diff --git a/inc/core-hooks.php b/inc/core-hooks.php
index b3f71cfb..81eb2982 100644
--- a/inc/core-hooks.php
+++ b/inc/core-hooks.php
@@ -482,13 +482,23 @@ add_action('admin_enqueue_scripts', function ($hook) {
 add_action('manage_post_posts_custom_column', function ($column, $post_id) {
     if ($column !== 'aksrt_stats') return;
 
-    $views     = (int) get_post_meta($post_id, 'views', true);
-    $likes     = (int) get_post_meta($post_id, 'like', true);
-    $favorites = (int) get_post_meta($post_id, 'favorite', true);
-    $downloads = (int) get_post_meta($post_id, 'download_count', true);
+    $views     = function_exists('aksrt_get_post_views') ? (int) aksrt_get_post_views($post_id) : (int) get_post_meta($post_id, \AKSRT\Core\DomainModel::POST_VIEW_COUNT_KEY, true);
+    $likes     = function_exists('aksrt_get_post_likes') ? (int) aksrt_get_post_likes($post_id) : (int) get_post_meta($post_id, '_aksrt_like_count', true);
+    $favorites = function_exists('aksrt_get_post_favorites') ? (int) aksrt_get_post_favorites($post_id) : (int) get_post_meta($post_id, '_aksrt_favorite_count', true);
+    $downloads = (int) get_post_meta($post_id, \AKSRT\Core\DomainModel::RESOURCE_DOWNLOAD_COUNT_KEY, true);
+
+    if ($downloads <= 0) {
+        $legacy_downloads = (int) get_post_meta($post_id, 'download_count', true);
+        if ($legacy_downloads > 0) {
+            $downloads = $legacy_downloads;
+        }
+    }
 
     $format = function (int $n): string {
-        if ($n >= 10000) return round($n / 10000, 1) . '万';
+        if (function_exists('aksrt_format_number')) {
+            return (string) aksrt_format_number($n);
+        }
+        if ($n >= 10000) return round($n / 10000, 1) . 'W+';
         if ($n >= 1000) return round($n / 1000, 1) . 'K';
         return (string) $n;
     };
@@ -510,10 +520,15 @@ add_action('pre_get_posts', function ($query) {
     if (!is_admin() || !$query->is_main_query()) return;
 
     $orderby = $query->get('orderby');
-    $allowed = ['views', 'like', 'favorite', 'download_count'];
+    $allowed = [
+        'views'    => \AKSRT\Core\DomainModel::POST_VIEW_COUNT_KEY,
+        'like'     => '_aksrt_like_count',
+        'favorite' => '_aksrt_favorite_count',
+        'download_count' => \AKSRT\Core\DomainModel::RESOURCE_DOWNLOAD_COUNT_KEY,
+    ];
 
