement already satisfied: httpx<1,>=0.28.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (0.28.1)\n",
+            "Requirement already satisfied: packaging in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (24.2)\n",
+            "Requirement already satisfied: pydantic<3,>=2.6.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (2.10.6)\n",
+            "Requirement already satisfied: python-dotenv in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (1.0.1)\n",
+            "Requirement already satisfied: termcolor in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (2.5.0)\n",
+            "Requirement already satisfied: tiktoken in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from ag2==0.7.6->autogen) (0.7.0)\n",
+            "Requirement already satisfied: anyio<5.0,>=3.4.0 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from asyncer==0.0.8->ag2==0.7.6->autogen) (4.8.0)\n",
             "Requirement already satisfied: urllib3<3,>=1.26.2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from elastic-transport<9,>=8.15.1->elasticsearch==8.17) (2.3.0)\n",
             "Requirement already satisfied: certifi in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from elastic-transport<9,>=8.15.1->elasticsearch==8.17) (2025.1.31)\n",
-            "Requirement already satisfied: httpcore==1.* in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from httpx<1,>=0.28.1->pyautogen==0.7.6->autogen) (1.0.7)\n",
-            "Requirement already satisfied: idna in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from httpx<1,>=0.28.1->pyautogen==0.7.6->autogen) (3.10)\n",
-            "Requirement already satisfied: h11<0.15,>=0.13 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from httpcore==1.*->httpx<1,>=0.28.1->pyautogen==0.7.6->autogen) (0.14.0)\n",
-            "Requirement already satisfied: annotated-types>=0.6.0 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pydantic<3,>=2.6.1->pyautogen==0.7.6->autogen) (0.7.0)\n",
-            "Requirement already satisfied: pydantic-core==2.27.2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pydantic<3,>=2.6.1->pyautogen==0.7.6->autogen) (2.27.2)\n",
-            "Requirement already satisfied: typing-extensions>=4.12.2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pydantic<3,>=2.6.1->pyautogen==0.7.6->autogen) (4.12.2)\n",
-            "Requirement already satisfied: requests>=2.26.0 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from docker->pyautogen==0.7.6->autogen) (2.32.3)\n",
-            "Requirement already satisfied: regex>=2022.1.18 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from tiktoken->pyautogen==0.7.6->autogen) (2024.11.6)\n",
-            "Requirement already satisfied: sniffio>=1.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from anyio<5.0,>=3.4.0->asyncer==0.0.8->pyautogen==0.7.6->autogen) (1.3.1)\n",
-            "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from requests>=2.26.0->docker->pyautogen==0.7.6->autogen) (3.4.1)\n",
+            "Requirement already satisfied: httpcore==1.* in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from httpx<1,>=0.28.1->ag2==0.7.6->autogen) (1.0.7)\n",
+            "Requirement already satisfied: idna in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from httpx<1,>=0.28.1->ag2==0.7.6->autogen) (3.10)\n",
+            "Requirement already satisfied: h11<0.15,>=0.13 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from httpcore==1.*->httpx<1,>=0.28.1->ag2==0.7.6->autogen) (0.14.0)\n",
+            "Requirement already satisfied: annotated-types>=0.6.0 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pydantic<3,>=2.6.1->ag2==0.7.6->autogen) (0.7.0)\n",
+            "Requirement already satisfied: pydantic-core==2.27.2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pydantic<3,>=2.6.1->ag2==0.7.6->autogen) (2.27.2)\n",
+            "Requirement already satisfied: typing-extensions>=4.12.2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pydantic<3,>=2.6.1->ag2==0.7.6->autogen) (4.12.2)\n",
+            "Requirement already satisfied: requests>=2.26.0 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from docker->ag2==0.7.6->autogen) (2.32.3)\n",
+            "Requirement already satisfied: regex>=2022.1.18 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from tiktoken->ag2==0.7.6->autogen) (2024.11.6)\n",
+            "Requirement already satisfied: sniffio>=1.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from anyio<5.0,>=3.4.0->asyncer==0.0.8->ag2==0.7.6->autogen) (1.3.1)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from requests>=2.26.0->docker->ag2==0.7.6->autogen) (3.4.1)\n",
             "\n",
             "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n",
             "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",