diff --git a/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/domain/AihrPracticeDto.java b/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/domain/AihrPracticeDto.java
index ba78407b..83fd19f4 100644
--- a/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/domain/AihrPracticeDto.java
+++ b/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/domain/AihrPracticeDto.java
@@ -98,7 +98,9 @@ public final class AihrPracticeDto {
         String strategy,
         String goal,
         Boolean enabled,
-        List<ScenarioRoundResponse> rounds
+        List<ScenarioRoundResponse> rounds,
+        String expectedContentVersion,
+        String expectedContentHash
     ) {
     }
 
diff --git a/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/service/AihrPracticeSeedService.java b/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/service/AihrPracticeSeedService.java
index d28bf5e7..89b9bc12 100644
--- a/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/service/AihrPracticeSeedService.java
+++ b/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/service/AihrPracticeSeedService.java
@@ -124,8 +124,10 @@ public class AihrPracticeSeedService {
     private static final Set<String> SCENARIO_REVIEW_STATUSES = Set.of("草稿", "待业务审核", "已发布", "已下线");
     private static final Set<String> SCENARIO_RISK_LEVELS = Set.of("待评估", "常规", "高风险");
     private static final List<String> MANDATORY_DUAL_REVIEW_TERMS = List.of(
-        "投诉", "客诉", "纠纷", "收费", "催费", "费用", "停车费", "退款", "减免",
-        "安全", "事故", "消防", "燃气", "漏电", "电梯", "高空", "受伤", "人身伤害", "舆情"
+        "事故", "消防", "火灾", "起火", "爆炸", "燃气", "漏电", "触电", "带电",
+        "高空", "困人", "受伤", "人身伤害", "摔倒", "暴力", "肢体冲突",
+        "危险物品", "化学品", "医疗废弃", "针具", "锐器", "有限空间", "中毒",
+        "舆情", "赔偿", "退款", "退费", "减免", "免单", "豁免"
     );
     private static final String UNCLASSIFIED_COMPETENCY = "待归类";
     private static final String DEFAULT_CURRICULUM_VERSION = "住宅五岗-v1";
@@ -429,6 +431,7 @@ public class AihrPracticeSeedService {
         throw new ServiceException("训练场景不存在或内容未发布");
     }
 
+    @Transactional(rollbackFor = Exception.class)
     public ScenarioResponse saveScenario(ScenarioSaveRequest request) {
         ensureScenarioTable();
         LocalDateTime now = LocalDateTime.now();
@@ -437,6 +440,20 @@ public class AihrPracticeSeedService {
         String position = canonicalPracticePosition(request == null ? null : request.position());
         String scenarioType = firstNonBlank(request == null ? null : request.scenarioType(), "投诉处理");
         String projectType = firstNonBlank(request == null ? null : request.projectType(), "住宅");
+        if (request != null && (!isBlank(request.expectedContentVersion()) || !isBlank(request.expectedContentHash()))) {
+            List<String[]> current = jdbcTemplate.query("""
+                SELECT content_version, content_hash
+                FROM aihr_practice_scenario
+                WHERE tenant_id = ? AND scenario_code = ?
+                FOR UPDATE
+                """, (rs, rowNum) -> new String[] {rs.getString("content_version"), rs.getString("content_hash")},
+                tenantId(), code);
+            if (current.isEmpty()
+                || !Objects.equals(current.get(0)[0], request.expectedContentVersion())
+                || !Objects.equals(current.get(0)[1], request.expectedContentHash())) {
+                throw new ServiceException("训练场景已发生变更，请刷新后重新编辑");
+            }
+        }
         ScenarioCurriculumMetadata existingCurriculum = existingScenarioCurriculum(code);
         String growthLevel = normalizeGrowthLevel(firstNonBlank(request == null ? null : request.growthLevel(),
             existingCurriculum == null ? null : existingCurriculum.growthLevel()));
@@ -7653,13 +7670,13 @@ public class AihrPracticeSeedService {
         return requiresMandatoryDualReview(content) ? "高风险" : riskLevel;
     }
 
