diff --git a/docs/PC管理端功能差异TODO.md b/docs/PC管理端功能差异TODO.md
index 33f39f4c..0967000c 100644
--- a/docs/PC管理端功能差异TODO.md
+++ b/docs/PC管理端功能差异TODO.md
@@ -6,7 +6,7 @@
 | 优先级 | 差异项 | 当前状态 | 本次实现 | 验收口径 |
 |---|---|---|---|---|
 | P0 | 组织人员 / 岗位 / 项目权限运营页 | 组织同步 API 存在,侧栏未暴露运营视图 | 新增 `组织与权限` 页面,呈现组织人员快照、岗位映射、项目数据范围和同步预检入口 | PC 可查询人员快照,看到身份三轴、权限映射、同步结果边界 |
-| P0 | 主管复盘 + 人工校准 + 派发训练闭环 | 后端已有复盘、评分校准、派发接口;PC 只有散落入口 | 新增 `复盘校准` 页面,并由后端基于组织快照做项目/人员筛选 | 主管能从一页完成“看记录 -> 写建议 -> 派训练” |
+| P0 | 主管复盘 + 人工校准 + 派发训练闭环 | 已挂 `复盘校准` 页面,接真实复盘、评分校准、学分和派发接口 | 保留一页式处理:看记录、写建议、校准总分、给学分、派训练 | 主管能从一页完成“看记录 -> 写建议 -> 校准评分 -> 派训练” |
 | P0 | 能力画像 / 等级证据包 / 激励规则 | 后端已有画像和证据包接口;PC 无独立页 | 新增 `成长激励` 页面,并用组织快照选择员工查看画像和派发专项 | HR 能看到初/中/高级证据和学分规则口径 |
 | P1 | 学模块课程 / 考试后台 | 文档要求阶段二建设;当前无页面 | 暂不实现,保留 TODO | 阶段二专项设计后再建课程、课件、考试、成绩表 |
 | P1 | 大喇叭文件分发 | 总纲阶段二;当前无页面 | 暂不实现,保留 TODO | 半年会后按身份三轴做摘要、已读未读、补推 |
diff --git a/frontend/src/views/train/reviews.vue b/frontend/src/views/train/reviews.vue
index 3a3fb6d1..ce9ece57 100644
--- a/frontend/src/views/train/reviews.vue
+++ b/frontend/src/views/train/reviews.vue
@@ -66,9 +66,7 @@
               <p>{{ turn.text }}</p>
               <div v-if="hasAudio(turn)" class="dialogue-audio-row">
                 <audio v-if="audioSource(turn, index)" controls :src="audioSource(turn, index)" />
-                <el-button v-else size="small" :loading="audioLoading[audioKey(index)]" @click.stop="loadAudio(turn, index)">
-                  加载录音
-                </el-button>
+                <el-button v-else size="small" :loading="audioLoading[audioKey(index)]" @click.stop="loadAudio(turn, index)">加载录音</el-button>
                 <span v-if="audioErrors[audioKey(index)]" class="audio-error">{{ audioErrors[audioKey(index)] }}</span>
               </div>
             </div>
@@ -92,6 +90,14 @@
               <el-form-item label="贡献学分">
                 <el-input-number v-model="reviewForm.incentivePoint" :min="0" :max="100" />
               </el-form-item>
+              <el-form-item label="人工校准总分">
+                <el-input-number v-model="reviewForm.correctedTotal" :min="0" :max="100" />
+              </el-form-item>
+            </div>
+            <el-form-item label="校准原因">
+              <el-input v-model="reviewForm.calibrationReason" placeholder="例如：AI 对安抚情绪权重偏低" />
+            </el-form-item>
+            <div class="form-grid">
               <el-form-item label="下次训练">
                 <el-select v-model="reviewForm.nextScenarioId" clearable placeholder="不派发">
                   <el-option v-for="scenario in scenarios" :key="scenario.id" :label="scenario.name" :value="scenario.id" />
@@ -116,7 +122,7 @@
 import { Refresh } from '@element-plus/icons-vue';
 import { ElMessage } from 'element-plus';
 import { computed, onBeforeUnmount, onMounted, reactive, ref, watch } from 'vue';
-import { listPracticeScenarios, type PracticeScenarioResponse } from '@/api/aihr/practice';
+import { calibratePracticeSession, listPracticeScenarios, type PracticeScenarioResponse } from '@/api/aihr/practice';
 import {
   getPracticeAudioBlobUrl,
   getOrgSnapshot,
@@ -144,6 +150,8 @@ const reviewForm = reactive({
   reviewer: '主管',
   advice: '',
   incentivePoint: 10,
+  correctedTotal: 0,
+  calibrationReason: '',
   nextScenarioId: '',
   nextReason: ''
 });
@@ -155,6 +163,8 @@ type ReviewDialogueTurn = ReviewDetail['dialogue'][number];
 const audioKey = (index: number) => `${detail.value?.id || 'review'}-${index}`;
 const hasAudio = (turn: ReviewDialogueTurn) => Boolean(turn.audioUrl || turn.audioOssId);
 const audioSource = (turn: ReviewDialogueTurn, index: number) => audioSources.value[audioKey(index)] || (!turn.audioOssId ? turn.audioUrl || '' : '');
+const needsCalibration = () =>
+  Boolean(detail.value?.sessionId) && (reviewForm.correctedTotal !== detail.value.score || Boolean(reviewForm.calibrationReason.trim()));
 
 const releaseAudioSources = () => {
   Object.values(audioSources.value).forEach((url) => URL.revokeObjectURL(url));
@@ -224,6 +234,8 @@ const selectReview = async (row: ReviewRecord) => {
   detail.value = result.data;
   reviewForm.advice = result.data.reviewAdvice || '';
   reviewForm.incentivePoint = result.data.incentivePoint || 10;
+  reviewForm.correctedTotal = result.data.score;
+  reviewForm.calibrationReason = '';
   reviewForm.nextScenarioId = '';
   reviewForm.nextReason = '';
 };
@@ -243,6 +255,13 @@ const submitReview = async () => {
   if (!detail.value) return;
   saving.value = true;
   try {
+    if (needsCalibration()) {
+      await calibratePracticeSession(detail.value.sessionId, {
+        reviewer: reviewForm.reviewer,
+        correctedTotal: reviewForm.correctedTotal,
+        reason: reviewForm.calibrationReason
+      });
+    }
     await markPracticeReviewed(detail.value.id, {
       reviewer: reviewForm.reviewer,
       advice: reviewForm.advice,