diff --git a/public/js/admin.js b/public/js/admin.js
index 3d5f22c..c675b96 100644
--- a/public/js/admin.js
+++ b/public/js/admin.js
@@ -92,7 +92,8 @@
     // 通用：折叠面板（collapsible）记忆展开状态（localStorage）
     // 用法：<details data-role="collapsible" data-storage-key="xxx">
     (function () {
-        var nodes = document.querySelectorAll('details[data-role="collapsible"][data-storage-key]');
+        // 兼容历史：旧实现要求 data-role="collapsible"；现在只要存在 data-storage-key 就启用记忆。
+        var nodes = document.querySelectorAll('details[data-storage-key], details[data-role="collapsible"][data-storage-key]');
         if (!nodes || nodes.length === 0) {
             return;
         }
diff --git a/resources/views/admin/dashboard.blade.php b/resources/views/admin/dashboard.blade.php
index 743dbd5..469491d 100644
--- a/resources/views/admin/dashboard.blade.php
+++ b/resources/views/admin/dashboard.blade.php
@@ -311,7 +311,7 @@
                 <a class="btn btn-secondary btn-sm" data-role="dashboard-po-quicklink-refund-inconsistent" href="{!! $platformOrdersQuickLinks['refund_inconsistent'] !!}">退款不一致（{{ (int) ($stats['platform_orders_refund_inconsistent'] ?? 0) }}）</a>
             </div>
 
-            <details class="mt-10" data-role="dashboard-po-advanced-links">
+            <details class="mt-10" data-role="dashboard-po-advanced-links" data-storage-key="admin.dashboard.po_advanced_links">
                 <summary class="muted">高级筛选（少用，默认收起）</summary>
                 <div class="actions mt-8">
                     <a class="btn btn-secondary btn-sm" href="{!! $platformOrdersQuickLinks['paid_pending'] !!}">待生效（{{ (int) ($stats['platform_orders_paid_pending'] ?? 0) }}）</a>
@@ -671,7 +671,7 @@
             </a>
         </div>
 
-        <details class="mt-10" data-role="platform-ops-exception-bars">
+        <details class="mt-10" data-role="platform-ops-exception-bars" data-storage-key="admin.dashboard.platform_ops_exception_bars">
             <summary class="muted"><strong>更多异常积压（少用）</strong></summary>
             <div class="muted muted-xs mt-6">异常型治理：批量失败 / 续费缺订阅等。</div>