-    private boolean requiresMandatoryDualReview(String... content) {
+    static boolean requiresMandatoryDualReviewContent(String... content) {
         for (String value : Optional.ofNullable(content).orElse(new String[0])) {
-            if (isBlank(value)) {
+            if (value == null || value.isBlank()) {
                 continue;
             }
             String normalized = value.trim();
-            if ("高风险".equals(normalized)) {
+            if (normalized.contains("高风险")) {
                 return true;
             }
             for (String term : MANDATORY_DUAL_REVIEW_TERMS) {
@@ -7671,6 +7688,10 @@ public class AihrPracticeSeedService {
         return false;
     }
 
+    private boolean requiresMandatoryDualReview(String... content) {
+        return requiresMandatoryDualReviewContent(content);
+    }
+
     private String normalizeReviewStatus(String value) {
         String status = firstNonBlank(value, "草稿");
         if (!SCENARIO_REVIEW_STATUSES.contains(status)) {
diff --git a/backend/ruoyi-modules/ruoyi-aihr/src/test/java/org/dromara/aihr/service/AihrPracticeSeedServiceTest.java b/backend/ruoyi-modules/ruoyi-aihr/src/test/java/org/dromara/aihr/service/AihrPracticeSeedServiceTest.java
index 7287da9a..806022d5 100644
--- a/backend/ruoyi-modules/ruoyi-aihr/src/test/java/org/dromara/aihr/service/AihrPracticeSeedServiceTest.java
+++ b/backend/ruoyi-modules/ruoyi-aihr/src/test/java/org/dromara/aihr/service/AihrPracticeSeedServiceTest.java
@@ -513,6 +513,8 @@ public class AihrPracticeSeedServiceTest {
         assertFalse(source.contains("WHEN enabled = 1 THEN '已发布' ELSE '待业务审核' END"));
         assertTrue(source.contains("content_hash <=> ?"));
         assertTrue(source.contains("训练场景已发生变更，请刷新后重新审核"));
+        assertTrue(source.contains("expectedContentVersion"));
+        assertTrue(source.contains("训练场景已发生变更，请刷新后重新编辑"));
         assertTrue(source.contains("boolean reviewDecision = \"待业务审核\".equals(current)"));
         assertTrue(source.contains("SCENARIO_RISK_LEVELS"));
         assertTrue(source.contains("approveHighRiskScenario"));
@@ -577,6 +579,16 @@ public class AihrPracticeSeedServiceTest {
         assertEquals("已发布", jdbcTemplate.reviewStatus);
     }
 
+    @Test
+    public void genericServiceTopicsDoNotRequireDualReviewWithoutMaterialRisk() {
+        assertFalse(AihrPracticeSeedService.requiresMandatoryDualReviewContent(
+            "投诉信息完整登记", "费用明细查询", "电梯轿厢日常保洁", "安全确认"
+        ));
+        assertTrue(AihrPracticeSeedService.requiresMandatoryDualReviewContent("电梯困人信息收集与升级"));
+        assertTrue(AihrPracticeSeedService.requiresMandatoryDualReviewContent("物业费减免申请"));
+        assertTrue(AihrPracticeSeedService.requiresMandatoryDualReviewContent("高风险作业"));
+    }
+
     @Test
     public void scenarioCannotPublishUntilContentRiskIsExplicitlyClassified() throws Exception {
         HighRiskScenarioJdbcTemplate jdbcTemplate = new HighRiskScenarioJdbcTemplate("待评估");
@@ -800,7 +812,7 @@ public class AihrPracticeSeedServiceTest {
         ));
 
         assertEquals("待业务审核", jdbcTemplate.reviewStatus);
-        assertEquals("高风险", jdbcTemplate.riskLevel);
+        assertEquals("常规", jdbcTemplate.riskLevel);
         assertNull(jdbcTemplate.reviewer);
         assertNull(jdbcTemplate.reviewerUserId);
         assertNull(jdbcTemplate.secondReviewer);
diff --git a/frontend/src/api/aihr/practice.ts b/frontend/src/api/aihr/practice.ts
index 4f8f2355..1f72fd68 100644
--- a/frontend/src/api/aihr/practice.ts
+++ b/frontend/src/api/aihr/practice.ts
@@ -87,6 +87,8 @@ export type PracticeScenarioSaveRequest = {
   goal: string;
   enabled: boolean;
   rounds: PracticeScenarioRound[];
+  expectedContentVersion?: string;
+  expectedContentHash?: string;
 };
 
