diff --git a/ai_knowledge_base_v2/apps/admin-web/src/App.vue b/ai_knowledge_base_v2/apps/admin-web/src/App.vue
index 2634f40..ccf8245 100644
--- a/ai_knowledge_base_v2/apps/admin-web/src/App.vue
+++ b/ai_knowledge_base_v2/apps/admin-web/src/App.vue
@@ -3,6 +3,7 @@ import { ElMessage, ElMessageBox } from "element-plus";
 import { computed, onMounted, reactive, ref } from "vue";
 
 import AdminLoginView from "./components/AdminLoginView.vue";
+import KnowledgeManagementView from "./components/KnowledgeManagementView.vue";
 import { systemSettingDefinitions, systemSettingSections, type SystemSettingValue } from "./config/systemSettings";
 import { api, clearToken, getToken, saveToken } from "./services/api";
 import type {
@@ -14,6 +15,8 @@ import type {
   ChatRecord,
   DashboardStats,
   KnowledgeItem,
+  RetrievalLogItem,
+  AttentionItem,
   ModelItem,
   SystemConfigItem,
   UserImportResult,
@@ -36,6 +39,10 @@ const configs = ref<SystemConfigItem[]>([]);
 const chats = ref<ChatRecord[]>([]);
 const aiLogs = ref<AiLogRecord[]>([]);
 const operationLogs = ref<Record<string, unknown>[]>([]);
+const retrievalLogs = ref<RetrievalLogItem[]>([]);
+const attentionRecords = ref<AttentionItem[]>([]);
+const selectedRetrievalLog = ref<Record<string, unknown> | null>(null);
+const retrievalDetailOpen = ref(false);
 const promptContent = ref("");
 const chatDetail = ref<ChatDetail | null>(null);
 const chatDetailOpen = ref(false);
@@ -47,6 +54,7 @@ const editingKnowledgeId = ref<number | null>(null);
 const batchNodeToken = ref("");
 const batchImporting = ref(false);
 const agentDebugging = ref(false);
+const agentDebugTrace = ref<Record<string, unknown>[]>([]);
 const agentPreviewMessages = ref<{ role: "user" | "assistant" | "system"; content: string }[]>([
   { role: "assistant", content: "选择模型和知识库后，可以在这里调试 Agent 的真实问答效果。" },
 ]);
@@ -263,6 +271,8 @@ async function loadCurrentMenu() {
       aiLogs.value = await api.aiLogs();
       operationLogs.value = await api.operationLogs();
     }
+    if (activeMenu.value === "retrievals") retrievalLogs.value = await api.retrievalLogs();
+    if (activeMenu.value === "attention") attentionRecords.value = await api.attentionList();
   } finally {
     loading.value = false;
   }
@@ -711,6 +721,7 @@ async function debugAgent() {
       return;
     }
     agentPreviewMessages.value.push({ role: "assistant", content: result.answer });
+    agentDebugTrace.value = result.retrievalTrace || [];
     ElMessage.success(result.message);
   } catch (error) {
     const message = error instanceof Error ? error.message : "Agent 调试失败";
@@ -725,6 +736,35 @@ function clearAgentPreview() {
   agentPreviewMessages.value = [
     { role: "assistant", content: "预览已清空，可以继续发起新的 Agent 调试。" },
   ];
+  agentDebugTrace.value = [];
+}
+
+async function openRetrievalDetail(row: RetrievalLogItem) {
+  selectedRetrievalLog.value = await api.retrievalLogDetail(row.id);
+  retrievalDetailOpen.value = true;
+}
+
+async function updateAttentionStatus(row: AttentionItem, status: string) {
+  await api.updateAttention(row.id, status);
+  ElMessage.success("人工关注状态已更新");
+  attentionRecords.value = await api.attentionList();
+}
+
+async function deleteAttentionRecord(row: AttentionItem) {
+  try {
+    await ElMessageBox.confirm("确定删除这条人工关注记录吗？操作将写入审计日志。", "删除人工关注记录", {
+      confirmButtonText: "确认删除", cancelButtonText: "取消", type: "warning",
+    });
+  } catch {
+    return;
+  }
+  await api.deleteAttention(row.id);
+  ElMessage.success("人工关注记录已删除");
+  attentionRecords.value = await api.attentionList();
+}
+
+function attentionPriorityLabel(priority: string) {
+  return { urgent: "紧急", important: "重要", normal: "普通" }[priority as "urgent" | "important" | "normal"] || priority;
 }
 
 async function clearFeishuCache() {
@@ -750,6 +790,11 @@ async function openChatDetail(row: ChatRecord) {
   chatDetailOpen.value = true;
 }
 
+async function openChatSession(sessionId: number) {
+  chatDetail.value = await api.chatDetail(sessionId);
+  chatDetailOpen.value = true;
+}
+
 async function openAiLogDetail(row: AiLogRecord) {
   selectedAiLog.value = await api.aiLogDetail(row.id);
   aiLogDetailOpen.value = true;
@@ -792,6 +837,8 @@ function formatRecordDateTime(value: string, boundary: "start" | "end") {
       <button :class="{ active: activeMenu === 'models' }" @click="switchMenu('models')">模型管理</button>
       <button :class="{ active: activeMenu === 'configs' }" @click="switchMenu('configs')">系统配置</button>
