diff --git a/notebook/agentchat_reasoning_agent.ipynb b/notebook/agentchat_reasoning_agent.ipynb
index 0ba2c6dcdd..f11cc6ef76 100644
--- a/notebook/agentchat_reasoning_agent.ipynb
+++ b/notebook/agentchat_reasoning_agent.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# # ReasoningAgent - Advanced LLM Reasoning with Multiple Search Strategies\n",
+    "# ReasoningAgent - Advanced LLM Reasoning with Multiple Search Strategies\n",
     "\n",
     "## Introduction\n",
     "\n",
@@ -3273,14 +3273,14 @@
       "\n",
       "GROUND_TRUTH:\n",
       "We define X as the highest outcome among the three rolls.\n",
-      "ight)^3 for each m from 1 to 6.ast m is 1 - \\left(\f",
+      "ight)^3 for each m from 1 to 6.ast m is 1 - \\left(\f\n",
       "rac{m-1}{6}\n",
-      "Summing these probabilities gives the expectation E(X) = \\sum_{m=1}^{6} [1 - (\f",
+      "Summing these probabilities gives the expectation E(X) = \\sum_{m=1}^{6} [1 - (\f\n",
       "rac{m-1}{6})^3].\n",
-      "Calculating this sum results in E(X) = 6 - \f",
-      "rac{225}{216} = \f",
+      "Calculating this sum results in E(X) = 6 - \f\n",
+      "rac{225}{216} = \f\n",
       "rac{119}{24}, which approximates to 4.9583.\n",
-      "Therefore, the expected maximum value when rolling a six-sided die three times is \f",
+      "Therefore, the expected maximum value when rolling a six-sided die three times is \f\n",
       "rac{119}{24} or approximately 4.9583.\n",
       "\n",
       "\n",
diff --git a/website/blog/2024-12-18-Reasoning-Update/img/reasoningagent_1.png b/website/blog/2024-12-18-Reasoning-Update/img/reasoningagent_1.png
new file mode 100644
index 0000000000..d7342d8796
--- /dev/null
+++ b/website/blog/2024-12-18-Reasoning-Update/img/reasoningagent_1.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2dc11a99ec953ae83fc1f397988487972a84b3bb3202087423e564fb49dedd72
+size 348634