 export type PracticeScenarioReviewStatusRequest = {
diff --git a/frontend/src/views/train/scenarios.vue b/frontend/src/views/train/scenarios.vue
index 5e715502..5dbcc8a9 100644
--- a/frontend/src/views/train/scenarios.vue
+++ b/frontend/src/views/train/scenarios.vue
@@ -2,13 +2,85 @@
   <div class="scenario-page">
     <section class="page-head">
       <div>
-        <h1>场景库管理</h1>
-        <p>住宅物业五岗位成长目录 · 场景回合、能力项、审核、版本与 Rubric 统一维护</p>
+        <h1>试点场景运营</h1>
+        <p>默认每岗位、每层级选 1 个核心场景；目标 15 个，现有内容不足时按实际可用数量展示。</p>
+      </div>
+      <div class="page-actions">
+        <el-button @click="showAdvanced = !showAdvanced">{{ showAdvanced ? '收起完整场景库' : '展开完整场景库' }}</el-button>
+        <el-button v-if="showAdvanced" type="danger" @click="openCreate">新增场景</el-button>
       </div>
-      <el-button type="danger" @click="openCreate">新增场景</el-button>
     </section>
 
-    <section class="filter-card">
+    <section class="pilot-card">
+      <div class="pilot-head">
+        <div>
+          <h2>{{ pilotRows.length }} 个试点场景</h2>
+          <p>自动初审只建议能力项与风险级别，不代替业务审核，也不会自动发布。</p>
+        </div>
+        <div class="pilot-actions">
+          <el-button :disabled="!pilotSuggestionCount" :loading="batchSaving" @click="applyPilotSuggestions">
+            批量确认初审建议（{{ pilotSuggestionCount }}）
+          </el-button>
+          <el-button
+            v-if="pilotReadyDrafts.length"
+            :loading="batchReviewing"
+            @click="advancePilotRows(pilotReadyDrafts, '待业务审核')"
+          >
+            批量提交审核（{{ pilotReadyDrafts.length }}）
+          </el-button>
+          <el-button
+            v-if="pilotReadyReviews.length"
+            type="danger"
+            :loading="batchReviewing"
+            @click="advancePilotRows(pilotReadyReviews, '已发布')"
+          >
+            批量审核并发布（{{ pilotReadyReviews.length }}）
+          </el-button>
+        </div>
+      </div>
+      <el-alert
+        :closable="false"
+        type="info"
+        show-icon
+        :title="`已选 ${pilotRows.length} 个场景；${pilotReadyCount} 个已通过发布预检，${pilotSuggestionCount} 个可批量补齐归类或风险。高风险仍执行双人复核。`"
+      />
+      <el-table v-loading="loading" :data="pilotRows" row-key="id" size="small">
+        <el-table-column prop="position" label="岗位" width="96" />
+        <el-table-column prop="growthLevel" label="层级" width="72" />
+        <el-table-column prop="name" label="场景" min-width="170" />
+        <el-table-column label="能力项" min-width="190">
+          <template #default="{ row }">
+            <span>{{ capabilityName(row) }}</span>
+            <span v-if="row.suggestedCompetency && row.competencyCode !== row.suggestedCompetency.code" class="suggestion">
+              → {{ row.suggestedCompetency.name }}
+            </span>
+          </template>
+        </el-table-column>
+        <el-table-column label="风险" width="128">
+          <template #default="{ row }">
+            <span>{{ row.riskLevel }}</span>
+            <span v-if="row.riskLevel !== row.suggestedRiskLevel" class="suggestion">→ {{ row.suggestedRiskLevel }}</span>
+          </template>
+        </el-table-column>
+        <el-table-column label="预检" min-width="180">
+          <template #default="{ row }">
+            <el-tag :type="row.issues.length ? 'warning' : 'success'" size="small">
+              {{ row.issues.length ? `待补：${row.issues.join('、')}` : '可审核' }}
+            </el-tag>
+          </template>
+        </el-table-column>
+        <el-table-column label="操作" width="150">
+          <template #default="{ row }">
+            <el-button link type="danger" @click="openEdit(row)">查看</el-button>
+            <el-button v-if="row.suggestionNeeded" link type="danger" :disabled="batchSaving" @click="applyPilotSuggestion(row)">
+              确认建议
+            </el-button>
+          </template>
+        </el-table-column>
+      </el-table>
+    </section>
+
+    <section v-if="showAdvanced" class="filter-card">
       <el-select v-model="filters.position" placeholder="岗位" clearable>
         <el-option v-for="item in positions" :key="item" :label="item" :value="item" />
       </el-select>
@@ -29,7 +101,7 @@
       <el-button type="danger" @click="queryScenes">查询</el-button>
     </section>
 