       <button :class="{ active: activeMenu === 'records' }" @click="switchMenu('records')">记录审计</button>
+      <button :class="{ active: activeMenu === 'retrievals' }" @click="switchMenu('retrievals')">检索日志</button>
+      <button :class="{ active: activeMenu === 'attention' }" @click="switchMenu('attention')">人工关注</button>
     </aside>
 
     <section class="workspace">
@@ -908,53 +955,7 @@ function formatRecordDateTime(value: string, boundary: "start" | "end") {
         </template>
 
         <template v-if="activeMenu === 'knowledge'">
-          <div class="page-head inline">
-            <div><h2>知识库管理</h2><p>维护飞书知识库 SpaceID 和 NodeID。</p></div>
-            <el-button type="warning" @click="clearFeishuCache">刷新飞书缓存</el-button>
-          </div>
-          <el-form class="knowledge-form" :model="knowledgeForm">
-            <el-input v-model="knowledgeForm.name" placeholder="知识库名称" />
-            <el-input v-model="knowledgeForm.feishuSpaceId" placeholder="SpaceID" />
-            <el-input v-model="knowledgeForm.feishuNodeId" placeholder="NodeID" />
-            <el-input v-model="knowledgeForm.remark" placeholder="备注" />
-            <div class="form-switch-row">
-              <span>启用</span>
-              <el-switch v-model="knowledgeForm.status" :active-value="1" :inactive-value="0" />
-            </div>
-            <div class="form-actions-inline">
-              <el-button type="primary" @click="saveKnowledge">{{ editingKnowledgeId ? "保存" : "新增" }}</el-button>
-              <el-button @click="resetKnowledgeForm">清空</el-button>
-            </div>
-          </el-form>
-
-          <el-divider />
-          <div class="batch-import-row">
-            <el-input v-model="batchNodeToken" placeholder="输入 NodeToken（如 wikcnXXX），自动获取标题与 SpaceID" style="max-width: 400px" />
-            <el-button type="primary" @click="batchImportKnowledge" :loading="batchImporting">导入</el-button>
-          </div>
-          <el-table :data="knowledge" stripe>
-            <el-table-column prop="id" label="ID" width="80" />
-            <el-table-column prop="name" label="名称" min-width="160" />
-            <el-table-column prop="feishuSpaceId" label="SpaceID" min-width="180" show-overflow-tooltip />
-            <el-table-column prop="feishuNodeId" label="NodeID" min-width="180" show-overflow-tooltip />
-            <el-table-column prop="remark" label="备注" min-width="180" show-overflow-tooltip />
-            <el-table-column label="状态" width="120">
-              <template #default="{ row }">
-                <el-switch
-                  v-model="row.status"
-                  :active-value="1"
-                  :inactive-value="0"
-                  @change="saveKnowledgeRow(row)"
-                />
-              </template>
-            </el-table-column>
-            <el-table-column label="操作" width="160" fixed="right">
-              <template #default="{ row }">
-                <el-button size="small" @click="editKnowledge(row)">编辑</el-button>
-                <el-button size="small" type="danger" @click="deleteKnowledge(row)">删除</el-button>
-              </template>
-            </el-table-column>
-          </el-table>
+          <KnowledgeManagementView />
         </template>
 
         <template v-if="activeMenu === 'prompt'">
@@ -1054,6 +1055,19 @@ function formatRecordDateTime(value: string, boundary: "start" | "end") {
                 <el-button type="primary" :loading="agentDebugging" @click="debugAgent">发送</el-button>
               </div>
             </aside>
+            <aside class="agent-trace-panel">
+              <div class="agent-preview-head">
+                <h3>检索追踪</h3>
+                <span>本轮工具调用</span>
+              </div>
+              <div class="agent-trace-list">
+                <el-empty v-if="agentDebugTrace.length === 0" description="发送问题后查看目录、检索与章节回读" :image-size="64" />
+                <article v-for="(step, index) in agentDebugTrace" :key="index">
+                  <strong>{{ index + 1 }}. {{ step.tool }}</strong>
+                  <pre>{{ JSON.stringify(step, null, 2) }}</pre>
+                </article>
+              </div>
+            </aside>
           </section>
         </template>
 
@@ -1212,6 +1226,36 @@ function formatRecordDateTime(value: string, boundary: "start" | "end") {
           </section>
         </template>
 
+        <template v-if="activeMenu === 'retrievals'">
