diff --git a/src/backend/langflow/graph/vertex/utils.py b/src/backend/langflow/graph/vertex/utils.py
index 3fa065e62..0964e7b0a 100644
--- a/src/backend/langflow/graph/vertex/utils.py
+++ b/src/backend/langflow/graph/vertex/utils.py
@@ -2,8 +2,8 @@ from typing import Any, Optional, Union
 
 from langchain_core.messages import BaseMessage
 from langchain_core.runnables import Runnable
-from langflow.services.deps import get_socket_service
 from langflow.utils.constants import PYTHON_BASIC_TYPES
+from loguru import logger
 
 
 def is_basic_type(obj):
@@ -11,16 +11,43 @@ def is_basic_type(obj):
 
 
 async def invoke_lc_runnable(
-    built_object: Runnable, inputs: dict, has_external_output: bool, session_id: Optional[str] = None
+    langchain_object: Runnable, inputs: dict, has_external_output: bool, session_id: Optional[str] = None, **kwargs
 ) -> Union[str, BaseMessage]:
-    if has_external_output:
-        socketio_service = get_socket_service()
-        result = ""
-        stream = built_object.astream(inputs)
-        async for chunk in stream:
-            await socketio_service.emit_token(session_id, chunk)
-            result += chunk
-    return await built_object.ainvoke(inputs)
+    # Setup callbacks for asynchronous execution
+    from langflow.processing.base import setup_callbacks
+
+    callbacks = setup_callbacks(sync=False, trace_id=session_id, **kwargs)
+
+    try:
+        if has_external_output and hasattr(langchain_object, "astream"):
+            # Asynchronous stream handling if supported and required
+            output = ""
+            async for chunk in langchain_object.astream(inputs, {"callbacks": callbacks}):
+                output += chunk
+            return output
+        else:
+            # Direct asynchronous invocation
+            return await langchain_object.ainvoke(inputs, {"callbacks": callbacks})
+    except Exception as async_exc:
+        logger.debug(f"Async error, falling back to sync: {str(async_exc)}")
+
+        # Setup synchronous callbacks for the fallback
+        sync_callbacks = setup_callbacks(sync=True, trace_id=session_id, **kwargs)
+        try:
+            # Synchronous fallback if asynchronous execution fails
+            if has_external_output and hasattr(langchain_object, "stream"):
+                # Synchronous stream handling if supported and required
+                output = ""
+                for chunk in langchain_object.stream(inputs, {"callbacks": sync_callbacks}):
+                    output += chunk
+                return output
+            else:
+                # Direct synchronous invocation
+                return langchain_object.invoke(inputs, {"callbacks": sync_callbacks})
+        except Exception as sync_exc:
+            logger.error(f"Sync error after async failure: {str(sync_exc)}")
+            # Handle or re-raise exception as appropriate for your application
+            raise sync_exc from async_exc
 
 
 async def generate_result(built_object: Any, inputs: dict, has_external_output: bool, session_id: Optional[str] = None):