diff --git a/frontend/src/components/chat_area.py b/frontend/src/components/chat_area.py
index 4711773..207ad9a 100644
--- a/frontend/src/components/chat_area.py
+++ b/frontend/src/components/chat_area.py
@@ -143,7 +143,7 @@ def _handle_ai_response():
             # 1. 处理 LLM Token 流 (打字机效果)
             if event_type == "llm_token":
                 # 确保只处理来自 LLM 的 token，避免将工具的输出作为 token 显示
-                if event.get("node") in ("llm_call", "fallback"):
+                if event.get("node") in ("llm_call", "fallback", "fast_path"):
                     token = str(event.get("token", ""))
                     reasoning_token = str(event.get("reasoning_token", ""))