+          <div class="page-head"><h2>检索日志</h2><p>查看每条回答使用的知识目录、Agent 决策、搜索候选、重排和章节回读。</p></div>
+          <el-table :data="retrievalLogs" stripe>
+            <el-table-column prop="id" label="ID" width="80" />
+            <el-table-column prop="sessionId" label="会话" width="90" />
+            <el-table-column prop="question" label="用户问题" min-width="280" show-overflow-tooltip />
+            <el-table-column label="调用知识" width="100"><template #default="{ row }"><el-tag :type="row.knowledgeCalled ? 'success' : 'info'">{{ row.knowledgeCalled ? '已调用' : '未调用' }}</el-tag></template></el-table-column>
+            <el-table-column prop="selectedKnowledgeIds" label="知识库" width="120" />
+            <el-table-column prop="status" label="状态" width="100" />
+            <el-table-column prop="toolCostMs" label="工具耗时" width="110" />
+            <el-table-column prop="totalCostMs" label="总耗时" width="100" />
+            <el-table-column prop="createdAt" label="时间" width="180" />
+            <el-table-column label="操作" width="90" fixed="right"><template #default="{ row }"><el-button link type="primary" @click="openRetrievalDetail(row)">详情</el-button></template></el-table-column>
+          </el-table>
+        </template>
+
+        <template v-if="activeMenu === 'attention'">
+          <div class="page-head"><h2>人工关注</h2><p>处理安全风险、复杂卡住、知识缺失和用户主动求助记录。</p></div>
+          <el-table :data="attentionRecords" stripe>
+            <el-table-column label="优先级" width="100"><template #default="{ row }"><el-tag :type="row.priority === 'urgent' ? 'danger' : row.priority === 'important' ? 'warning' : 'info'">{{ attentionPriorityLabel(row.priority) }}</el-tag></template></el-table-column>
+            <el-table-column prop="problemSummary" label="问题摘要" min-width="220" />
+            <el-table-column prop="triggerReason" label="触发原因" min-width="220" />
+            <el-table-column prop="userId" label="用户" width="80" />
+            <el-table-column prop="sessionId" label="会话" width="80" />
+            <el-table-column label="状态" width="150"><template #default="{ row }"><el-select :model-value="row.status" size="small" @change="updateAttentionStatus(row, $event)"><el-option label="待处理" value="pending" /><el-option label="处理中" value="processing" /><el-option label="已处理" value="resolved" /><el-option label="无需处理" value="ignored" /></el-select></template></el-table-column>
+            <el-table-column prop="createdAt" label="创建时间" width="180" />
+            <el-table-column label="操作" width="130" fixed="right"><template #default="{ row }"><el-button link type="primary" @click="openChatSession(row.sessionId)">原会话</el-button><el-button link type="danger" @click="deleteAttentionRecord(row)">删除</el-button></template></el-table-column>
+          </el-table>
+        </template>
+
         <template v-if="activeMenu === 'records'">
           <div class="page-head"><h2>记录审计</h2><p>聊天、AI 请求和后台操作记录。</p></div>
           <el-tabs v-model="recordTab">
@@ -1292,6 +1336,21 @@ function formatRecordDateTime(value: string, boundary: "start" | "end") {
       </section>
     </section>
 
+    <el-drawer v-model="retrievalDetailOpen" size="820px" title="检索日志详情">
+      <template v-if="selectedRetrievalLog">
+        <dl class="knowledge-meta">
+          <dt>问题</dt><dd>{{ selectedRetrievalLog.question }}</dd>
+          <dt>安全规则</dt><dd>{{ selectedRetrievalLog.safetyRuleVersion }}</dd>
+          <dt>目录哈希</dt><dd>{{ selectedRetrievalLog.catalogHash }}</dd>
+          <dt>最终章节</dt><dd>{{ selectedRetrievalLog.finalSectionIds || '未读取知识章节' }}</dd>
+        </dl>
+        <h3>本轮 KnowledgeList</h3><pre class="trace-json">{{ JSON.stringify(selectedRetrievalLog.catalogSnapshot, null, 2) }}</pre>
+        <h3>Agent 工具轨迹</h3><pre class="trace-json">{{ JSON.stringify(selectedRetrievalLog.toolTrace, null, 2) }}</pre>
+        <h3>候选切片与取舍</h3><el-table :data="selectedRetrievalLog.candidates"><el-table-column prop="knowledgeId" label="知识库" width="90" /><el-table-column prop="versionId" label="版本" width="80" /><el-table-column prop="sectionId" label="章节" width="80" /><el-table-column prop="lexicalScore" label="词法分" width="100" /><el-table-column prop="rerankScore" label="重排分" width="100" /><el-table-column label="采用" width="80"><template #default="{ row }">{{ row.selected ? '是' : '否' }}</template></el-table-column><el-table-column prop="discardReason" label="舍弃原因" min-width="180" /></el-table>
