Merge pull request #309 from koreyspace/main

added lesson 13 - agentic memory

Author: koreyspace

11-agentic-protocols/README.md

@@ -2,6 +2,8 @@
 
 [![Agentic Protocols](./images/lesson-11-thumbnail.png)](https://youtu.be/X-Dh9R3Opn8)
 
+> _(Click the image above to view video of this lesson)_
+
 As the use of AI agents grows, so does the need for protocols that ensure standardization, security, and support open innovation. In this lesson, we will cover 3 protocols looking to meet this need - Model Context Protocol (MCP), Agent to Agent (A2A) and Natural Language Web (NLWeb).
 
 ## Introduction

12-context-engineering/code_samples/12-chat_summarization.ipynb

@@ -97,6 +97,11 @@
         "print(\"✅ Azure OpenAI service configured\")"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": []
+    },
     {
       "cell_type": "markdown",
       "metadata": {},
@@ -219,7 +224,7 @@
         "    You are a helpful vacation planning assistant. Your job is to help users plan their perfect vacation.\n",
         "    \n",
         "    CRITICAL SCRATCHPAD RULES - YOU MUST FOLLOW THESE:\n",
-        "    1. FIRST ACTION: When starting ANY conversation, immediately call read_scratchpad() to check existing preferences\n",
+        "    1. FIRST ACTION: When starting ANY conversation, immedi ately call read_scratchpad() to check existing preferences\n",
         "    2. AFTER LEARNING PREFERENCES: When user mentions ANY preference (destinations, activities, budget, dates), \n",
         "       immediately call update_scratchpad() with category 'preferences'\n",
         "    3. AFTER COMPLETING TASKS: When you finish creating an itinerary or completing any task,\n",

12-context-engineering/code_samples/vacation_agent_scratchpad.md

@@ -0,0 +1,16 @@
+# Agent Scratchpad
+
+## User Preferences
+
+- [2025-09-16 16:30:39] Budget: $3000 per person for a week
+
+- [2025-09-16 16:30:39] Enjoys water sports, exploring local markets, and trying authentic cuisine
+
+- [2025-09-16 16:30:39] Loves beach destinations with great food and culture
+
+## Completed Tasks
+
+- [2025-09-16 16:30:52] Created Greek Islands itinerary for beach vacation
+
+- [2025-09-16 16:30:46] Created Bali itinerary for beach vacation
+