diff --git a/internal/controller/studio_controller.go b/internal/controller/studio_controller.go
index ae9f593..2cd9ad6 100644
--- a/internal/controller/studio_controller.go
+++ b/internal/controller/studio_controller.go
@@ -1,8 +1,10 @@
 package controller
 
 import (
+	"log"
 	"net/http"
 	"strconv"
+	"time"
 
 	"metazone.cc/metalab/internal/common"
 	"metazone.cc/metalab/internal/model"
@@ -349,9 +351,21 @@ func (ctrl *StudioController) Delete(c *gin.Context) {
 		return
 	}
 
-	// 删稿扣作者域能（无视负数，静默失败）
+	// 删稿扣作者域能（无视负数，有限重试后静默忽略）
 	if ctrl.energySvc != nil {
-		_ = ctrl.energySvc.DeductOnDeletePost(authorID, uint(id))
+		const maxRetries = 3
+		backoff := 100 * time.Millisecond
+		for i := 0; i < maxRetries; i++ {
+			if err := ctrl.energySvc.DeductOnDeletePost(authorID, uint(id)); err == nil {
+				break
+			}
+			if i < maxRetries-1 {
+				time.Sleep(backoff)
+				backoff *= 2
+			} else {
+				log.Printf("删稿扣域能失败(user=%d, post=%d): %v", authorID, id, err)
+			}
+		}
 	}
 
 	common.OkMessage(c, "删除成功")
diff --git a/internal/service/energy_service.go b/internal/service/energy_service.go
index 3b1b386..3b89efd 100644
--- a/internal/service/energy_service.go
+++ b/internal/service/energy_service.go
@@ -254,20 +254,25 @@ func (s *EnergyService) RefundOnRenameReject(userID uint) error {
 }
 
 // DeductOnDeletePost 删稿扣域能（扣文章作者的域能，无视负数）
+// 事务包裹：确保扣域能 + 写流水原子性
 func (s *EnergyService) DeductOnDeletePost(authorUserID uint, postID uint) error {
-	if err := s.repo.AddEnergy(authorUserID, EnergyDeletePost); err != nil {
-		return fmt.Errorf("扣减删稿域能失败: %w", err)
-	}
+	return s.db.Transaction(func(tx *gorm.DB) error {
+		txRepo := s.repo.WithTx(tx)
 
-	log := &model.EnergyLog{
-		UserID:      authorUserID,
-		Amount:      EnergyDeletePost,
-		Type:        model.EnergyTypeDeletePost,
-		RelatedType: "post",
-		RelatedID:   postID,
-		Description: "删除文章消耗 2.0 域能",
-	}
-	return s.repo.CreateEnergyLog(log)
+		if err := txRepo.AddEnergy(authorUserID, EnergyDeletePost); err != nil {
+			return fmt.Errorf("扣减删稿域能失败: %w", err)
+		}
+
+		log := &model.EnergyLog{
+			UserID:      authorUserID,
+			Amount:      EnergyDeletePost,
+			Type:        model.EnergyTypeDeletePost,
+			RelatedType: "post",
+			RelatedID:   postID,
+			Description: "删除文章消耗 2.0 域能",
+		}
+		return txRepo.CreateEnergyLog(log)
+	})
 }
 
 // AdminAdjust 后台调整用户域能