+        <h3>最终回答</h3><pre class="trace-json">{{ selectedRetrievalLog.finalAnswer || '尚未生成回答' }}</pre>
+      </template>
+    </el-drawer>
+
     <el-drawer v-model="chatDetailOpen" size="760px" title="聊天详情">
       <template v-if="chatDetail">
         <section class="chat-summary">
diff --git a/ai_knowledge_base_v2/apps/admin-web/src/components/KnowledgeManagementView.vue b/ai_knowledge_base_v2/apps/admin-web/src/components/KnowledgeManagementView.vue
new file mode 100644
index 0000000..95dda46
--- /dev/null
+++ b/ai_knowledge_base_v2/apps/admin-web/src/components/KnowledgeManagementView.vue
@@ -0,0 +1,276 @@
+<script setup lang="ts">
+import { ElMessage, ElMessageBox } from "element-plus";
+import { computed, onMounted, reactive, ref } from "vue";
+
+import { api } from "../services/api";
+import type {
+  KnowledgeDetail,
+  KnowledgeItem,
+  KnowledgeSyncJob,
+  KnowledgeVersion,
+  KnowledgeVersionContent,
+  MigrationSummary,
+} from "../types/api";
+
+const rows = ref<KnowledgeItem[]>([]);
+const migration = ref<MigrationSummary | null>(null);
+const loading = ref(false);
+const operatingId = ref<number | null>(null);
+const detailOpen = ref(false);
+const detail = ref<KnowledgeDetail | null>(null);
+const versions = ref<KnowledgeVersion[]>([]);
+const jobs = ref<KnowledgeSyncJob[]>([]);
+const versionContent = ref<KnowledgeVersionContent | null>(null);
+const activeTab = ref("overview");
+const filter = reactive({ keyword: "", type: "", open: "", source: "", pending: "" });
+const form = reactive({
+  name: "",
+  feishuSpaceId: "",
+  feishuNodeId: "",
+  knowledgeType: "general",
+  reviewMode: "manual",
+  status: 0,
+  remark: "",
+});
+
+const filteredRows = computed(() => rows.value.filter((item) => {
+  if (filter.keyword && !`${item.name}${item.sourceTitle || ""}`.includes(filter.keyword)) return false;
+  if (filter.type && item.knowledgeType !== filter.type) return false;
+  if (filter.open && String(item.status) !== filter.open) return false;
+  if (filter.source && item.sourceStatus !== filter.source) return false;
+  if (filter.pending === "yes" && !item.pendingVersionId) return false;
+  if (filter.pending === "no" && item.pendingVersionId) return false;
+  return true;
+}));
+
+onMounted(load);
+
+async function load() {
+  loading.value = true;
+  try {
+    [rows.value, migration.value] = await Promise.all([api.knowledge(), api.migrationSummary()]);
+  } finally {
+    loading.value = false;
+  }
+}
+
+async function createKnowledge() {
+  if (!form.name || !form.feishuSpaceId || !form.feishuNodeId) {
+    ElMessage.warning("请填写名称、SpaceID 和 NodeID");
+    return;
+  }
+  await api.createKnowledge({ ...form });
+  Object.assign(form, { name: "", feishuSpaceId: "", feishuNodeId: "", knowledgeType: "general", reviewMode: "manual", status: 0, remark: "" });
+  ElMessage.success("知识库已新增，请进行首次同步");
+  await load();
+}
+
+async function openDetail(item: KnowledgeItem) {
+  detailOpen.value = true;
+  activeTab.value = "overview";
+  versionContent.value = null;
+  await refreshDetail(item.id);
+}
+
+async function refreshDetail(id: number) {
+  [detail.value, versions.value, jobs.value] = await Promise.all([
+    api.knowledgeDetail(id), api.knowledgeVersions(id), api.knowledgeSyncJobs(id),
+  ]);
+}
+
+async function sync(item: KnowledgeItem, mode: "review" | "replace") {
+  operatingId.value = item.id;
+  try {
+    await api.syncKnowledge(item.id, mode);
+    ElMessage.success("同步处理完成，已生成待审核版本");
+    await load();
+    if (detailOpen.value) await refreshDetail(item.id);
+  } finally {
+    operatingId.value = null;
+  }
+}
+
+async function runMigration() {
+  await ElMessageBox.confirm(
+    "将依次重新读取全部现有飞书文章并生成待审核版本。迁移审核完成前，新检索链路不会使用这些知识库。",
+    "开始知识迁移",
+    { confirmButtonText: "开始迁移", cancelButtonText: "取消", type: "warning" },
+  );
+  loading.value = true;
+  try {
+    const result = await api.runKnowledgeMigration();
+    ElMessage.success(`迁移处理完成：${result.success}/${result.total} 成功`);
+    await load();
+  } finally {
+    loading.value = false;
+  }
+}
+
+async function confirmManifest() {
+  if (!detail.value?.pendingVersion) return;
+  await api.confirmKnowledgeManifest(detail.value.knowledge.id, detail.value.pendingVersion.id);
+  ElMessage.success("知识库说明卡已确认");
+  await refreshDetail(detail.value.knowledge.id);
+}
+
+async function review(action: "approve" | "reject") {
+  if (!detail.value?.pendingVersion) return;