-    <section class="matrix-card">
+    <section v-if="showAdvanced" class="matrix-card">
       <div class="matrix-head">
         <div>
           <h2>矩阵缺口</h2>
@@ -52,7 +124,7 @@
       </el-table>
     </section>
 
-    <section class="table-card">
+    <section v-if="showAdvanced" class="table-card">
       <el-table v-loading="loading" :data="pagedScenarios" row-key="id">
         <el-table-column prop="position" label="岗位" width="100" />
         <el-table-column prop="name" label="场景名称" min-width="180" />
@@ -178,7 +250,7 @@
           :closable="false"
           type="info"
           show-icon
-          title="保存后为草稿；已发布内容再次编辑会退回“待业务审核”。发布时服务端会校验住宅、五岗位、能力项、风险级别、业务来源/SOP、服务红线、回合与五维 Rubric；收费、安全、投诉等受控内容会自动升级为高风险，需两位不同审核人。"
+          title="保存后为草稿；已发布内容再次编辑会退回“待业务审核”。发布时服务端会校验住宅、五岗位、能力项、风险级别、业务来源/SOP、服务红线、回合与五维 Rubric；人身、消防、燃气、带电、高空、舆情或退款减免等实质风险会自动升级为高风险，需两位不同审核人。"
         />
         <el-form-item label="业主人设"><el-input v-model="form.customerPersona" /></el-form-item>
         <el-form-item label="开场话术" required><el-input v-model="form.openingText" type="textarea" :rows="2" /></el-form-item>
@@ -216,7 +288,7 @@
 
 <script setup lang="ts">
 import { computed, onMounted, reactive, ref } from 'vue';
-import { ElMessage } from 'element-plus';
+import { ElMessage, ElMessageBox } from 'element-plus';
 import {
   listPracticeScenarios,
   listPracticeCurriculumCapabilities,
@@ -233,6 +305,9 @@ import {
 
 const loading = ref(false);
 const saving = ref(false);
+const batchSaving = ref(false);
+const batchReviewing = ref(false);
+const showAdvanced = ref(false);
 const dialogVisible = ref(false);
 const editingId = ref('');
 const scenarios = ref<PracticeScenarioResponse[]>([]);
@@ -282,6 +357,8 @@ const emptyForm = (): PracticeScenarioSaveRequest & { id: string } => ({
   strategy: '仅在漏关键步骤时提示',
   goal: '',
   enabled: true,
+  expectedContentVersion: '',
+  expectedContentHash: '',
   rounds: [
     { customer: '', coachHint: '先承接情绪，再确认具体诉求。', emotion: 72, trust: 70 },
     { customer: '我想知道接下来谁负责、什么时候反馈。', coachHint: '补上责任人、处理节点和回访时间。', emotion: 62, trust: 82 }
@@ -314,6 +391,90 @@ const currentCapabilityOptions = computed(() =>
   curriculumCapabilities.value.filter((item) => item.position === form.position && item.growthLevel === form.growthLevel)
 );
 
