diff --git a/templates/admin/static/js/audit.js b/templates/admin/static/js/audit.js
index 1945d58..297e2cd 100644
--- a/templates/admin/static/js/audit.js
+++ b/templates/admin/static/js/audit.js
@@ -13,6 +13,34 @@ const pages = {
 };
 let pendingRejectId = null;
 
+// 审核操作按钮事件委托（避免 inline onclick）
+function handleAuditClick(e) {
+    const btn = e.target.closest('[data-audit-action]');
+    if (!btn) return;
+    const action = btn.dataset.auditAction;
+    const id = parseInt(btn.dataset.auditId);
+    if (action === 'approve') approveAudit(id);
+    else if (action === 'reject') openRejectModal(id);
+}
+
+// 分页按钮事件委托
+function handlePaginationClick(e) {
+    const btn = e.target.closest('[data-go-page]');
+    if (!btn) return;
+    goPage(parseInt(btn.dataset.goPage));
+}
+
+// 为动态插入的图片绑定 error 处理
+function attachImageErrorHandlers(container) {
+    if (!container) return;
+    container.querySelectorAll('img[data-fallback]').forEach(img => {
+        img.addEventListener('error', function handler() {
+            this.src = 'data:image/svg+xml,' + encodeURIComponent('<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 80 80"><rect fill="#eee" width="80" height="80"/><text x="40" y="45" text-anchor="middle" fill="#999" font-size="12">加载失败</text></svg>');
+            this.removeEventListener('error', handler);
+        });
+    });
+}
+
 document.addEventListener('DOMContentLoaded', () => {
     // TAB 切换
     document.querySelectorAll('.audit-tab').forEach(tab => {
@@ -26,6 +54,10 @@ document.addEventListener('DOMContentLoaded', () => {
         });
     });
 
+    // 全局事件委托：审核操作 & 分页
+    document.addEventListener('click', handleAuditClick);
+    document.addEventListener('click', handlePaginationClick);
+
     // 初始加载
     loadCurrentTab();
 });
@@ -122,8 +154,8 @@ function renderUsernameRow(item) {
             <td><strong>${escapeHtml(item.new_value)}</strong></td>
             <td>${formatTime(item.created_at)}</td>
             <td class="col-actions">
-                <button class="btn btn-primary btn-sm" onclick="approveAudit(${item.id})">通过</button>
-                <button class="btn btn-outline btn-sm" onclick="openRejectModal(${item.id})">拒绝</button>
+                <button class="btn btn-primary btn-sm" data-audit-action="approve" data-audit-id="${item.id}">通过</button>
+                <button class="btn btn-outline btn-sm" data-audit-action="reject" data-audit-id="${item.id}">拒绝</button>
             </td>
         </tr>`;
 }
@@ -137,8 +169,8 @@ function renderBioRow(item) {
             <td title="${escapeHtml(text)}">${escapeHtml(display)}</td>
             <td>${formatTime(item.created_at)}</td>
             <td class="col-actions">
-                <button class="btn btn-primary btn-sm" onclick="approveAudit(${item.id})">通过</button>
-                <button class="btn btn-outline btn-sm" onclick="openRejectModal(${item.id})">拒绝</button>
+                <button class="btn btn-primary btn-sm" data-audit-action="approve" data-audit-id="${item.id}">通过</button>
+                <button class="btn btn-outline btn-sm" data-audit-action="reject" data-audit-id="${item.id}">拒绝</button>
             </td>
         </tr>`;
 }
@@ -161,14 +193,16 @@ function renderAvatarCards(items) {
             </div>
             <div class="avatar-compare">
                 <span>新头像 →</span>
-                <img src="${escapeHtml(item.new_value)}" alt="新头像" onerror="this.src='data:image/svg+xml,<svg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 80 80%22><rect fill=%22%23eee%22 width=%2280%22 height=%2280%22/><text x=%2240%22 y=%2245%22 text-anchor=%22middle%22 fill=%22%23999%22 font-size=%2212%22>加载失败</text></svg>'">
+                <img src="${escapeHtml(item.new_value)}" alt="新头像" data-fallback="true">
             </div>
             <div class="card-actions">
-                <button class="btn btn-primary btn-sm" onclick="approveAudit(${item.id})">通过</button>
-                <button class="btn btn-outline btn-sm" onclick="openRejectModal(${item.id})">拒绝</button>
+                <button class="btn btn-primary btn-sm" data-audit-action="approve" data-audit-id="${item.id}">通过</button>
+                <button class="btn btn-outline btn-sm" data-audit-action="reject" data-audit-id="${item.id}">拒绝</button>
             </div>
         </div>
     `).join('');
+    // 为动态插入的图片绑定 error 处理器（CSP 不允许 inline onerror）
+    attachImageErrorHandlers(grid);
 }
 
 /* =========================================
@@ -258,9 +292,9 @@ function renderPagination(total, page, barId) {
     const bar = document.getElementById(barId);
     if (totalPages <= 1) { bar.innerHTML = ''; return; }
 
-    let html = `<button onclick="goPage(${page - 1})" ${page <= 1 ? 'disabled' : ''}>上一页</button>`;
+    let html = `<button data-go-page="${page - 1}" ${page <= 1 ? 'disabled' : ''}>上一页</button>`;
     html += `<span class="page-current">第 ${page} / ${totalPages} 页（共 ${total} 条）</span>`;
-    html += `<button onclick="goPage(${page + 1})" ${page >= totalPages ? 'disabled' : ''}>下一页</button>`;
+    html += `<button data-go-page="${page + 1}" ${page >= totalPages ? 'disabled' : ''}>下一页</button>`;
     bar.innerHTML = html;
 }