+  let reason = "";
+  if (action === "reject") {
+    const result = await ElMessageBox.prompt(
+      "请记录拒绝原因。知识内容不能在后台修改，请前往飞书源文章修改后重新同步。",
+      "拒绝版本",
+      { confirmButtonText: "确认拒绝", cancelButtonText: "取消", inputValidator: (value) => Boolean(value?.trim()) || "请填写拒绝原因" },
+    );
+    reason = result.value;
+  }
+  await api.reviewKnowledgeVersion(detail.value.knowledge.id, detail.value.pendingVersion.id, action, reason);
+  ElMessage.success(action === "approve" ? "版本已审核通过" : "版本已拒绝");
+  await refreshDetail(detail.value.knowledge.id);
+}
+
+async function publish(keepOpen: boolean) {
+  if (!detail.value?.pendingVersion) return;
+  await ElMessageBox.confirm(
+    `将发布 V${detail.value.pendingVersion.versionNo}，从用户下一条消息开始生效；发布后知识库将${keepOpen ? "保持开放" : "处于关闭状态"}。`,
+    "发布知识版本",
+    { confirmButtonText: "确认发布", cancelButtonText: "取消", type: "warning" },
+  );
+  await api.publishKnowledgeVersion(detail.value.knowledge.id, detail.value.pendingVersion.id, keepOpen);
+  ElMessage.success("正式版本已发布");
+  await load();
+  await refreshDetail(detail.value.knowledge.id);
+}
+
+async function rollback(version: KnowledgeVersion) {
+  if (!detail.value) return;
+  await ElMessageBox.confirm(
+    `将从当前版本回滚到 V${version.versionNo}，从用户下一条消息开始生效。`,
+    "回滚知识版本",
+    { confirmButtonText: "确认回滚", cancelButtonText: "取消", type: "warning" },
+  );
+  await api.rollbackKnowledgeVersion(detail.value.knowledge.id, version.id, detail.value.knowledge.status === 1);
+  ElMessage.success("知识版本已回滚");
+  await load();
+  await refreshDetail(detail.value.knowledge.id);
+}
+
+async function toggleOpen(item: KnowledgeItem) {
+  const next = item.status !== 1;
+  await ElMessageBox.confirm(
+    next ? "开放后，该知识库将从用户下一条消息开始进入 Agent 动态知识目录。" : "关闭后，当前生成不受影响，从用户下一条消息开始无法检索该知识库。",
+    next ? "开放知识库" : "关闭知识库",
+    { confirmButtonText: next ? "确认开放" : "确认关闭", cancelButtonText: "取消", type: "warning" },
+  );
+  await api.setKnowledgeOpen(item.id, next);
+  ElMessage.success(next ? "知识库已开放" : "知识库已关闭");
+  await load();
+}
+
+async function archive(item: KnowledgeItem) {
+  await ElMessageBox.confirm("归档后知识库会立即关闭，但历史正式版本和检索记录将保留。", "归档知识库", {
+    confirmButtonText: "确认归档", cancelButtonText: "取消", type: "warning",
+  });
+  await api.setKnowledgeLifecycle(item.id, "archived");
+  ElMessage.success("知识库已归档");
+  await load();
+}
+
+async function remove(item: KnowledgeItem) {
+  await ElMessageBox.confirm(
+    `将物理删除“${item.name}”及关联数据。该操作不可恢复，并可能影响历史检索记录定位。`,
+    "物理删除知识库",
+    { confirmButtonText: "确认删除", cancelButtonText: "取消", type: "error" },
+  );
+  await api.deleteKnowledge(item.id);
+  ElMessage.success("知识库已删除");
+  await load();
+}
+
+async function showVersion(version: KnowledgeVersion) {
+  versionContent.value = await api.knowledgeVersionContent(version.id);
+  activeTab.value = "content";
+}
+
+function statusType(status: string) {
+  if (["published", "passed", "normal", "completed"].includes(status)) return "success";
+  if (["failed", "blocked", "error", "rejected"].includes(status)) return "danger";
+  if (["pending_review", "processing", "pending"].includes(status)) return "warning";
+  return "info";
+}
+
+function typeLabel(value: string) {
+  return { course: "课程知识库", qa: "答疑知识库", general: "通用知识库" }[value] || value;
+}
+</script>
+
+<template>
+  <div class="page-head inline">
+    <div><h2>知识库管理</h2><p>一篇飞书文章对应一个知识库；同步、审核和发布相互独立。</p></div>
+    <el-button type="primary" :loading="loading" @click="runMigration">迁移现有知识库</el-button>
+  </div>
+
+  <section class="migration-overview">
+    <div><span>知识库总数</span><strong>{{ migration?.total ?? 0 }}</strong></div>
+    <div><span>待迁移</span><strong>{{ migration?.counts.pending ?? 0 }}</strong></div>
+    <div><span>待审核</span><strong>{{ migration?.counts.pending_review ?? 0 }}</strong></div>
+    <div><span>迁移完成</span><strong>{{ migration?.counts.completed ?? 0 }}</strong></div>
+    <div><span>失败</span><strong>{{ migration?.counts.failed ?? 0 }}</strong></div>
+  </section>
+
+  <section class="knowledge-work-panel">
+    <h3>新增知识库</h3>
+    <div class="knowledge-create-grid">
+      <el-input v-model="form.feishuSpaceId" placeholder="SpaceID" />
+      <el-input v-model="form.feishuNodeId" placeholder="NodeID" />
+      <el-input v-model="form.name" placeholder="后台显示名称" />
+      <el-select v-model="form.knowledgeType">
+        <el-option label="课程知识库" value="course" /><el-option label="答疑知识库" value="qa" /><el-option label="通用知识库" value="general" />