+type PilotScenarioRow = PracticeScenarioResponse & {
+  suggestedCompetency?: PracticeCurriculumCapability;
+  suggestedRiskLevel: '常规' | '高风险';
+  suggestionNeeded: boolean;
+  issues: string[];
+};
+
+const knownCapability = (scenario: PracticeScenarioResponse) =>
+  curriculumCapabilities.value.find((item) =>
+    item.code === scenario.competencyCode
+    && item.position === scenario.position
+    && item.growthLevel === scenario.growthLevel
+  );
+
+const suggestedCapability = (scenario: PracticeScenarioResponse) => {
+  const existing = knownCapability(scenario);
+  if (existing) return existing;
+  const options = curriculumCapabilities.value.filter((item) =>
+    item.position === scenario.position && item.growthLevel === scenario.growthLevel
+  );
+  const text = [
+    scenario.name,
+    scenario.scenarioType,
+    scenario.openingText,
+    scenario.goal,
+    scenario.sopRefs
+  ].join('');
+  return options
+    .map((item, index) => ({
+      item,
+      index,
+      score: item.name
+        .split(/[\/、与及（）()]/)
+        .filter((term) => term.length >= 2)
+        .reduce((score, term) => score + (text.includes(term) ? 1 : 0), 0)
+    }))
+    .sort((left, right) => right.score - left.score || left.index - right.index)[0]?.item;
+};
+
+const scenarioIssues = (
+  scenario: PracticeScenarioResponse,
+  competencyCode = scenario.competencyCode,
+  riskLevel = scenario.riskLevel
+) => {
+  const issues: string[] = [];
+  const capability = curriculumCapabilities.value.some((item) =>
+    item.code === competencyCode && item.position === scenario.position && item.growthLevel === scenario.growthLevel
+  );
+  if (!capability) issues.push('能力项');
+  if (riskLevel === '待评估') issues.push('风险');
+  if (!scenario.sopRefs?.trim()) issues.push('SOP');
+  if (!scenario.irritants?.trim()) issues.push('服务红线');
+  if (!scenario.goal?.trim()) issues.push('训练目标');
+  if (!scenario.successCriteria?.trim()) issues.push('成功标准');
+  if (!scenario.rounds || scenario.rounds.length < 2) issues.push('训练回合');
+  if (!scenario.rubric || scenario.rubric.dimensions?.length !== 5) issues.push('五维评分');
+  return issues;
+};
+
+const pilotRows = computed<PilotScenarioRow[]>(() =>
+  positions.flatMap((position) =>
+    growthLevels.map((growthLevel) => {
+      const candidates = scenarios.value.filter((item) => item.position === position && item.growthLevel === growthLevel);
+      const scenario = candidates.find((item) => item.enabled !== false && !item.requiresDualReview)
+        || candidates.find((item) => item.enabled !== false)
+        || candidates[0];
+      if (!scenario) return undefined;
+      const competency = suggestedCapability(scenario);
+      const riskLevel = scenario.requiresDualReview ? '高风险' : '常规';
+      return {
+        ...scenario,
+        suggestedCompetency: competency,
+        suggestedRiskLevel: riskLevel,
+        suggestionNeeded: (!knownCapability(scenario) && Boolean(competency)) || scenario.riskLevel === '待评估',
+        issues: scenarioIssues(scenario)
+      };
+    })
+  ).filter((item): item is PilotScenarioRow => Boolean(item))
+);
+const pilotSuggestionCount = computed(() => pilotRows.value.filter((item) => item.suggestionNeeded).length);
+const pilotReadyCount = computed(() => pilotRows.value.filter((item) => !item.issues.length).length);
+const pilotReadyDrafts = computed(() => pilotRows.value.filter((item) => !item.issues.length && item.reviewStatus === '草稿'));
+const pilotReadyReviews = computed(() => pilotRows.value.filter((item) => !item.issues.length && item.reviewStatus === '待业务审核'));
+
 const load = async () => {
   loading.value = true;
   try {
@@ -342,6 +503,101 @@ const queryScenes = () => {
 
 const difficultyLabel = (value: number) => ({ 1: '初级', 2: '中级', 3: '高级', 4: '困难', 5: '挑战' })[value] || '中级';
 
