From 4c2703ea3a26dd6b797cb7a00d7be17a19d4c591 Mon Sep 17 00:00:00 2001
From: William FH <13333726+hinthornw@users.noreply.github.com>
Date: Mon, 20 May 2024 08:44:30 -0700
Subject: [PATCH] [Docs] update node name (#498)

---
 .../customer-support/customer-support.ipynb   | 24 +++++++------------
 1 file changed, 9 insertions(+), 15 deletions(-)

diff --git a/examples/customer-support/customer-support.ipynb b/examples/customer-support/customer-support.ipynb
index de56f7c9c..f1d498a36 100644
--- a/examples/customer-support/customer-support.ipynb
+++ b/examples/customer-support/customer-support.ipynb
@@ -1113,16 +1113,14 @@
     "\n",
     "# Define nodes: these do the work\n",
     "builder.add_node(\"assistant\", Assistant(part_1_assistant_runnable))\n",
-    "builder.add_node(\"action\", create_tool_node_with_fallback(part_1_tools))\n",
+    "builder.add_node(\"tools\", create_tool_node_with_fallback(part_1_tools))\n",
     "# Define edges: these determine how the control flow moves\n",
     "builder.set_entry_point(\"assistant\")\n",
     "builder.add_conditional_edges(\n",
     "    \"assistant\",\n",
     "    tools_condition,\n",
-    "    # \"action\" calls one of our tools. END causes the graph to terminate (and respond to the user)\n",
-    "    {\"action\": \"action\", END: END},\n",
     ")\n",
-    "builder.add_edge(\"action\", \"assistant\")\n",
+    "builder.add_edge(\"tools\", \"assistant\")\n",
     "\n",
     "# The checkpointer lets the graph persist its state\n",
     "# this is a complete memory for the entire graph.\n",
@@ -1941,20 +1939,20 @@
     "builder.add_node(\"fetch_user_info\", user_info)\n",
     "builder.set_entry_point(\"fetch_user_info\")\n",
     "builder.add_node(\"assistant\", Assistant(part_2_assistant_runnable))\n",
-    "builder.add_node(\"action\", create_tool_node_with_fallback(part_2_tools))\n",
+    "builder.add_node(\"tools\", create_tool_node_with_fallback(part_2_tools))\n",
     "builder.add_edge(\"fetch_user_info\", \"assistant\")\n",
     "builder.add_conditional_edges(\n",
-    "    \"assistant\", tools_condition, {\"action\": \"action\", END: END}\n",
+    "    \"assistant\", tools_condition,\n",
     ")\n",
-    "builder.add_edge(\"action\", \"assistant\")\n",
+    "builder.add_edge(\"tools\", \"assistant\")\n",
     "\n",
     "memory = SqliteSaver.from_conn_string(\":memory:\")\n",
     "part_2_graph = builder.compile(\n",
     "    checkpointer=memory,\n",
-    "    # NEW: The graph will always halt before executing the \"action\" node.\n",
+    "    # NEW: The graph will always halt before executing the \"tools\" node.\n",
     "    # The user can approve or reject (or even alter the request) before\n",
     "    # the assistant continues\n",
-    "    interrupt_before=[\"action\"],\n",
+    "    interrupt_before=[\"tools\"],\n",
     ")"
    ]
   },
@@ -2560,7 +2558,7 @@
     "memory = SqliteSaver.from_conn_string(\":memory:\")\n",
     "part_3_graph = builder.compile(\n",
     "    checkpointer=memory,\n",
-    "    # NEW: The graph will always halt before executing the \"action\" node.\n",
+    "    # NEW: The graph will always halt before executing the \"tools\" node.\n",
     "    # The user can approve or reject (or even alter the request) before\n",
     "    # the assistant continues\n",
     "    interrupt_before=[\"sensitive_tools\"],\n",
@@ -3395,11 +3393,7 @@
    "cell_type": "code",
    "execution_count": 32,
    "id": "fb812818-99c9-4bf3-b1e5-a394c7b9058d",
-   "metadata": {
-    "vscode": {
-     "languageId": "plaintext"
-    }
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "from typing import Callable\n",