diff --git a/app/Console/Commands/SyncArticleLikes.php b/app/Console/Commands/SyncArticleLikes.php
index fa3adca9..06e313e9 100755
--- a/app/Console/Commands/SyncArticleLikes.php
+++ b/app/Console/Commands/SyncArticleLikes.php
@@ -73,9 +73,13 @@ private function transferLikes(Articles $oArticle, string $sField, int $iAmount)
     {
         $iRealAdd = min($oArticle->$sField, $iAmount);
         if ($iRealAdd > 0) {
-            $oArticle->increment('iLikeCount', $iRealAdd);
+            $oArticle->increment('iLikeCount', $iRealAdd, [
+                                 'sLastLikedAt' => now(), // 这里的 now() 是 Laravel 提供的 Carbon 实例
+                             ]);
             // 这里注意：increment/decrement 会同步更新 model 对象的内存值
             $oArticle->decrement($sField, $iRealAdd);
+//            $oArticle->sLastLikedAt = time();
+//            $oArticle->save();
         }
     }
 }
diff --git a/app/Services/ArticlesService.php b/app/Services/ArticlesService.php
index 4d5aeef1..8b6ab5d7 100755
--- a/app/Services/ArticlesService.php
+++ b/app/Services/ArticlesService.php
@@ -118,7 +118,11 @@ public function like(int $iArticleId, string $sIp, string $sFingerprint): array
                 
                 // 执行增加并直接获取最新的模型实例
                 $oArticle = Articles::where('id', $iArticleId);
-                $oArticle->increment('iLikeCount');
+                $oArticle->increment('iLikeCount', 1, [
+                                     'sLastLikedAt' => now(), // 这里的 now() 是 Laravel 提供的 Carbon 实例
+                                 ]);
+                $oArticle->sLastLikedAt = time();
+//                $oArticle->save(); // 不对吗
                 
                 // 拿到自增后的最新数字
                 $iNewLikeCount = $oArticle->value('iLikeCount');
@@ -133,6 +137,7 @@ public function like(int $iArticleId, string $sIp, string $sFingerprint): array
                 'iLikeCount' => $iNewLikeCount // 药水哥绝杀：把热腾腾的数字发回去
             ];
         } catch (\Exception $e) {
+//            tt($e->getMessage());
             \Log::error("点赞失败: " . $e->getMessage());
             return ['status' => false, 'code' => 500, 'msg' => '系统打了个盹，稍后再试。'];
         }
diff --git a/app/Services/CacheService.php b/app/Services/CacheService.php
index bfe887b9..a3d6070f 100755
--- a/app/Services/CacheService.php
+++ b/app/Services/CacheService.php
@@ -36,33 +36,57 @@ class CacheService
 //        return $aHotArticles;
 //    }
     
+//    public static function updateOrderLikes_old(): array
+//    {
+//        // 1. 获取最近点赞的文章ID流
+//        // 使用 max(id) 或 max(created_at) 来确保每个文章只出现一次，且取的是它最后一次被点赞的时间
+//        $aHotArticles = ArticleLikes::select('iArticleId', \DB::raw('MAX(created_at) as sLatestLikeTime'))
+//            ->whereHas('oArticle', function($oQuery) {
+//                $oQuery->where('iStatus', 1); // 只看发布状态的文章
+//            })
+//            ->groupBy('iArticleId')
+//            ->orderBy('sLatestLikeTime', 'desc') // 按最后一次点赞时间倒序
+//            ->limit(10)
+//            ->with('oArticle') // 预加载文章详情
+//            ->get()
+//            ->map(function($oItem) {
+//                // 格式化输出，把文章对象和点赞时间揉在一起
+//                return [
+//                    'iArticleId' => $oItem->iArticleId,
+//                    'sLatestLikeTime' => $oItem->sLatestLikeTime,
+//                    'oArticle' => $oItem->oArticle
+//                ];
+//            })
+//            ->toArray();
+//
+//        // 2. 存入缓存
+//        Cache::forever(self::CACHE_KEYS['article_order_likes'], $aHotArticles);
+//
+//        return $aHotArticles;
+//    } // 真正问题在这里。这里生成缓存视图，是基于ArticleLikes，与刚才的代码脱节
+ 
     public static function updateOrderLikes(): array
     {
-        // 1. 获取最近点赞的文章ID流
-        // 使用 max(id) 或 max(created_at) 来确保每个文章只出现一次，且取的是它最后一次被点赞的时间
-        $aHotArticles = ArticleLikes::select('iArticleId', \DB::raw('MAX(created_at) as sLatestLikeTime'))
-            ->whereHas('oArticle', function($oQuery) {
-                $oQuery->where('iStatus', 1); // 只看发布状态的文章
-            })
-            ->groupBy('iArticleId')
-            ->orderBy('sLatestLikeTime', 'desc') // 按最后一次点赞时间倒序
+        // 1. 基于 Articles 表按最后点赞时间倒序，涵盖真实赞与算法注入赞
+        $cArticles = Articles::where('iStatus', 1)
+            ->whereNotNull('sLastLikedAt')
+            ->orderBy('sLastLikedAt', 'desc')
             ->limit(10)
-            ->with('oArticle') // 预加载文章详情
-            ->get()
-            ->map(function($oItem) {
-                // 格式化输出，把文章对象和点赞时间揉在一起
-                return [
-                    'iArticleId' => $oItem->iArticleId,
-                    'sLatestLikeTime' => $oItem->sLatestLikeTime,
-                    'oArticle' => $oItem->oArticle
-                ];
-            })
-            ->toArray();
+            ->get();
 
-        // 2. 存入缓存
+        // 2. 构造与原结构完全一致的返回数组
+        $aHotArticles = $cArticles->map(function ($oArticle) {
+            return [
+                'iArticleId'      => $oArticle->id,
+                'sLatestLikeTime' => $oArticle->sLastLikedAt,
+                'oArticle'        => $oArticle,
+            ];
+        })->toArray();
+//tt($aHotArticles);
+        // 3. 存入缓存
         Cache::forever(self::CACHE_KEYS['article_order_likes'], $aHotArticles);
 
         return $aHotArticles;
     }
-    
+
 }
diff --git a/routes/console.php b/routes/console.php
index 1ada7865..748b8ceb 100755
--- a/routes/console.php
+++ b/routes/console.php
@@ -44,7 +44,7 @@
 })->purpose('定点爆破并重建指定的表，不带参数不动手');
 
 // 每周一凌晨 2:00 准时开跑，避开流量高峰
-Schedule::command('stat:tags-cloud')->weeklyOn(1, '02:00');
+Schedule::command('stat:tags-cloud')->weeklyOn(1, '02:00'); // 没到时间我想测试，如何直接触发
 
 //Schedule::command('stat:order-likes')->hourly();