+const scenarioSavePayload = (
+  item: PracticeScenarioResponse,
+  competencyCode: string,
+  riskLevel: '待评估' | '常规' | '高风险'
+): PracticeScenarioSaveRequest => ({
+  id: item.id,
+  name: item.name,
+  position: item.position,
+  scenarioType: item.scenarioType,
+  projectType: item.projectType,
+  growthLevel: item.growthLevel,
+  competencyCode,
+  collaborationPositions: item.collaborationPositions || '',
+  riskLevel,
+  curriculumVersion: item.curriculumVersion,
+  difficulty: item.difficulty,
+  customerPersona: item.customerPersona,
+  openingText: item.openingText,
+  explicitNeed: item.explicitNeed,
+  hiddenNeed: item.hiddenNeed,
+  irritants: item.irritants,
+  delights: item.delights,
+  sopRefs: item.sopRefs,
+  successCriteria: item.successCriteria,
+  strategy: item.strategy,
+  goal: item.goal,
+  enabled: item.enabled,
+  expectedContentVersion: item.contentVersion,
+  expectedContentHash: item.contentHash,
+  rounds: item.rounds.map((round) => ({ ...round }))
+});
+
+const savePilotSuggestions = async (rows: PilotScenarioRow[]) => {
+  const targets = rows.filter((item) => item.suggestionNeeded && item.suggestedCompetency);
+  const results = await Promise.allSettled(targets.map((item) =>
+    savePracticeScenario(scenarioSavePayload(item, item.suggestedCompetency!.code, item.suggestedRiskLevel))
+  ));
+  await load();
+  const success = results.filter((item) => item.status === 'fulfilled').length;
+  const failed = results.length - success;
+  if (failed) ElMessage.warning(`已更新 ${success} 个，${failed} 个失败，请按行重试`);
+  else ElMessage.success(`已确认 ${success} 个场景的初审建议`);
+};
+
+const applyPilotSuggestion = async (row: PilotScenarioRow) => {
+  batchSaving.value = true;
+  try {
+    await savePilotSuggestions([row]);
+  } finally {
+    batchSaving.value = false;
+  }
+};
+
+const applyPilotSuggestions = async () => {
+  const count = pilotSuggestionCount.value;
+  if (!count) return;
+  await ElMessageBox.confirm(
+    `将批量回写 ${count} 个试点场景的能力项和风险建议；不会自动发布。`,
+    '确认初审建议',
+    { type: 'warning' }
+  );
+  batchSaving.value = true;
+  try {
+    await savePilotSuggestions(pilotRows.value);
+  } finally {
+    batchSaving.value = false;
+  }
+};
+
+const advancePilotRows = async (
+  rows: PilotScenarioRow[],
+  reviewStatus: '待业务审核' | '已发布'
+) => {
+  if (!rows.length) return;
+  const action = reviewStatus === '已发布' ? '审核并发布' : '提交审核';
+  await ElMessageBox.confirm(
+    `将对 ${rows.length} 个已通过预检的试点场景执行“${action}”。高风险场景仍需另一位审核人复核。`,
+    `批量${action}`,
+    { type: 'warning' }
+  );
+  batchReviewing.value = true;
+  try {
+    const results = await Promise.allSettled(rows.map((item) =>
+      updatePracticeScenarioReviewStatus(item.id, { reviewStatus })
+    ));
+    await load();
+    const success = results.filter((item) => item.status === 'fulfilled').length;
+    const failed = results.length - success;
+    if (failed) ElMessage.warning(`已处理 ${success} 个，${failed} 个未通过服务端校验`);
+    else ElMessage.success(`已处理 ${success} 个场景，页面已刷新显示最终审核状态`);
+  } finally {
+    batchReviewing.value = false;
+  }
+};
+
 const fillForm = (item?: PracticeScenarioResponse) => {
   Object.assign(
     form,
@@ -370,6 +626,8 @@ const fillForm = (item?: PracticeScenarioResponse) => {
           strategy: item.strategy,
           goal: item.goal,
           enabled: item.enabled,
+          expectedContentVersion: item.contentVersion,
+          expectedContentHash: item.contentHash,
           rounds: item.rounds?.map((round) => ({ ...round })) || emptyForm().rounds
         }
       : {}
@@ -535,12 +793,52 @@ onMounted(load);
 
 .filter-card,
 .table-card,
-.matrix-card {
+.matrix-card,
+.pilot-card {
   padding: 18px;
   border-radius: 8px;
   background: #fff;
 }
 
