diff --git a/libs/langgraph/langgraph/pregel/call.py b/libs/langgraph/langgraph/pregel/call.py
index 9a74eb0c3..a4bba63fe 100644
--- a/libs/langgraph/langgraph/pregel/call.py
+++ b/libs/langgraph/langgraph/pregel/call.py
@@ -8,6 +8,7 @@ import sys
 import types
 from typing import Any, Callable, Optional, TypeVar, Union
 
+from langchain_core.runnables import Runnable
 from typing_extensions import ParamSpec
 
 from langgraph.constants import CONF, CONFIG_KEY_CALL, RETURN, TAG_HIDDEN
@@ -158,14 +159,9 @@ def get_runnable_for_entrypoint(func: Callable[..., Any]) -> RunnableSeq:
                 trace=False,
                 recurse=False,
             )
-        seq = RunnableSeq(
-            run,
-            ChannelWrite([ChannelWriteEntry(RETURN)], tags=[TAG_HIDDEN]),
-            name=func.__name__,
-        )
         if not _lookup_module_and_qualname(func):
-            return seq
-        return CACHE.setdefault(key, seq)
+            return run
+        return CACHE.setdefault(key, run)
 
 
 def get_runnable_for_task(func: Callable[..., Any]) -> RunnableSeq:
@@ -204,7 +200,7 @@ def get_runnable_for_task(func: Callable[..., Any]) -> RunnableSeq:
         return CACHE.setdefault(key, seq)
 
 
-CACHE: dict[tuple[Callable[..., Any], bool], RunnableSeq] = {}
+CACHE: dict[tuple[Callable[..., Any], bool], Runnable] = {}
 
 
 P = ParamSpec("P")
diff --git a/libs/langgraph/tests/test_large_cases.py b/libs/langgraph/tests/test_large_cases.py
index 6980b7b68..f562720b8 100644
--- a/libs/langgraph/tests/test_large_cases.py
+++ b/libs/langgraph/tests/test_large_cases.py
@@ -2829,9 +2829,9 @@ def test_state_graph_packets(
     # Define decision-making logic
     def should_continue(data: AgentState) -> str:
         assert isinstance(data["session"], httpx.Client)
-        assert data["something_extra"] == "hi there", (
-            "nodes can pass extra data to their cond edges, which isn't saved in state"
-        )
+        assert (
+            data["something_extra"] == "hi there"
+        ), "nodes can pass extra data to their cond edges, which isn't saved in state"
         # Logic to decide whether to continue in the loop or exit
         if tool_calls := data["messages"][-1].tool_calls:
             return [Send("tools", tool_call) for tool_call in tool_calls]