+      </el-select>
+      <el-select v-model="form.reviewMode">
+        <el-option label="必须人工审核" value="manual" /><el-option label="允许自动发布" value="automatic" />
+      </el-select>
+      <el-button type="primary" @click="createKnowledge">保存并准备同步</el-button>
+    </div>
+  </section>
+
+  <div class="knowledge-filters">
+    <el-input v-model="filter.keyword" placeholder="搜索后台名称或飞书标题" clearable />
+    <el-select v-model="filter.type" placeholder="知识库类型" clearable><el-option label="课程" value="course" /><el-option label="答疑" value="qa" /><el-option label="通用" value="general" /></el-select>
+    <el-select v-model="filter.open" placeholder="开放状态" clearable><el-option label="已开放" value="1" /><el-option label="已关闭" value="0" /></el-select>
+    <el-select v-model="filter.source" placeholder="源状态" clearable><el-option label="正常" value="normal" /><el-option label="源异常" value="error" /></el-select>
+    <el-select v-model="filter.pending" placeholder="待发布版本" clearable><el-option label="有待发布版本" value="yes" /><el-option label="无待发布版本" value="no" /></el-select>
+  </div>
+
+  <el-table v-loading="loading" :data="filteredRows" stripe>
+    <el-table-column label="知识库" min-width="240"><template #default="{ row }"><strong>{{ row.name }}</strong><small class="table-subline">{{ row.sourceTitle || "尚未同步源标题" }}</small></template></el-table-column>
+    <el-table-column label="类型/审核" width="150"><template #default="{ row }">{{ typeLabel(row.knowledgeType) }}<small class="table-subline">{{ row.reviewMode === 'manual' ? '人工审核' : '允许自动发布' }}</small></template></el-table-column>
+    <el-table-column label="版本" width="130"><template #default="{ row }"><span>正式 {{ row.currentVersionId ? `#${row.currentVersionId}` : '无' }}</span><small class="table-subline">待发布 {{ row.pendingVersionId ? `#${row.pendingVersionId}` : '无' }}</small></template></el-table-column>
+    <el-table-column label="状态" width="160"><template #default="{ row }"><el-tag :type="row.status === 1 ? 'success' : 'info'">{{ row.status === 1 ? '已开放' : '已关闭' }}</el-tag><el-tag class="status-gap" :type="statusType(row.sourceStatus)">{{ row.sourceStatus === 'normal' ? '源正常' : '源异常' }}</el-tag></template></el-table-column>
+    <el-table-column prop="lastSyncedAt" label="最近同步" width="180" />
+    <el-table-column label="操作" width="270" fixed="right"><template #default="{ row }"><el-button link type="primary" @click="openDetail(row)">详情</el-button><el-button link type="primary" :loading="operatingId === row.id" @click="sync(row, 'review')">同步</el-button><el-button link @click="toggleOpen(row)">{{ row.status === 1 ? '关闭' : '开放' }}</el-button><el-dropdown trigger="click"><el-button link>更多</el-button><template #dropdown><el-dropdown-menu><el-dropdown-item @click="sync(row, 'replace')">同步并准备替换</el-dropdown-item><el-dropdown-item @click="archive(row)">归档</el-dropdown-item><el-dropdown-item divided @click="remove(row)">物理删除</el-dropdown-item></el-dropdown-menu></template></el-dropdown></template></el-table-column>
+  </el-table>
+
+  <el-drawer v-model="detailOpen" size="76%" title="知识库详情" destroy-on-close>
+    <template v-if="detail">
+      <div class="knowledge-detail-head">
+        <div><h3>{{ detail.knowledge.name }}</h3><p>{{ typeLabel(detail.knowledge.knowledgeType) }} · {{ detail.knowledge.reviewMode === 'manual' ? '必须人工审核' : '允许自动发布' }}</p></div>
+        <div><el-tag :type="detail.knowledge.status === 1 ? 'success' : 'info'">{{ detail.knowledge.status === 1 ? '已开放' : '已关闭' }}</el-tag><el-tag :type="statusType(detail.knowledge.sourceStatus)">{{ detail.knowledge.sourceStatus === 'normal' ? '源文章正常' : '源文章异常' }}</el-tag></div>
+      </div>
+      <el-alert v-if="detail.knowledge.sourceError" :title="detail.knowledge.sourceError" type="error" :closable="false" />
+      <el-tabs v-model="activeTab">
+        <el-tab-pane label="基本信息" name="overview">
+          <dl class="knowledge-meta"><dt>SpaceID</dt><dd>{{ detail.knowledge.feishuSpaceId }}</dd><dt>NodeID</dt><dd>{{ detail.knowledge.feishuNodeId }}</dd><dt>正式版本</dt><dd>{{ detail.currentVersion ? `V${detail.currentVersion.versionNo}` : '暂无' }}</dd><dt>待发布版本</dt><dd>{{ detail.pendingVersion ? `V${detail.pendingVersion.versionNo}` : '暂无' }}</dd></dl>
