diff --git a/05_function_calling/first.png b/05_function_calling/first.png
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diff --git a/05_function_calling/function_calling.ipynb b/05_function_calling/function_calling.ipynb
index c044ad9c..54aef73c 100644
--- a/05_function_calling/function_calling.ipynb
+++ b/05_function_calling/function_calling.ipynb
@@ -40,6 +40,17 @@
     "4. Call the model again by appending the function response as a new message, and let the model summarize the results back to the user."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![Alt text](first.png \"function_calling\")\n",
+    "\n",
+    "![Alt text](second.png \"function_calling\")\n",
+    "\n",
+    "https://www.linkedin.com/pulse/azure-openai-function-calling-tarun-sharma/"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
diff --git a/05_function_calling/second.png b/05_function_calling/second.png
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diff --git a/README.md b/README.md
index 7a16c121..1fdb3075 100644
--- a/README.md
+++ b/README.md
@@ -4,8 +4,12 @@ This course is part of the [GenAI, Web 3, and Metaverse Program](https://docs.go
 
 Before starting to learn from this repo [Learn Modern Python](https://github.com/panaverse/learn-modern-python)
 
+# The New Era
+
 [Must Read: OpenAI DevDay - a pivotal moment for AI](https://www.aitidbits.ai/p/openai-devday)
 
+[The Age of AI has begun](https://www.gatesnotes.com/The-Age-of-AI-Has-Begun)
+
 ## Technology from the Business and Top Management Perspective
 
 [The Year in Tech, 2024: The Insights You Need from Harvard Business Review](https://www.hbsp.harvard.edu/product/10673-PDF-ENG)