diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/agents/middlewares/skill_review_middleware.py b/offline-backend-20260512/backend/packages/harness/deerflow/agents/middlewares/skill_review_middleware.py
index 213b9480..a0288589 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/agents/middlewares/skill_review_middleware.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/agents/middlewares/skill_review_middleware.py
@@ -18,6 +18,7 @@ from langchain.agents.middleware import AgentMiddleware
 from langgraph.runtime import Runtime
 
 from deerflow.config.app_config import get_app_config
+from deerflow.runtime.user_context import get_effective_user_id
 from deerflow.skills.review_worker import maybe_start_review
 
 logger = logging.getLogger(__name__)
@@ -47,6 +48,7 @@ class SkillReviewMiddleware(AgentMiddleware[SkillReviewMiddlewareState]):
             thread_id: str = runtime.context.get("thread_id", "") if runtime.context else ""
             if not thread_id:
                 return
-            maybe_start_review(thread_id, messages, app_config)
+            user_id = get_effective_user_id()
+            maybe_start_review(thread_id, messages, app_config, user_id)
         except Exception:
             logger.exception("SkillReviewMiddleware.after_agent: unexpected error (ignored)")
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/skills/review_worker.py b/offline-backend-20260512/backend/packages/harness/deerflow/skills/review_worker.py
index dc485ff9..5293e8cf 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/skills/review_worker.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/skills/review_worker.py
@@ -122,7 +122,7 @@ _REVIEW_SYSTEM_PROMPT = textwrap.dedent("""\
 """)
 
 
-async def _run_review(thread_id: str, messages: list[BaseMessage], app_config: "AppConfig") -> None:
+async def _run_review(thread_id: str, messages: list[BaseMessage], app_config: "AppConfig", user_id: str = "default") -> None:
     """Core review logic: create_agent with full middleware chain, no 'silent creation' constraint.
 
     Uses create_agent (the deerflow agent factory) directly so we can:
@@ -196,12 +196,22 @@ async def _run_review(thread_id: str, messages: list[BaseMessage], app_config: "
         additional_kwargs={"prompt_prefix": _REVIEW_SYSTEM_PROMPT},
     )
 
+    def _invoke_with_user_context() -> dict:
+        from deerflow.runtime.user_context import set_current_user, reset_current_user
+
+        class _SimpleUser:
+            def __init__(self, uid: str) -> None:
+                self.id = uid
+
+        token = set_current_user(_SimpleUser(user_id))
+        try:
+            return agent.invoke({"messages": [first_message]}, config=run_config)
+        finally:
+            reset_current_user(token)
+
     try:
         result = await asyncio.wait_for(
-            asyncio.get_event_loop().run_in_executor(
-                None,
-                lambda: agent.invoke({"messages": [first_message]}, config=run_config),
-            ),
+            asyncio.get_event_loop().run_in_executor(None, _invoke_with_user_context),
             timeout=timeout,
         )
         # Log the final AI message so we can see what the review agent decided.
@@ -227,21 +237,23 @@ async def _run_review_with_pending(
     thread_id: str,
     messages: list[BaseMessage],
     app_config: "AppConfig",
+    user_id: str = "default",
 ) -> None:
     """Run one review; if a newer snapshot arrived while we ran, drain it."""
     lock = _get_lock(thread_id)
     async with lock:
-        await _run_review(thread_id, messages, app_config)
+        await _run_review(thread_id, messages, app_config, user_id)
 
     pending = _pending.pop(thread_id, None)
     if pending is not None:
-        asyncio.create_task(_run_review_with_pending(thread_id, pending, app_config))
+        asyncio.create_task(_run_review_with_pending(thread_id, pending, app_config, user_id))
 
 
 def maybe_start_review(
     thread_id: str,
     messages: list[BaseMessage],
     app_config: "AppConfig",
+    user_id: str = "default",
 ) -> bool:
     """Schedule a background review for ``thread_id``.
 
@@ -267,6 +279,6 @@ def maybe_start_review(
         logger.debug("skill_review_worker: queued review for thread %s (review in progress)", thread_id)
         return False
 
-    asyncio.create_task(_run_review_with_pending(thread_id, messages, app_config))
-    logger.info("skill_review_worker: started review for thread %s (%d tool calls)", thread_id, tool_count)
+    asyncio.create_task(_run_review_with_pending(thread_id, messages, app_config, user_id))
+    logger.info("skill_review_worker: started review for thread %s (%d tool calls) user=%s", thread_id, tool_count, user_id)
     return True