-    if (in_array($orderby, $allowed, true)) {
-        $query->set('meta_key', $orderby);
+    if (isset($allowed[$orderby])) {
+        $query->set('meta_key', $allowed[$orderby]);
         $query->set('orderby', 'meta_value_num');
     }
 });
diff --git a/tests/widget-system/admin-stats-column-contract.test.cjs b/tests/widget-system/admin-stats-column-contract.test.cjs
new file mode 100644
index 00000000..48bb838e
--- /dev/null
+++ b/tests/widget-system/admin-stats-column-contract.test.cjs
@@ -0,0 +1,99 @@
+const test = require('node:test')
+const assert = require('node:assert/strict')
+const fs = require('node:fs')
+const path = require('node:path')
+
+const root = path.resolve(__dirname, '../..')
+const read = file => fs.readFileSync(path.join(root, file), 'utf8')
+
+const hooks = read('inc/core-hooks.php')
+const domain = read('src/Core/DomainModel.php')
+const tags = read('inc/helpers/aksrt-frontend-tags.php')
+
+test('admin post list has the interaction stats column', () => {
+  assert.match(hooks, /manage_post_posts_columns/)
+  assert.match(hooks, /互动数据/)
+  assert.match(hooks, /manage_post_posts_custom_column/)
+  assert.match(hooks, /\$column !== 'aksrt_stats'/)
+})
+
+test('interaction counts are read from the keys the theme actually writes', () => {
+  // 计数一律落在这几个 meta key 上：aksrt_post_views / _aksrt_like_count /
+  // _aksrt_favorite_count / _aksrt_res_download_count。列回调只能用同一套键，
+  // 否则全列恒为 0。旧实现读 'views' / 'like' / 'favorite'，仓库里没有任何写入方。
+  assert.match(tags, /'_aksrt_like_count'/)
+  assert.match(tags, /'_aksrt_favorite_count'/)
+  assert.match(tags, /'aksrt_post_views'/)
+
+  assert.match(hooks, /aksrt_get_post_views\(\$post_id\)/)
+  assert.match(hooks, /aksrt_get_post_likes\(\$post_id\)/)
+  assert.match(hooks, /aksrt_get_post_favorites\(\$post_id\)/)
+
+  // 资源下载量只有 _aksrt_res_download_count 一个写入键。
+  assert.match(hooks, /DomainModel::RESOURCE_DOWNLOAD_COUNT_KEY/)
+  assert.match(domain, /RESOURCE_DOWNLOAD_COUNT_KEY\s*=\s*'_aksrt_res_download_count'/)
+
+  // 不得再直接读这些不存在的键（'download_count' 只作为历史遗留键回退读取）。
+  const column = hooks.slice(hooks.indexOf('manage_post_posts_custom_column'), hooks.indexOf('Support sorting by'))
+  assert.doesNotMatch(column, /get_post_meta\(\$post_id, 'views'/)
+  assert.doesNotMatch(column, /get_post_meta\(\$post_id, 'like'/)
+  assert.doesNotMatch(column, /get_post_meta\(\$post_id, 'favorite'/)
+})
+
+test('admin stats column shares the aksrt_format_number abbreviation', () => {
+  // 后台列与前台必须同一套缩写口径（≥10000 → 1.2W+，≥1000 → 1.5K）。
+  // 旧实现用了前台从未用过的「万」后缀。
+  assert.match(hooks, /aksrt_format_number\(\$n\)/)
+  const column = hooks.slice(hooks.indexOf('manage_post_posts_custom_column'), hooks.indexOf('Support sorting by'))
+  assert.doesNotMatch(column, /'万'/)
+})
+
+test('sortable meta maps the public orderby keys to the stored keys', () => {
+  assert.match(hooks, /'views'\s*=>\s*\\AKSRT\\Core\\DomainModel::POST_VIEW_COUNT_KEY/)
+  assert.match(hooks, /'like'\s*=>\s*'_aksrt_like_count'/)
+  assert.match(hooks, /'favorite'\s*=>\s*'_aksrt_favorite_count'/)
+  assert.match(hooks, /'download_count'\s*=>\s*\\AKSRT\\Core\\DomainModel::RESOURCE_DOWNLOAD_COUNT_KEY/)
+  // meta_key 必须是真实存储键，而不是用户可见的排序键。
+  assert.match(hooks, /\$query->set\('meta_key', \$allowed\[\$orderby\]\)/)
+})
+
+test('every counter meta key the admin column renders has a writer', () => {
+  // 逐键核对：列里展示的每项计数都必须在某个 helper 里真正被写入过。
+  const sources = [
+    'inc/core-hooks.php',
+    'inc/helpers/aksrt-frontend-tags.php',
+    'src/Core/PostMetaBox.php',
+    'src/Frontend/PageAdminSet.php',
+  ].map(read).join('\n')
+
+  for (const key of ['aksrt_post_views', '_aksrt_like_count', '_aksrt_favorite_count']) {
+    assert.ok(sources.includes(`'${key}'`), `${key} is written somewhere`)
+  }
+  // 资源帖的浏览有独立键，aksrt_get_post_views() 取两者较大值。
+  assert.match(tags, /_aksrt_res_view_count/)
+  assert.match(read('inc/helpers/aksrt-resource.php'), /RESOURCE_VIEW_COUNT_KEY|_aksrt_res_view_count/)
+
+  // 资源下载走普通外链，主题内没有任何写入方，所以下载项只在 >0 时出现。
+  // 万一将来接了下载统计，写入方必须落在同一个键上。
+  assert.match(hooks, /\$downloads <= 0/)
+  assert.match(hooks, /\$legacy_downloads/)
+})
+
+test('download count stays read-only until a writer exists', () => {
+  // 目前没有任何 PHP 写入 _aksrt_res_download_count；若哪天新增了写入方，
+  // 这里会失败，提示把该键也纳入后台列的统计口径。
+  const php = ['inc', 'src', 'templates'].flatMap(dir =>
+    fs.readdirSync(path.join(root, dir), { withFileTypes: true })
+      .filter(e => e.isFile() && e.name.endsWith('.php'))
+      .map(e => `${dir}/${e.name}`)
+  ).filter(f => !f.includes('core-hooks') && !f.includes('DomainModel')).map(read).join('\n')
+  const writers = php.match(/(?:update|add)_post_meta\([^)]*_aksrt_res_download_count/g) || []
+  assert.equal(writers.length, 0, 'download count still has no writer')
+})
+
+test('admin column icons stay behind the Font Awesome enqueue on edit.php', () => {
+  assert.match(hooks, /admin_enqueue_scripts[\s\S]*?edit\.php[\s\S]*?aksrt_enqueue_fontawesome\(\)/)
+  for (const klass of ['fa-eye', 'fa-thumbs-up', 'fa-star', 'fa-download']) {
+    assert.match(hooks, new RegExp(klass))
+  }
+})