+.page-actions,
+.pilot-actions {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 10px;
+}
+
+.pilot-card {
+  margin-bottom: 12px;
+
+  :deep(.el-alert) {
+    margin-bottom: 12px;
+  }
+}
+
+.pilot-head {
+  display: flex;
+  align-items: flex-start;
+  justify-content: space-between;
+  gap: 18px;
+  margin-bottom: 12px;
+
+  h2 {
+    margin: 0;
+    font-size: 18px;
+  }
+
+  p {
+    margin: 5px 0 0;
+    color: #858991;
+    font-size: 12px;
+  }
+}
+
+.suggestion {
+  margin-left: 6px;
+  color: #e60012;
+}
+
 .filter-card {
   display: grid;
   grid-template-columns: repeat(5, minmax(120px, 1fr)) minmax(180px, 1.4fr) 78px;
@@ -656,6 +954,9 @@ onMounted(load);
 }
 
 @media (max-width: 1100px) {
+  .pilot-head {
+    flex-direction: column;
+  }
   .filter-card {
     grid-template-columns: repeat(2, minmax(0, 1fr));
   }
diff --git a/frontend/vite.config.ts b/frontend/vite.config.ts
index 1be70b0a..106c2506 100644
--- a/frontend/vite.config.ts
+++ b/frontend/vite.config.ts
@@ -6,6 +6,7 @@ import path from 'path';
 export default defineConfig(({ mode, command }) => {
   const env = loadEnv(mode, process.cwd());
   const proxyTarget = process.env.VITE_APP_PROXY_TARGET || env.VITE_APP_PROXY_TARGET || 'https://wygj-api.localhost';
+  const keepProxyPrefix = process.env.VITE_PROXY_KEEP_PREFIX === '1';
   return {
     // 部署生产环境和开发环境下的URL。
     // 默认情况下，vite 会假设你的应用是被部署在一个域名的根路径上
@@ -29,7 +30,7 @@ export default defineConfig(({ mode, command }) => {
           changeOrigin: true,
           secure: false,
           ws: true,
-          rewrite: (path) => path.replace(new RegExp('^' + env.VITE_APP_BASE_API), '')
+          rewrite: (path) => keepProxyPrefix ? path : path.replace(new RegExp('^' + env.VITE_APP_BASE_API), '')
         }
       }
     },
diff --git a/mobile-uni/src/pages/user/practice/index.vue b/mobile-uni/src/pages/user/practice/index.vue
index 5567edcc..1b1cf7c2 100644
--- a/mobile-uni/src/pages/user/practice/index.vue
+++ b/mobile-uni/src/pages/user/practice/index.vue
@@ -74,7 +74,7 @@
       <text class="scene-picker-note">复杂场景的正式前置解锁规则仍待业务确认；系统不会以估算分数硬性拦截已发布训练。</text>
     </view>
 
-    <view v-if="loggedIn && practiceView === 'prep' && availableScenarios.length" class="panel scenario-card employee-card">
+    <view v-if="loggedIn && practiceView === 'prep' && availableScenarios.length" class="panel scenario-card practice-scenario-card employee-card">
       <view class="scenario-headline">
         <text class="scenario-title">{{ activeScenarioName }}</text>
         <text class="scenario-desc">{{ selectedScenarioDescription }}</text>
@@ -110,7 +110,14 @@
       >
         {{ status === 'finished' ? '再练一次' : '我已准备好，开始练习' }}
       </button>
-      <view v-if="(status === 'idle' || status === 'finished') && realtimePersonaOptions.length" class="realtime-persona-picker">
+    </view>
+
+    <view v-if="loggedIn && practiceView === 'prep'" class="panel scenario-card realtime-entry-card employee-card">
+      <view class="scenario-headline">
+        <text class="scenario-title">实时陪练 Beta</text>
+        <text class="scenario-desc">直接与数字师傅或模拟业主对话，不依赖场景审核发布。</text>
+      </view>
+      <view v-if="realtimePersonaOptions.length" class="realtime-persona-picker">
         <view class="realtime-persona-heading">
           <text class="realtime-persona-title">实时陪练人设</text>
         </view>
@@ -134,10 +141,10 @@
       <button
         v-if="status === 'idle' || status === 'finished'"
         class="secondary-button realtime-start-button"
-        :disabled="!canStartPractice || busy"
+        :disabled="!canStartRealtime || busy"
         @click="startRealtime"
       >
-        实时陪练 Beta
+        开始实时陪练
       </button>
       <text class="realtime-beta-note">自然打断、边听边说；本次体验不计入训练成绩。</text>
     </view>
@@ -593,6 +600,9 @@ const canStartPractice = computed(() =>
     && (status.value === 'idle' || status.value === 'finished')
     && Boolean(selectedScenario.value?.id)
 );
+const canStartRealtime = computed(() =>
+  status.value === 'idle' || status.value === 'finished'
+);
 const hasTraineeReply = computed(() => turns.value.some((item) => item.role === 'trainee'));
 const canFinishPractice = computed(() => hasTraineeReply.value && !redFlagActive.value);
 const hasCoachState = computed(() => emotionScore.value > 0 || trustScore.value > 0 || redFlagActive.value);
@@ -1005,7 +1015,7 @@ const stopRealtime = () => {
 };
 
