Updated File as per your latest instructions with prefix explaining two different scenerio of agentic graph

Author: noor92

all_agents_tutorials/Weather_Disaster_Management_AI_AGENT.ipynb

@@ -17,7 +17,34 @@
     {
       "cell_type": "markdown",
       "source": [
-        "# **Automating a Weather Emergency Response System with LangGraph**\n",
+        "# **Overview of the Agent Graphs**\n",
+        "\n",
+        "\n",
+        "This tutorial is designed to guide you through the development of **two distinct agent graphs**, each tailored for specific scenarios:\n",
+        "\n",
+        "## **Real-Data Agent Graph (Automated Weather Emergency):**\n",
+        "Focused on processing live, real-time weather data to ensure actionable and accurate insights during actual weather events.\n",
+        "\n",
+        "## **Hybrid Agent Graph (Simulate of High Severity Weather level check with dummy weather and Social Monitoring data):**\n",
+        "Created for testing and simulation purposes, this graph combines real-time weather data with simulated weather scenarios to analyze behavior under extreme conditions without depending entirely on real-world events."
+      ],
+      "metadata": {
+        "id": "WJ1BGvqnPsY8"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "========================================================**Part 1** ================================================="
+      ],
+      "metadata": {
+        "id": "u-LAPlpMRw6V"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## **Real-Data Agent Graph (Automated Weather Emergency):**\n",
         "\n",
         "## **Overview**\n",
         "This project demonstrates how to create an automated **Weather Emergency Response System** using **LangGraph**. The system monitors weather conditions, analyzes potential disasters, and generates emergency response plans. It integrates real-time weather data with generative AI for disaster analysis and response generation.\n",
@@ -1576,10 +1603,17 @@
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [],
+      "metadata": {
+        "id": "4ngYT-dYS3yS"
+      }
+    },
     {
       "cell_type": "markdown",
       "source": [
-        "================================================================================================================"
+        "========================================================**Part 2** ================================================="
       ],
       "metadata": {
         "id": "VHffh65-3SNJ"
@@ -1588,7 +1622,7 @@
     {
       "cell_type": "markdown",
       "source": [
-        "## **To check with Simulator of High Severity Weather level check with dummy weather and Social Monitoring data**\n",
+        "## **Hybrid Agent Graph (Simulate High Severity Weather level check with dummy weather and Social Monitoring data):**\n",
         "\n",
         "\n",
         "## **Note:** Below, only details are given for nodes or functions, which are not described above"