diff --git a/backend/packages/harness/deerflow/tools/builtins/task_tool.py b/backend/packages/harness/deerflow/tools/builtins/task_tool.py
index a45bff787..aa6c39e80 100644
--- a/backend/packages/harness/deerflow/tools/builtins/task_tool.py
+++ b/backend/packages/harness/deerflow/tools/builtins/task_tool.py
@@ -7,6 +7,7 @@ from dataclasses import replace
 from typing import TYPE_CHECKING, Annotated, Any, cast
 
 from langchain.tools import InjectedToolCallId, tool
+from langchain_core.callbacks import BaseCallbackManager
 from langgraph.config import get_stream_writer
 
 from deerflow.config import get_app_config
@@ -99,13 +100,21 @@ def _schedule_deferred_subagent_cleanup(task_id: str, trace_id: str, max_polls:
 
 
 def _find_usage_recorder(runtime: Any) -> Any | None:
-    """Find a callback handler with ``record_external_llm_usage_records`` in the runtime config."""
+    """Find a callback handler with ``record_external_llm_usage_records`` in the runtime config.
+
+    LangChain may pass ``config["callbacks"]`` as either a plain list of handlers
+    or as a ``BaseCallbackManager`` instance (e.g. ``AsyncCallbackManager`` on
+    async tool runs). Callback managers are not iterable; unwrap their
+    ``handlers`` list before searching.
+    """
     if runtime is None:
         return None
     config = getattr(runtime, "config", None)
     if not isinstance(config, dict):
         return None
-    callbacks = config.get("callbacks", [])
+    callbacks = config.get("callbacks")
+    if isinstance(callbacks, BaseCallbackManager):
+        callbacks = callbacks.handlers
     if not callbacks:
         return None
     for cb in callbacks:
diff --git a/backend/tests/test_task_tool_usage_recorder.py b/backend/tests/test_task_tool_usage_recorder.py
new file mode 100644
index 000000000..4decf1ef9
--- /dev/null
+++ b/backend/tests/test_task_tool_usage_recorder.py
@@ -0,0 +1,65 @@
+"""Regression tests for _find_usage_recorder callback shape handling.
+
+Bytedance issue #3107 BUG-002: When LangChain passes ``config["callbacks"]`` as
+an ``AsyncCallbackManager`` (instead of a plain list), the previous
+``for cb in callbacks`` loop raised ``TypeError: 'AsyncCallbackManager' object
+is not iterable``. ToolErrorHandlingMiddleware then converted the entire ``task``
+tool call into an error ToolMessage, losing the subagent result.
+"""
+
+from types import SimpleNamespace
+
+from langchain_core.callbacks import AsyncCallbackManager, CallbackManager
+
+from deerflow.tools.builtins.task_tool import _find_usage_recorder
+
+
+class _RecorderHandler:
+    def record_external_llm_usage_records(self, records):
+        self.records = records
+
+
+class _OtherHandler:
+    pass
+
+
+def _make_runtime(callbacks):
+    return SimpleNamespace(config={"callbacks": callbacks})
+
+
+def test_find_usage_recorder_with_plain_list():
+    recorder = _RecorderHandler()
+    runtime = _make_runtime([_OtherHandler(), recorder])
+    assert _find_usage_recorder(runtime) is recorder
+
+
+def test_find_usage_recorder_with_async_callback_manager():
+    """LangChain wraps callbacks in AsyncCallbackManager for async tool runs.
+
+    The old implementation raised TypeError here. The recorder lives on
+    ``manager.handlers``; we must look there too.
+    """
+    recorder = _RecorderHandler()
+    manager = AsyncCallbackManager(handlers=[_OtherHandler(), recorder])
+    runtime = _make_runtime(manager)
+    assert _find_usage_recorder(runtime) is recorder
+
+
+def test_find_usage_recorder_with_sync_callback_manager():
+    """Sync flavor of the same wrapper used by some langchain code paths."""
+    recorder = _RecorderHandler()
+    manager = CallbackManager(handlers=[recorder])
+    runtime = _make_runtime(manager)
+    assert _find_usage_recorder(runtime) is recorder
+
+
+def test_find_usage_recorder_returns_none_when_no_recorder():
+    manager = AsyncCallbackManager(handlers=[_OtherHandler()])
+    runtime = _make_runtime(manager)
+    assert _find_usage_recorder(runtime) is None
+
+
+def test_find_usage_recorder_handles_empty_manager():
+    manager = AsyncCallbackManager(handlers=[])
+    runtime = _make_runtime(manager)
+    assert _find_usage_recorder(runtime) is None