diff --git a/internal/infra/repository/pending_task_repository.go b/internal/infra/repository/pending_task_repository.go
index 786c361..ceae6bb 100644
--- a/internal/infra/repository/pending_task_repository.go
+++ b/internal/infra/repository/pending_task_repository.go
@@ -126,7 +126,10 @@ func (r *gormPendingTaskRepository) ClaimNextAvailableTask(excludePlanIDs []uint
 			return err
 		}
 
-		if err := tx.Preload("Task").First(&log, pendingTask.TaskExecutionLogID).Error; err != nil {
+		// 关键修改：在 Preload("Task") 时，使用 Unscoped() 来忽略 Task 的软删除状态
+		if err := tx.Preload("Task", func(db *gorm.DB) *gorm.DB {
+			return db.Unscoped()
+		}).First(&log, pendingTask.TaskExecutionLogID).Error; err != nil {
 			return err
 		}