docs: update pydantic comments -> callouts in tutorials (#1825)

docs/docs/tutorials/rag/langgraph_adaptive_rag.ipynb

@@ -8,9 +8,7 @@
    },
    "cell_type": "markdown",
    "id": "5afcaed0-3d55-4e1f-95d3-c32c751c29d8",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
+   "metadata": {},
    "source": [
     "# Adaptive RAG\n",
     "\n",
@@ -148,6 +146,19 @@
     "## LLMs"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "d28baefd-a961-49b0-8394-c5478dadda1c",
+   "metadata": {},
+   "source": [
+    "<div class=\"admonition note\">\n",
+    "    <p class=\"admonition-title\">Using Pydantic with LangChain</p>\n",
+    "    <p>\n",
+    "        This notebook uses Pydantic v2 <code>BaseModel</code>, which requires <code>langchain-core >= 0.3</code>. Using <code>langchain-core < 0.3</code> will result in errors due to mixing of Pydantic v1 and v2 <code>BaseModels</code>.\n",
+    "    </p>\n",
+    "</div>"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 3,
@@ -170,7 +181,7 @@
     "\n",
     "from langchain_core.prompts import ChatPromptTemplate\n",
     "from langchain_openai import ChatOpenAI\n",
-    "# NOTE: you must use langchain-core >= 0.3 with Pydantic v2\n",
+    "\n",
     "from pydantic import BaseModel, Field\n",
     "\n",
     "\n",