diff --git a/docs/BRD_IMPLEMENTATION_AUDIT.md b/docs/BRD_IMPLEMENTATION_AUDIT.md
index 0e39765f..f9a76da9 100644
--- a/docs/BRD_IMPLEMENTATION_AUDIT.md
+++ b/docs/BRD_IMPLEMENTATION_AUDIT.md
@@ -225,3 +225,4 @@
 - 2026-07-14 BRD 6.3 提示词模板回退语义复核：模型配置页的提示词模板接口失败时原先直接显示空列表，无法区分真实无模板与接口不可用；现增加持久的“当前列表不代表真实租户模板数据”提示，接口恢复后自动消失。该修复不创建默认模板，也不改变模板写入权限。
 - 2026-07-14 BRD 6.3 AI 面试记录回退语义复核：面试记录接口成功返回空列表时原先会错误替换为内置历史记录，接口失败时也只静默回退；现保留真实空列表，仅失败时展示演示记录并增加持久提示“当前显示演示记录，不代表真实面试数据”。该修复不改变面试题生成、评分或复核流程。
 - 2026-07-14 BRD 6.3 复盘与 SOP 数据来源复核：复盘页在试点指标接口失败时原先用待复盘记录数代替校准样本数，现改为显示未知并持久提示接口不可用；SOP 文档表继续保留断网演示样例，但为内置演示/已上传记录增加来源标识和提示，避免把演示文档或列表数量误当真实库覆盖与 M5 指标。
+- 2026-07-14 BRD 6.3 对练记录回退语义复核：管理端三角色对练页原先始终显示三条静态最近记录，未请求真实复盘记录；现改为 API 优先，真实空列表保持为空，只有接口失败才显示演示记录并持续提示。当前会话完成后追加到现有列表，不再重置时覆盖历史记录。
diff --git a/frontend/src/views/train/practice.vue b/frontend/src/views/train/practice.vue
index 817f112d..a8c6f88d 100644
--- a/frontend/src/views/train/practice.vue
+++ b/frontend/src/views/train/practice.vue
@@ -24,6 +24,15 @@
       </div>
     </section>
 
+    <el-alert
+      v-if="recordsFallback"
+      class="data-warning"
+      type="warning"
+      :closable="false"
+      show-icon
+      title="训练记录接口暂不可用，当前显示演示记录，不代表真实训练数据。"
+    />
+
     <section class="flow-strip">
       <div v-for="step in flowSteps" :key="step.title" class="flow-step" :class="{ active: step.active, done: step.done }">
         <span>{{ step.index }}</span>
@@ -322,6 +331,7 @@ import {
   type PracticePrepCardResponse,
   type PracticeScenarioResponse
 } from '@/api/aihr/practice';
+import { listPracticeReviews } from '@/api/aihr/mobile-admin';
 import { searchKnowledgeSop, type SopSearchResponse } from '@/api/aihr/sop';
 import { resolvePilotDateWindow } from './pilot-export';
 
@@ -476,6 +486,7 @@ const sopHelpLoading = ref(false);
 const sopHelpMessage = ref('');
 const conversation = ref<ChatTurn[]>([]);
 const records = ref([...baseRecords]);
+const recordsFallback = ref(true);
 const promptTemplates = ref<PromptTemplateResponse[]>([]);
 const promptLoading = ref(false);
 const promptSaving = ref(false);
@@ -643,6 +654,24 @@ const loadScenarioOptions = async () => {
   await loadPrepCard();
 };
 
+const loadRecentRecords = async () => {
+  try {
+    const { data } = await listPracticeReviews({ limit: 10 });
+    records.value = (data || []).map((item) => ({
+      time: item.time,
+      trainee: item.trainee,
+      scene: item.scene,
+      score: item.score,
+      status: item.status,
+      summary: item.summary
+    }));
+    recordsFallback.value = false;
+  } catch {
+    records.value = [...baseRecords];
+    recordsFallback.value = true;
+  }
+};
+
 const appendTurn = (role: ChatRole, text: string) => {
   const nameMap = { customer: 'AI 业主', trainee: '学员', coach: 'AI 教练' };
   conversation.value.push({ id: `${role}-${conversation.value.length}`, role, name: nameMap[role], text });
@@ -669,7 +698,6 @@ const resetPractice = () => {
   calibrationReason.value = '管理端人工校准';
   calibrationMessage.value = '';
   conversation.value = [];
-  records.value = [...baseRecords];
 };
 
 const handleScenarioChange = () => {
@@ -805,7 +833,7 @@ const finishScore = async () => {
 
   scored.value = true;
   calibrationScore.value = Math.max(0, Math.min(100, Math.round(Number(displayTotal.value) || 0)));
-  records.value = [nextRecord, ...baseRecords];
+  records.value = [nextRecord, ...records.value];
   if (apiMode.value !== 'api') {
     ElMessage.success('考官评分已生成，并写入本地对练记录');
   }
@@ -970,6 +998,7 @@ const togglePromptTemplate = async (template: PromptTemplateResponse) => {
 onMounted(() => {
   void loadScenarioOptions();
   void loadPromptTemplates();
+  void loadRecentRecords();
 });
 </script>
 
diff --git a/scripts/demo-check.sh b/scripts/demo-check.sh
index 3c097603..2a324a66 100755
--- a/scripts/demo-check.sh
+++ b/scripts/demo-check.sh
@@ -455,6 +455,8 @@ contains frontend/src/views/train/practice.vue "训练前预习卡"
 contains frontend/src/views/train/practice.vue "Rubric 预览"
 contains frontend/src/views/train/practice.vue "提示词模板"
 contains frontend/src/views/train/practice.vue "导出试点CSV"
+contains frontend/src/views/train/practice.vue "训练记录接口暂不可用，当前显示演示记录"
+contains frontend/src/views/train/practice.vue "listPracticeReviews"
 contains frontend/src/views/train/reviews.vue "导出试点 CSV"
 contains frontend/src/views/train/reviews.vue "人工校准总分"
 contains frontend/src/views/train/reviews.vue "不展示演示复盘记录或猜测性试点指标"