diff --git a/app/Module/AiTaskSuggestion.php b/app/Module/AiTaskSuggestion.php
index b13111c5c..9c6cd7286 100644
--- a/app/Module/AiTaskSuggestion.php
+++ b/app/Module/AiTaskSuggestion.php
@@ -368,7 +368,6 @@ class AiTaskSuggestion
                 'profession' => $user->profession ?? '',
                 'in_progress_count' => $inProgressCount,
                 'completed_count' => $completedCount,
-                'similar_count' => 0, // TODO: 计算相似任务数量
             ];
         }
 
diff --git a/language/original-api.txt b/language/original-api.txt
index c82177409..bdb5745ca 100644
--- a/language/original-api.txt
+++ b/language/original-api.txt
@@ -946,6 +946,20 @@ URL格式不正确
 认可成功
 选择模型
 请先配置 AI 助手
-请先在「AI 助手」设置中配置 OpenAI
+请先在「AI 助手」设置中配置 (*)
 今日未完成的工作
-本周未完成的工作
\ No newline at end of file
+本周未完成的工作
+
+无效的建议类型
+任务不存在或无权限
+建议不存在
+建议内容为空
+AI建议：指派给 (*)
+AI建议：关联任务 (*)
+AI建议：采纳(*)建议
+已采纳
+已忽略
+
+消息内容格式错误
+AI 调用失败
+AI 返回内容为空
diff --git a/language/original-web.txt b/language/original-web.txt
index 7e08a47cf..db4fb2c3c 100644
--- a/language/original-web.txt
+++ b/language/original-web.txt
@@ -2309,4 +2309,23 @@ AI 消息助手
 至任务负责人
 连接失败，请重试
 最多上传(*)张图片
-松开以上传图片
\ No newline at end of file
+松开以上传图片
+
+清空历史会话
+确定要清空当前场景的所有历史会话吗？
+文件读取失败
+无效的图片数据
+图片加载失败
+应用成功
+请选择负责人
+未知的建议类型
+没有有效的子任务
+已忽略
+已采纳
+已创建
+已指派
+已关联
+采纳描述
+指派
+关联
+采纳
diff --git a/resources/assets/js/pages/manage/components/DialogMarkdown.vue b/resources/assets/js/pages/manage/components/DialogMarkdown.vue
index d83dab2fd..0638b8d9f 100644
--- a/resources/assets/js/pages/manage/components/DialogMarkdown.vue
+++ b/resources/assets/js/pages/manage/components/DialogMarkdown.vue
@@ -213,7 +213,7 @@ export default {
                         task_id: taskId,
                         content: MarkdownConver(result.content),
                     }).then(() => {
-                        $A.messageSuccess(this.$L('应用成功'));
+                        $A.messageSuccess('应用成功');
                     }).catch(({msg}) => {
                         $A.modalError(msg);
                     });
@@ -228,7 +228,7 @@ export default {
                     // 增加负责人（保留现有负责人）
                     const userid = params.get('userid');
                     if (!userid || isNaN(parseInt(userid, 10))) {
-                        $A.modalError(this.$L('请选择负责人'));
+                        $A.modalError('请选择负责人');
                         return;
                     }
                     const newUserId = parseInt(userid, 10);
@@ -241,7 +241,7 @@ export default {
                         task_id: taskId,
                         owner: owners,
                     }).then(() => {
-                        $A.messageSuccess(this.$L('应用成功'));
+                        $A.messageSuccess('应用成功');
                     }).catch(({msg}) => {
                         $A.modalError(msg);
                     });
@@ -249,11 +249,11 @@ export default {
 
                 case 'similar':
                     // 相似任务关联（后端已处理）
-                    $A.messageSuccess(this.$L('应用成功'));
+                    $A.messageSuccess('应用成功');
                     break;
 
                 default:
-                    $A.modalError(this.$L('未知的建议类型'));
+                    $A.modalError('未知的建议类型');
             }
         },
 
