diff --git a/docs/docs/integrations/tools/yahoo_finance_news.ipynb b/docs/docs/integrations/tools/yahoo_finance_news.ipynb
index 91872eddf74..743e358a954 100644
--- a/docs/docs/integrations/tools/yahoo_finance_news.ipynb
+++ b/docs/docs/integrations/tools/yahoo_finance_news.ipynb
@@ -102,8 +102,8 @@
     }
    ],
    "source": [
-    "agent_chain.run(\n",
-    "    \"What happens today with Microsoft stocks?\",\n",
+    "agent_chain.invoke(\n",
+    "    \"What happened today with Microsoft stocks?\",\n",
     ")"
    ]
   },
@@ -147,7 +147,7 @@
     }
    ],
    "source": [
-    "agent_chain.run(\n",
+    "agent_chain.invoke(\n",
     "    \"How does Microsoft feels today comparing with Nvidia?\",\n",
     ")"
    ]
@@ -188,7 +188,7 @@
     }
    ],
    "source": [
-    "tool.run(\"NVDA\")"
+    "tool.invoke(\"NVDA\")"
    ]
   },
   {
@@ -210,7 +210,7 @@
     }
    ],
    "source": [
-    "res = tool.run(\"AAPL\")\n",
+    "res = tool.invoke(\"AAPL\")\n",
     "print(res)"
    ]
   },