diff --git a/src/frontend/src/api/task.js b/src/frontend/src/api/task.js
index 3144f98..03b0a9d 100644
--- a/src/frontend/src/api/task.js
+++ b/src/frontend/src/api/task.js
@@ -55,7 +55,7 @@ export function getStylePresets() {
 
 
 /**
- * 获取任务日志 (新增)
+ * 获取任务日志
  */
 export function getTaskLogs(taskId) {
   return request({ url: `/task/${taskId}/logs`, method: 'get' })
@@ -90,7 +90,7 @@ export function submitFinetuneFromUpload(formData) {
 }
 
 /**
- * 微调: 启动任务 (新增)
+ * 微调: 启动任务
  */
 export function startFinetuneTask(taskId) {
   return request({ url: `/task/finetune/${taskId}/start`, method: 'post' })
@@ -103,13 +103,6 @@ export function submitEvaluateTask(data) {
   return request({ url: '/task/evaluate', method: 'post', data })
 }
 
-/**
- * 评估: 启动任务 (新增)
- */
-export function startEvaluateTask(taskId) {
-  return request({ url: `/task/evaluate/${taskId}/start`, method: 'post' })
-}
-
 /**
  * 热力图: 创建任务
  */
diff --git a/src/frontend/src/views/Page3/subpages/SubpageContainer.vue b/src/frontend/src/views/Page3/subpages/SubpageContainer.vue
index 4569318..874c3c3 100644
--- a/src/frontend/src/views/Page3/subpages/SubpageContainer.vue
+++ b/src/frontend/src/views/Page3/subpages/SubpageContainer.vue
@@ -191,7 +191,7 @@ import { useRoute } from 'vue-router'
 import TaskSideBar from '@/components/TaskSideBar.vue' 
 import { useTaskStore } from '@/stores/taskStore'
 import { useUserStore } from '@/stores/userStore' 
-import { submitFinetuneFromPerturbation, submitFinetuneFromUpload, submitEvaluateTask, submitHeatmapTask, startFinetuneTask, startEvaluateTask } from '@/api/task'
+import { submitFinetuneFromPerturbation, submitFinetuneFromUpload, submitEvaluateTask, submitHeatmapTask } from '@/api/task'
 import { getTaskImages } from '@/api/image'
 import { FINETUNE_MAP } from '@/utils/constants'
 import modal from '@/utils/modal'
@@ -368,10 +368,9 @@ const submitTask = async () => {
         taskId = res.task?.task_id || res.job_id
       }
       if (taskId) { 
-        await startFinetuneTask(taskId)
         await modal.showSuccess({
           title: '任务提交成功',
-          message: '微调任务已创建并启动，正在处理中...',
+          message: '微调任务已创建并自动启动，正在处理中...',
           hint: '可在「我的资源」中查看任务进度',
           taskInfo: { taskName: formData.value.taskName, taskType }
         })
@@ -381,13 +380,14 @@ const submitTask = async () => {
       if (!formData.value.sourceId) throw new Error('请选择微调任务')
       const res = await submitEvaluateTask({ finetune_task_id: formData.value.sourceId, evaluate_name: formData.value.taskName })
       taskId = res.task?.task_id || res.job_id
-      if (taskId) await startEvaluateTask(taskId)
-      await modal.showSuccess({
-        title: '任务提交成功',
-        message: '评估任务已创建并启动，正在处理中...',
-        hint: '可在「我的资源」中查看任务进度',
-        taskInfo: { taskName: formData.value.taskName, taskType }
-      })
+      if (taskId) {
+        await modal.showSuccess({
+          title: '任务提交成功',
+          message: '评估任务已创建并自动启动，正在处理中...',
+          hint: '可在「我的资源」中查看任务进度',
+          taskInfo: { taskName: formData.value.taskName, taskType }
+        })
+      }
     } else if (subpageType.value === 'heatmap') {
       taskType = '热力图分析'
       if (!formData.value.sourceId) throw new Error('请选择加噪任务')