+          <section v-if="detail.manifest" class="manifest-panel"><h4>Knowledge Manifest</h4><p><strong>用途：</strong>{{ detail.manifest.purpose }}</p><p><strong>适用：</strong>{{ detail.manifest.applicableQuestions }}</p><p><strong>不适用：</strong>{{ detail.manifest.inapplicableQuestions }}</p><p><strong>核心主题：</strong>{{ detail.manifest.coreTopics }}</p><p><strong>边界：</strong>{{ detail.manifest.boundaries }}</p><el-button v-if="!detail.manifest.confirmed && detail.pendingVersion" type="primary" @click="confirmManifest">确认说明卡</el-button></section>
+          <div v-if="detail.pendingVersion" class="version-actions"><el-button type="success" @click="review('approve')">审核通过</el-button><el-button type="danger" @click="review('reject')">审核拒绝</el-button><el-button type="primary" @click="publish(true)">发布并保持开放</el-button><el-button @click="publish(false)">发布后关闭</el-button></div>
+        </el-tab-pane>
+        <el-tab-pane label="内容结构" name="content">
+          <el-empty v-if="!versionContent" description="请从版本记录中选择一个版本查看" />
+          <template v-else><el-collapse><el-collapse-item v-for="section in versionContent.sections" :key="section.id" :title="`${section.sectionKey} ${section.title}`"><pre class="source-content">{{ section.content }}</pre></el-collapse-item></el-collapse><h4>知识卡</h4><el-table :data="versionContent.cards"><el-table-column prop="title" label="标题" /><el-table-column prop="summary" label="摘要" min-width="300" /><el-table-column prop="riskLevel" label="风险" width="100" /><el-table-column prop="reviewStatus" label="审核" width="110" /></el-table></template>
+        </el-tab-pane>
+        <el-tab-pane label="版本记录" name="versions"><el-table :data="versions"><el-table-column label="版本" width="90"><template #default="{ row }">V{{ row.versionNo }}</template></el-table-column><el-table-column prop="status" label="状态" width="130" /><el-table-column prop="qualityStatus" label="质检" width="120" /><el-table-column prop="createdAt" label="生成时间" /><el-table-column prop="publishedAt" label="发布时间" /><el-table-column label="操作" width="180"><template #default="{ row }"><el-button link type="primary" @click="showVersion(row)">查看内容</el-button><el-button v-if="['published','superseded'].includes(row.status) && row.id !== detail?.knowledge.currentVersionId" link @click="rollback(row)">回滚</el-button></template></el-table-column></el-table></el-tab-pane>
+        <el-tab-pane label="同步记录" name="jobs"><el-table :data="jobs"><el-table-column prop="id" label="任务" width="80" /><el-table-column prop="mode" label="模式" width="110" /><el-table-column prop="status" label="状态" width="130" /><el-table-column prop="stage" label="阶段" width="130" /><el-table-column label="进度" width="180"><template #default="{ row }"><el-progress :percentage="row.progress" /></template></el-table-column><el-table-column prop="sourceError" label="失败原因" min-width="260" /></el-table></el-tab-pane>
+      </el-tabs>
+    </template>
+  </el-drawer>
+</template>
diff --git a/ai_knowledge_base_v2/apps/admin-web/src/services/api.ts b/ai_knowledge_base_v2/apps/admin-web/src/services/api.ts
index 5018ea4..ae2739b 100644
--- a/ai_knowledge_base_v2/apps/admin-web/src/services/api.ts
+++ b/ai_knowledge_base_v2/apps/admin-web/src/services/api.ts
@@ -9,6 +9,13 @@ import type {
   ChatRecordQuery,
   DashboardStats,
   KnowledgeItem,
+  KnowledgeDetail,
+  KnowledgeSyncJob,
+  KnowledgeVersion,
+  KnowledgeVersionContent,
+  MigrationSummary,
+  RetrievalLogItem,
+  AttentionItem,
   ModelItem,
   SystemConfigItem,
   UserImportResult,
@@ -118,6 +125,27 @@ export const api = {
       "/admin/knowledge/import",
       { method: "POST", body: JSON.stringify(body) },
     ),
+  knowledgeDetail: (id: number) => request<KnowledgeDetail>(`/admin/knowledge/${id}/detail`),
+  knowledgeVersions: (id: number) => request<KnowledgeVersion[]>(`/admin/knowledge/${id}/versions`),
+  knowledgeVersionContent: (versionId: number) => request<KnowledgeVersionContent>(`/admin/knowledge/version/${versionId}/content`),
+  knowledgeSyncJobs: (id: number) => request<KnowledgeSyncJob[]>(`/admin/knowledge/${id}/sync-jobs`),
+  syncKnowledge: (id: number, mode: "review" | "replace") =>
+    request<KnowledgeSyncJob>(`/admin/knowledge/${id}/sync`, { method: "POST", body: JSON.stringify({ mode }) }),
+  confirmKnowledgeManifest: (id: number, versionId: number) =>
+    request<null>(`/admin/knowledge/${id}/manifest/${versionId}/confirm`, { method: "POST", body: "{}" }),
+  reviewKnowledgeVersion: (id: number, versionId: number, action: "approve" | "reject", reason?: string) =>