@@ -262,7 +262,7 @@ export default {
          */
         createSubtasksSequentially(taskId, subtasks) {
             if (!subtasks || subtasks.length === 0) {
-                $A.modalError(this.$L('没有有效的子任务'));
+                $A.modalError('没有有效的子任务');
                 return;
             }
 
@@ -271,7 +271,7 @@ export default {
 
             const createNext = (index) => {
                 if (index >= total) {
-                    $A.messageSuccess(this.$L('应用成功'));
+                    $A.messageSuccess('应用成功');
                     return;
                 }
                 const name = subtasks[index];
diff --git a/resources/assets/js/utils/markdown.js b/resources/assets/js/utils/markdown.js
index c564237d4..2079f531f 100644
--- a/resources/assets/js/utils/markdown.js
+++ b/resources/assets/js/utils/markdown.js
@@ -31,12 +31,12 @@ const MarkdownUtils = {
             // 如果有 status，显示状态文字
             if (status) {
                 const statusLabels = {
-                    description: { applied: '✓ 已采纳', dismissed: '✗ 已忽略' },
-                    subtasks: { applied: '✓ 已创建', dismissed: '✗ 已忽略' },
-                    assignee: { applied: '✓ 已指派', dismissed: '✗ 已忽略' },
-                    similar: { applied: '✓ 已关联', dismissed: '✗ 已忽略' },
+                    description: { applied: `✓ ${$A.L('已采纳')}`, dismissed: `✗ ${$A.L('已忽略')}` },
+                    subtasks: { applied: `✓ ${$A.L('已创建')}`, dismissed: `✗ ${$A.L('已忽略')}` },
+                    assignee: { applied: `✓ ${$A.L('已指派')}`, dismissed: `✗ ${$A.L('已忽略')}` },
+                    similar: { applied: `✓ ${$A.L('已关联')}`, dismissed: `✗ ${$A.L('已忽略')}` },
                 };
-                const label = statusLabels[type]?.[status] || (status === 'applied' ? '✓ 已采纳' : '✗ 已忽略');
+                const label = statusLabels[type]?.[status] || (status === 'applied' ? `✓ ${$A.L('已采纳')}` : `✗ ${$A.L('已忽略')}`);
                 const statusClass = status === 'applied' ? 'ai-status-applied' : 'ai-status-dismissed';
                 return `<span class="ai-status ${statusClass}">${label}</span>`;
             }
@@ -48,12 +48,12 @@ const MarkdownUtils = {
 
             // 根据类型生成按钮文案
             const buttonLabels = {
-                description: ['采纳描述', '忽略'],
-                subtasks: ['创建子任务', '忽略'],
-                assignee: ['指派', '忽略'],
-                similar: ['关联', '忽略'],
+                description: [$A.L('采纳描述'), $A.L('忽略')],
+                subtasks: [$A.L('创建子任务'), $A.L('忽略')],
+                assignee: [$A.L('指派'), $A.L('忽略')],
+                similar: [$A.L('关联'), $A.L('忽略')],
             };
-            const [applyLabel, dismissLabel] = buttonLabels[type] || ['采纳', '忽略'];
+            const [applyLabel, dismissLabel] = buttonLabels[type] || [$A.L('采纳'), $A.L('忽略')];
 
             // 构建 URL 查询参数
             let queryParams = [];
diff --git a/resources/assets/sass/pages/components/dialog-wrapper.scss b/resources/assets/sass/pages/components/dialog-wrapper.scss
index fee5b1fc7..9fc409b9e 100644
--- a/resources/assets/sass/pages/components/dialog-wrapper.scss
+++ b/resources/assets/sass/pages/components/dialog-wrapper.scss
@@ -669,8 +669,8 @@
                     fill: #ffffff;
 
                     svg {
-                        width: 20px;
-                        height: 20px;
+                        width: 18px;
+                        height: 18px;
                     }
                 }
             }