diff --git a/core/tasks/queue.py b/core/tasks/queue.py
index added0e..072453d 100644
--- a/core/tasks/queue.py
+++ b/core/tasks/queue.py
@@ -61,6 +61,12 @@ class ValidationQueue:
 
         for i in range(self.worker_count):
             self._workers.append(asyncio.create_task(self._worker_loop(i)))
+
+        # 唤醒 Worker 处理恢复的 pending 任务
+        if pending:
+            for _ in range(min(pending, self.worker_count)):
+                self._signal.put_nowait(None)
+
         logger.info(f"ValidationQueue started with {self.worker_count} workers")
 
     async def stop(self):