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langchain-ai · Sep 8, 2024 · e05c876 · e05c876
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diff --git a/examples/chatbot-simulation-evaluation/agent-simulation-evaluation.ipynb b/examples/chatbot-simulation-evaluation/agent-simulation-evaluation.ipynb
@@ -216,7 +216,7 @@
    "id": "65bc4446-462b-4ee8-b017-2862fbbdfaf5",
    "metadata": {},
    "source": [
-    "### Define Nodes\n",
+    "### Define nodes\n",
     "\n",
     "First, we define the nodes in the graph. These should take in a list of messages and return a list of messages to ADD to the state.\n",
     "These will be thing wrappers around the chat bot and simulated user we have above.\n",

diff --git a/examples/rag/langgraph_adaptive_rag.ipynb b/examples/rag/langgraph_adaptive_rag.ipynb
@@ -464,7 +464,7 @@
     "\n",
     "Capture the flow in as a graph.\n",
     "\n",
-    "### Define graph state"
+    "### Define Graph State"
    ]
   },
   {
@@ -499,7 +499,7 @@
    "id": "7e2d6c0d-42e8-4399-9751-e315be16607a",
    "metadata": {},
    "source": [
-    "### Define graph Flow "
+    "### Define Graph Flow "
    ]
   },
   {
@@ -779,7 +779,7 @@
    "id": "85bce541",
    "metadata": {},
    "source": [
-    "## Use the graph"
+    "## Use Graph"
    ]
   },
   {

diff --git a/examples/rag/langgraph_agentic_rag.ipynb b/examples/rag/langgraph_agentic_rag.ipynb
@@ -137,7 +137,7 @@
    "id": "fe6e8f78-1ef7-42ad-b2bf-835ed5850553",
    "metadata": {},
    "source": [
-    "## Agent state\n",
+    "## Agent State\n",
     " \n",
     "We will define a graph.\n",
     "\n",

diff --git a/examples/rag/langgraph_crag.ipynb b/examples/rag/langgraph_crag.ipynb
@@ -91,7 +91,7 @@
    "id": "a21f32d2-92ce-4995-b309-99347bafe3be",
    "metadata": {},
    "source": [
-    "## Index\n",
+    "## Create Index\n",
     " \n",
     "Let's index 3 blog posts."
    ]
@@ -303,7 +303,7 @@
     "\n",
     "Now let's create our graph that will use CRAG\n",
     "\n",
-    "### Define graph state"
+    "### Define Graph State"
    ]
   },
   {

diff --git a/examples/rag/langgraph_crag_local.ipynb b/examples/rag/langgraph_crag_local.ipynb
@@ -82,6 +82,19 @@
     "_set_env(\"TAVILY_API_KEY\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "98f863ea",
+   "metadata": {},
+   "source": [
+    "<div class=\"admonition tip\">\n",
+    "    <p class=\"admonition-title\">Set up <a href=\"https://smith.langchain.com\">LangSmith</a> for LangGraph development</p>\n",
+    "    <p style=\"padding-top: 5px;\">\n",
+    "        Sign up for LangSmith to quickly spot issues and improve the performance of your LangGraph projects. LangSmith lets you use trace data to debug, test, and monitor your LLM apps built with LangGraph — read more about how to get started <a href=\"https://docs.smith.langchain.com\">here</a>. \n",
+    "    </p>\n",
+    "</div>    "
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "c059c3a3-7f01-4d46-8289-fde4c1b4155f",
@@ -104,19 +117,6 @@
     "metadata = f\"CRAG, {model_tested}\""
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "8c2065ad",
-   "metadata": {},
-   "source": [
-    "<div class=\"admonition tip\">\n",
-    "    <p class=\"admonition-title\">Set up <a href=\"https://smith.langchain.com\">LangSmith</a> for LangGraph development</p>\n",
-    "    <p style=\"padding-top: 5px;\">\n",
-    "        Sign up for LangSmith to quickly spot issues and improve the performance of your LangGraph projects. LangSmith lets you use trace data to debug, test, and monitor your LLM apps built with LangGraph — read more about how to get started <a href=\"https://docs.smith.langchain.com\">here</a>. \n",
-    "    </p>\n",
-    "</div>    "
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "6e2b6eed-3b3f-44b5-a34a-4ade1e94caf0",

diff --git a/examples/rag/langgraph_self_rag_local.ipynb b/examples/rag/langgraph_self_rag_local.ipynb
@@ -138,7 +138,7 @@
    "id": "ba68a46d-b617-4fdc-9113-fabdcf736feb",
    "metadata": {},
    "source": [
-    "## Index\n",
+    "## Create Index\n",
     "\n",
     "Let's index 3 blog posts."
    ]

diff --git a/examples/react-agent-from-scratch.ipynb b/examples/react-agent-from-scratch.ipynb
diff --git a/examples/tutorials/tnt-llm/tnt-llm.ipynb b/examples/tutorials/tnt-llm/tnt-llm.ipynb
@@ -131,7 +131,7 @@
    "id": "8e13d0b3-03a5-4584-98e4-b06cbb446e35",
    "metadata": {},
    "source": [
-    "## Define nodes\n",
+    "### Define nodes\n",
     "\n",
     "#### 1. Summarize Docs\n",
     "\n",