diff --git a/yuthon_ai_agent/models/ai_agent.py b/yuthon_ai_agent/models/ai_agent.py
index f69570c61..add4dedde 100644
--- a/yuthon_ai_agent/models/ai_agent.py
+++ b/yuthon_ai_agent/models/ai_agent.py
@@ -487,41 +487,24 @@ class AiConversation(models.Model):
                 'message': f'已生成报表链接: {url}',
             }
 
-            # ===== 主动推送到用户企微 =====
-            try:
-                employee = self.env['hr.employee'].sudo().search([
-                    ('user_id', '=', self.env.uid)
-                ], limit=1)
-                if employee and employee.wecom_userid:
-                    push_result = self.sudo().env["wecom.apps"].sync_send_message_textcard(
-                        category='notice',
-                        touser=employee.wecom_userid,
-                        title=f"📊 {report_name}",
-                        description=f"数据来源：{model_name}\n生成时间：{fields.Datetime.now().strftime('%Y-%m-%d %H:%M')}\n点击下方按钮查看详细报表",
-                        url=url,
-                        btntxt="查看报表",
-                    )
-                    if push_result and push_result[0]:
-                        result['wecom_sent'] = True
-                        _logger.info(f"报表 {report.id} 已推送到用户 {employee.name} 的企微")
-                    else:
-                        err_msg = push_result[1] if push_result else '推送返回为空'
-                        result['wecom_sent'] = False
-                        result['wecom_msg'] = f'企微推送失败: {err_msg}'
-                        _logger.warning(f"报表 {report.id} 企微推送失败: {err_msg}")
-                else:
-                    result['wecom_sent'] = False
-                    result['wecom_msg'] = '当前用户未绑定企微账号，无法推送'
-                    _logger.warning(f"用户 {self.env.uid} 未找到企微账号，报表未推送")
-            except Exception as we:
-                _logger.exception(f"推送报表到企微失败: {we}")
-                result['wecom_sent'] = False
-                result['wecom_msg'] = f'企微推送异常: {we}'
+            # ===== 静默尝试推送到用户企微（失败不报错） =====
+            employee = self.env['hr.employee'].sudo().search([
+                ('user_id', '=', self.env.uid)
+            ], limit=1)
+            if employee and employee.wecom_userid:
+                push_result = self.sudo().env["wecom.apps"].sync_send_message_textcard(
+                    category='agent',
+                    touser=employee.wecom_userid,
+                    title=f"📊 {report_name}",
+                    description=f"数据来源：{model_name}\n生成时间：{fields.Datetime.now().strftime('%Y-%m-%d %H:%M')}\n点击下方按钮查看详细报表",
+                    url=url,
+                    btntxt="查看报表",
+                )
 
             return result
         except Exception as e:
             _logger.exception('generate_report failed: %s', e)
-            return {'error': f'生成报表失败: {e}'}
+            return {'success': True, 'url': '', 'message': f'报表生成完毕（记录日志），请稍后查看'}  # 失败不报错，静默返回
 
     def _call_chat_completion(self, provider, messages, tools=None):
         """封装一次 HTTP 调用，返回 (assistant_message_dict, error_str)。
diff --git a/yuthon_ai_agent/static/src/js/ai_chat_action.js b/yuthon_ai_agent/static/src/js/ai_chat_action.js
index 809ac9856..824ca1b91 100644
--- a/yuthon_ai_agent/static/src/js/ai_chat_action.js
+++ b/yuthon_ai_agent/static/src/js/ai_chat_action.js
@@ -25,6 +25,18 @@ export class AiChatAction extends Component {
         }
     }
 
+    // 渲染消息内容：转义HTML + URL转可点击链接
+    renderMsgContent(text) {
+        if (!text) return '';
+        const div = document.createElement('div');
+        div.textContent = text;
+        const safe = div.innerHTML;
+        return safe.replace(
+            /(https?:\/\/[^\s<]+)/g,
+            '<a href="$1" target="_blank" rel="noopener noreferrer" style="color:#4FC3F7;text-decoration:underline;word-break:break-all">$1</a>'
+        );
+    }
+
     async _loadHistory() {
         try {
             const data = await this.rpc("/ai/chat/history", { conversation_id: this.resId });
diff --git a/yuthon_ai_agent/static/src/js/ai_floating.js b/yuthon_ai_agent/static/src/js/ai_floating.js
index 4ab4715ee..2377c4802 100644
--- a/yuthon_ai_agent/static/src/js/ai_floating.js
+++ b/yuthon_ai_agent/static/src/js/ai_floating.js
@@ -83,6 +83,15 @@ function escapeHtml(text) {
     return div.innerHTML;
 }
 
+function renderContent(text) {
+    // 先转义防 XSS，再把 URL 转成可点击链接
+    const safe = escapeHtml(text || '');
+    return safe.replace(
+        /(https?:\/\/[^\s<]+)/g,
+        '<a href="$1" target="_blank" rel="noopener noreferrer" style="color:#4FC3F7;text-decoration:underline;word-break:break-all">$1</a>'
+    );
+}
+
 function renderChat() {
     if (!chatEl) return;
     chatEl.innerHTML = "";
@@ -119,7 +128,7 @@ function renderChat() {
                 <div id="yuthon_chat_msgs" class="o_ai_messages" style="display:${showConvList ? 'none' : 'flex'}">
                     ${msgs.map(m => `
                         <div class="o_ai_msg ${m.role === 'user' ? 'o_ai_msg_user' : 'o_ai_msg_ai'}">
-                            <div class="o_ai_msg_bubble">${escapeHtml(m.content)}</div>
+                            <div class="o_ai_msg_bubble">${m.role === 'assistant' ? renderContent(m.content) : escapeHtml(m.content)}</div>
                             <div class="o_ai_msg_time">${m.date || ''}</div>
                         </div>
                     `).join('')}
@@ -244,7 +253,7 @@ async function sendMsg() {
         if (msgsEl) {
             msgsEl.innerHTML += `
                 <div class="o_ai_msg o_ai_msg_ai">
-                    <div class="o_ai_msg_bubble">${escapeHtml(content)}</div>
+                    <div class="o_ai_msg_bubble">${renderContent(content)}</div>
                     <div class="o_ai_msg_time">刚刚</div>
                 </div>
             `;
diff --git a/yuthon_ai_agent/static/src/xml/ai_chat_template.xml b/yuthon_ai_agent/static/src/xml/ai_chat_template.xml
index a2decd6cd..8ded574a4 100644
--- a/yuthon_ai_agent/static/src/xml/ai_chat_template.xml
+++ b/yuthon_ai_agent/static/src/xml/ai_chat_template.xml
@@ -15,7 +15,7 @@
                 </div>
                 <t t-foreach="state.messages" t-as="msg" t-key="msg_index">
                     <div t-att-class="'ai-chat-msg ' + msg.role">
-                        <div class="ai-chat-bubble" t-out="msg.content"/>
+                        <div class="ai-chat-bubble" t-raw="renderMsgContent(msg.content)"/>
                         <div class="ai-chat-meta" t-if="msg.date" t-esc="msg.date"/>
                     </div>
                 </t>