perf: Pool 账号删除后改用乐观更新替代全量重载

- PoolAccountBatchDialog: 批量删除全部成功时直接从本地列表移除，其余操作保留原重载逻辑
- PoolManagement: 单个删除后本地移除条目并更新 total，当前页为空时自动跳转前一页

frontend/src/features/pool/components/PoolAccountBatchDialog.vue

@@ -704,18 +704,20 @@ async function executeAction(): Promise<void> {
     if (failedCount > 0) warning(lastResultMessage.value)
     else success(lastResultMessage.value)
 
-    const shouldClearSelection = selectedAction.value === 'delete'
-    const previousSelection = new Set(selectedKeyIds.value)
     actionPhaseMs = performance.now() - actionStartedAt
     const reloadStartedAt = performance.now()
-    await loadAllKeys()
-    reloadPhaseMs = performance.now() - reloadStartedAt
-    if (shouldClearSelection) {
+    if (selectedAction.value === 'delete' && successCount > 0 && failedCount === 0) {
+      // 全部删除成功：直接从本地列表移除，不做全量重载
+      const deletedIds = new Set(selectedKeys.map((key) => key.key_id))
+      allKeys.value = allKeys.value.filter((key) => !deletedIds.has(key.key_id))
       selectedKeyIds.value = []
     } else {
+      const previousSelection = new Set(selectedKeyIds.value)
+      await loadAllKeys()
       const existingIds = new Set(allKeys.value.map((key) => key.key_id))
       selectedKeyIds.value = [...previousSelection].filter((id) => existingIds.has(id))
     }
+    reloadPhaseMs = performance.now() - reloadStartedAt
     emit('changed')
   } catch (err) {
     showError(parseApiError(err, '批量操作失败'))

frontend/src/views/admin/PoolManagement.vue

@@ -1885,7 +1885,13 @@ async function handleDeleteKey(key: PoolKeyDetail) {
   try {
     await deleteEndpointKey(key.key_id)
     success('账号已删除')
-    await loadKeys()
+    // 乐观更新：直接从本地列表移除，避免等待网络重载
+    keyPage.value.keys = keyPage.value.keys.filter(k => k.key_id !== key.key_id)
+    keyPage.value.total = Math.max(0, keyPage.value.total - 1)
+    // 当前页已空且不是第一页时，自动跳转到前一页
+    if (keyPage.value.keys.length === 0 && currentPage.value > 1) {
+      currentPage.value--
+    }
   } catch (err) {
     showError(parseApiError(err, '删除账号失败'))
   } finally {