diff --git a/internal/infra/repository/pending_task_repository.go b/internal/infra/repository/pending_task_repository.go
index ba650e4..adcbf2c 100644
--- a/internal/infra/repository/pending_task_repository.go
+++ b/internal/infra/repository/pending_task_repository.go
@@ -57,7 +57,7 @@ func (r *gormPendingTaskRepository) FindAllPendingTasks(ctx context.Context) ([]
 	var tasks []models.PendingTask
 	// 预加载 Task 以便后续访问 Task.PlanID
 	// 预加载 TaskExecutionLog 以便后续访问 PlanExecutionLogID
-	err := r.db.WithContext(repoCtx).Preload("Tasks").Preload("TaskExecutionLogs").Find(&tasks).Error
+	err := r.db.WithContext(repoCtx).Preload("Task").Preload("TaskExecutionLog").Find(&tasks).Error
 	return tasks, err
 }