diff --git a/src/oss/langchain/short-term-memory.mdx b/src/oss/langchain/short-term-memory.mdx
index a0f013e67..0d8d72a53 100644
--- a/src/oss/langchain/short-term-memory.mdx
+++ b/src/oss/langchain/short-term-memory.mdx
@@ -40,7 +40,7 @@ from langgraph.checkpoint.memory import InMemorySaver  # [!code highlight]
 
 agent = create_agent(
     "gpt-5",
-    [get_user_info],
+    tools=[get_user_info],
     checkpointer=InMemorySaver(),  # [!code highlight]
 )
 
@@ -91,7 +91,7 @@ with PostgresSaver.from_conn_string(DB_URI) as checkpointer:
     checkpointer.setup() # auto create tables in PostgresSql
     agent = create_agent(
         "gpt-5",
-        [get_user_info],
+        tools=[get_user_info],
         checkpointer=checkpointer,  # [!code highlight]
     )
 ```
@@ -124,7 +124,7 @@ class CustomAgentState(AgentState):  # [!code highlight]
 
 agent = create_agent(
     "gpt-5",
-    [get_user_info],
+    tools=[get_user_info],
     state_schema=CustomAgentState,  # [!code highlight]
     checkpointer=InMemorySaver(),
 )
@@ -241,8 +241,8 @@ def trim_messages(state: AgentState, runtime: Runtime) -> dict[str, Any] | None:
     }
 
 agent = create_agent(
-    model,
-    tools=tools,
+    your_model_here,
+    tools=your_tools_here,
     middleware=[trim_messages],
     checkpointer=InMemorySaver(),
 )