diff --git a/backend/packages/harness/deerflow/agents/middlewares/dynamic_context_middleware.py b/backend/packages/harness/deerflow/agents/middlewares/dynamic_context_middleware.py
index 628a60e88..b7b0950e6 100644
--- a/backend/packages/harness/deerflow/agents/middlewares/dynamic_context_middleware.py
+++ b/backend/packages/harness/deerflow/agents/middlewares/dynamic_context_middleware.py
@@ -53,6 +53,11 @@ def _extract_date(content: str) -> str | None:
     return m.group(1) if m else None
 
 
+def is_dynamic_context_reminder(message: object) -> bool:
+    """Return whether *message* is a hidden dynamic-context reminder."""
+    return isinstance(message, HumanMessage) and bool(message.additional_kwargs.get(_DYNAMIC_CONTEXT_REMINDER_KEY))
+
+
 def _last_injected_date(messages: list) -> str | None:
     """Scan messages in reverse and return the most recently injected date.
 
@@ -61,7 +66,7 @@ def _last_injected_date(messages: list) -> str | None:
     are not mistakenly treated as injected reminders.
     """
     for msg in reversed(messages):
-        if isinstance(msg, HumanMessage) and msg.additional_kwargs.get(_DYNAMIC_CONTEXT_REMINDER_KEY):
+        if is_dynamic_context_reminder(msg):
             content_str = msg.content if isinstance(msg.content, str) else str(msg.content)
             return _extract_date(content_str)
     return None
diff --git a/backend/packages/harness/deerflow/agents/middlewares/title_middleware.py b/backend/packages/harness/deerflow/agents/middlewares/title_middleware.py
index 01080be14..b259ce4a4 100644
--- a/backend/packages/harness/deerflow/agents/middlewares/title_middleware.py
+++ b/backend/packages/harness/deerflow/agents/middlewares/title_middleware.py
@@ -9,6 +9,7 @@ from langchain.agents.middleware import AgentMiddleware
 from langgraph.config import get_config
 from langgraph.runtime import Runtime
 
+from deerflow.agents.middlewares.dynamic_context_middleware import is_dynamic_context_reminder
 from deerflow.config.title_config import get_title_config
 from deerflow.models import create_chat_model
 
@@ -61,6 +62,10 @@ class TitleMiddleware(AgentMiddleware[TitleMiddlewareState]):
 
         return ""
 
+    @staticmethod
+    def _is_user_message_for_title(message: object) -> bool:
+        return getattr(message, "type", None) == "human" and not is_dynamic_context_reminder(message)
+
     def _should_generate_title(self, state: TitleMiddlewareState) -> bool:
         """Check if we should generate a title for this thread."""
         config = self._get_title_config()
@@ -77,7 +82,7 @@ class TitleMiddleware(AgentMiddleware[TitleMiddlewareState]):
             return False
 
         # Count user and assistant messages
-        user_messages = [m for m in messages if m.type == "human"]
+        user_messages = [m for m in messages if self._is_user_message_for_title(m)]
         assistant_messages = [m for m in messages if m.type == "ai"]
 
         # Generate title after first complete exchange
@@ -91,7 +96,7 @@ class TitleMiddleware(AgentMiddleware[TitleMiddlewareState]):
         config = self._get_title_config()
         messages = state.get("messages", [])
 
-        user_msg_content = next((m.content for m in messages if m.type == "human"), "")
+        user_msg_content = next((m.content for m in messages if self._is_user_message_for_title(m)), "")
         assistant_msg_content = next((m.content for m in messages if m.type == "ai"), "")
 
         user_msg = self._normalize_content(user_msg_content)
diff --git a/backend/tests/test_title_middleware_core_logic.py b/backend/tests/test_title_middleware_core_logic.py
index ede4dc0a4..5395f816e 100644
--- a/backend/tests/test_title_middleware_core_logic.py
+++ b/backend/tests/test_title_middleware_core_logic.py
@@ -7,6 +7,7 @@ from unittest.mock import AsyncMock, MagicMock
 from langchain_core.messages import AIMessage, HumanMessage
 
 from deerflow.agents.middlewares import title_middleware as title_middleware_module
+from deerflow.agents.middlewares.dynamic_context_middleware import _DYNAMIC_CONTEXT_REMINDER_KEY
 from deerflow.agents.middlewares.title_middleware import TitleMiddleware
 from deerflow.config.title_config import TitleConfig, get_title_config, set_title_config
 
@@ -44,6 +45,22 @@ class TestTitleMiddlewareCoreLogic:
 
         assert middleware._should_generate_title(state) is True
 
+    def test_should_generate_title_with_dynamic_context_reminder(self):
+        _set_test_title_config(enabled=True)
+        middleware = TitleMiddleware()
+        state = {
+            "messages": [
+                HumanMessage(
+                    content="<system-reminder>\n<memory>User prefers Python.</memory>\n</system-reminder>",
+                    additional_kwargs={_DYNAMIC_CONTEXT_REMINDER_KEY: True},
+                ),
+                HumanMessage(content="帮我总结这段代码"),
+                AIMessage(content="好的，我先看结构"),
+            ]
+        }
+
+        assert middleware._should_generate_title(state) is True
+
     def test_should_not_generate_title_when_disabled_or_already_set(self):
         middleware = TitleMiddleware()
 
@@ -243,6 +260,25 @@ class TestTitleMiddlewareCoreLogic:
         prompt, _ = middleware._build_title_prompt(state)
         assert "<think>" not in prompt
 
+    def test_build_title_prompt_uses_real_user_message_with_dynamic_context_reminder(self):
+        _set_test_title_config(enabled=True)
+        middleware = TitleMiddleware()
+        state = {
+            "messages": [
+                HumanMessage(
+                    content="<system-reminder>\n<memory>User prefers Python.</memory>\n</system-reminder>",
+                    additional_kwargs={_DYNAMIC_CONTEXT_REMINDER_KEY: True},
+                ),
+                HumanMessage(content="请帮我写测试"),
+                AIMessage(content="好的"),
+            ]
+        }
+
+        prompt, user_msg = middleware._build_title_prompt(state)
+        assert user_msg == "请帮我写测试"
+        assert "<system-reminder>" not in prompt
+        assert "User prefers Python" not in prompt
+
     def test_generate_title_async_strips_think_tags_in_response(self, monkeypatch):
         """Async title generation strips <think> blocks from the model response."""
         _set_test_title_config(max_chars=50)