 const startRealtime = async () => {
-  if (!canStartPractice.value || !requireLogin()) return;
+  if (!canStartRealtime.value || !requireLogin()) return;
   speechPlayback.stop();
   cancelRecording();
   turnVoiceGeneration += 1;
diff --git a/mobile-uni/tests/mobile-user-pages.test.mjs b/mobile-uni/tests/mobile-user-pages.test.mjs
index 5ab29c35..7177d0b9 100644
--- a/mobile-uni/tests/mobile-user-pages.test.mjs
+++ b/mobile-uni/tests/mobile-user-pages.test.mjs
@@ -376,10 +376,14 @@ test('场景目录加载失败时清空旧场景并禁止开始训练', async ()
   assert.match(source, /!curriculumLoading\.value/);
 });
 
-test('无已发布场景时不展示默认预习卡或训练入口', async () => {
+test('无已发布场景时隐藏常规训练，但仍展示独立实时陪练入口', async () => {
   const source = await pageSource('../src/pages/user/practice/index.vue');
 
-  assert.match(source, /v-if="loggedIn && practiceView === 'prep' && availableScenarios\.length" class="panel scenario-card employee-card"/);
+  assert.match(source, /v-if="loggedIn && practiceView === 'prep' && availableScenarios\.length" class="panel scenario-card practice-scenario-card employee-card"/);
+  assert.match(source, /v-if="loggedIn && practiceView === 'prep'" class="panel scenario-card realtime-entry-card employee-card"/);
+  assert.match(source, /:disabled="!canStartRealtime \|\| busy"/);
+  assert.match(source, /if \(!canStartRealtime\.value \|\| !requireLogin\(\)\) return;/);
+  assert.doesNotMatch(source, /if \(!canStartPractice\.value \|\| !requireLogin\(\)\) return;\s*speechPlayback\.stop\(\);\s*cancelRecording\(\);\s*turnVoiceGeneration \+= 1;/);
   assert.match(source, /const activeScenario = nextScenarios\.find\([\s\S]*?\|\| nextScenarios\[0\];[\s\S]*?else \{\s*selectedScenarioId\.value = '';\s*activeScenarioName\.value = '暂无可用训练场景';\s*prepCard\.value = null;/);
 });
 
diff --git a/mobile-uni/tests/realtime-practice.test.mjs b/mobile-uni/tests/realtime-practice.test.mjs
index ff44cd50..080ecfd2 100644
--- a/mobile-uni/tests/realtime-practice.test.mjs
+++ b/mobile-uni/tests/realtime-practice.test.mjs
@@ -56,6 +56,9 @@ test('实时陪练通过受认证代理接入，前端不携带供应商密钥
   assert.match(page, /fetchRealtimePersonas/);
   assert.match(page, /createRealtimeSession/);
   assert.match(page, /正在查知识库/);
+  assert.match(page, /class="panel scenario-card realtime-entry-card employee-card"/);
+  assert.match(page, /const canStartRealtime = computed/);
+  assert.match(page, /if \(!canStartRealtime\.value \|\| !requireLogin\(\)\) return;/);
   assert.doesNotMatch(page, /realtimeVoice|selectRealtimeVoice|aihr_realtime_practice_voice/);
 });