+    request<null>(`/admin/knowledge/${id}/version/${versionId}/review`, { method: "POST", body: JSON.stringify({ action, reason }) }),
+  publishKnowledgeVersion: (id: number, versionId: number, keepOpen: boolean) =>
+    request<KnowledgeItem>(`/admin/knowledge/${id}/version/${versionId}/publish`, { method: "POST", body: JSON.stringify({ keepOpen }) }),
+  rollbackKnowledgeVersion: (id: number, versionId: number, keepOpen: boolean) =>
+    request<KnowledgeItem>(`/admin/knowledge/${id}/version/${versionId}/rollback`, { method: "POST", body: JSON.stringify({ keepOpen }) }),
+  setKnowledgeOpen: (id: number, open: boolean) =>
+    request<KnowledgeItem>(`/admin/knowledge/${id}/open-status`, { method: "PUT", body: JSON.stringify({ open }) }),
+  setKnowledgeLifecycle: (id: number, status: "active" | "archived") =>
+    request<KnowledgeItem>(`/admin/knowledge/${id}/lifecycle`, { method: "PUT", body: JSON.stringify({ status }) }),
+  migrationSummary: () => request<MigrationSummary>("/admin/knowledge-migration/summary"),
+  runKnowledgeMigration: (knowledgeId?: number) =>
+    request<{ total: number; success: number; results: Record<string, unknown>[] }>(`/admin/knowledge-migration/run${knowledgeId ? `?knowledgeId=${knowledgeId}` : ""}`, { method: "POST", body: "{}" }),
   prompt: () => request<{ promptContent: string }>("/admin/prompt"),
   savePrompt: (promptContent: string) =>
     request<{ promptContent: string }>("/admin/prompt", { method: "PUT", body: JSON.stringify({ promptContent }) }),
@@ -148,6 +176,12 @@ export const api = {
     request<AiLogRecord[]>(`/admin/ai-log/list${queryString(query)}`),
   aiLogDetail: (id: number) => request<AiLogRecord>(`/admin/ai-log/${id}`),
   operationLogs: () => request<Record<string, unknown>[]>("/admin/log/list"),
+  retrievalLogs: () => request<RetrievalLogItem[]>("/admin/retrieval-log/list"),
+  retrievalLogDetail: (id: number) => request<Record<string, unknown>>(`/admin/retrieval-log/${id}`),
+  attentionList: () => request<AttentionItem[]>("/admin/attention/list"),
+  updateAttention: (id: number, status: string, note?: string) =>
+    request<AttentionItem>(`/admin/attention/${id}`, { method: "PUT", body: JSON.stringify({ status, note }) }),
+  deleteAttention: (id: number) => request<null>(`/admin/attention/${id}`, { method: "DELETE" }),
   clearFeishuCache: () =>
     request<{ cleared: number; message: string }>("/admin/feishu/cache/clear", { method: "POST", body: "{}" }),
 };
diff --git a/ai_knowledge_base_v2/apps/admin-web/src/styles.css b/ai_knowledge_base_v2/apps/admin-web/src/styles.css
index 807939f..fce774d 100644
--- a/ai_knowledge_base_v2/apps/admin-web/src/styles.css
+++ b/ai_knowledge_base_v2/apps/admin-web/src/styles.css
@@ -349,6 +349,145 @@ textarea {
   width: 100%;
 }
 
+.migration-overview {
+  display: grid;
+  grid-template-columns: repeat(5, minmax(0, 1fr));
+  gap: 10px;
+  margin-bottom: 14px;
+}
+
+.migration-overview div,
+.knowledge-work-panel {
+  padding: 14px;
+  border: 1px solid #dfe8e5;
+  border-radius: 8px;
+  background: #ffffff;
+}
+
+.migration-overview span,
+.table-subline {
+  display: block;
+  color: #71817b;
+  font-size: 12px;
+}
+
+.migration-overview strong {
+  display: block;
+  margin-top: 7px;
+  color: #223631;
+  font-size: 22px;
+}
+
+.knowledge-work-panel {
+  margin-bottom: 14px;
+}
+
+.knowledge-work-panel h3 {
+  margin: 0 0 12px;
+  font-size: 16px;
+}
+
+.knowledge-create-grid {
+  display: grid;
+  grid-template-columns: repeat(6, minmax(0, 1fr));
+  gap: 8px;
+}
+
+.knowledge-filters {
+  display: grid;
+  grid-template-columns: minmax(240px, 1.6fr) repeat(4, minmax(130px, 0.8fr));
+  gap: 8px;
+  margin-bottom: 12px;
+}
+
+.status-gap {
+  margin-left: 5px;
+}
+
+.knowledge-detail-head {
+  display: flex;
+  align-items: flex-start;
+  justify-content: space-between;
+  gap: 16px;
+  margin-bottom: 16px;
+}
+
+.knowledge-detail-head h3,
+.knowledge-detail-head p {
+  margin: 0;
+}
+
+.knowledge-detail-head p {
+  margin-top: 6px;
+  color: #667a73;
+}
+
+.knowledge-detail-head .el-tag + .el-tag {
+  margin-left: 6px;
+}
+
+.knowledge-meta {
+  display: grid;
+  grid-template-columns: 120px minmax(0, 1fr);
+  gap: 8px 14px;
+  margin: 0 0 16px;
+}
+
+.knowledge-meta dt {
+  color: #667a73;
+}
+
+.knowledge-meta dd {
+  min-width: 0;
+  margin: 0;
+  overflow-wrap: anywhere;
+}
+
+.manifest-panel {
+  padding: 16px;
+  border: 1px solid #dfe8e5;
+  border-radius: 8px;
+  background: #f7faf9;
+}
+
+.manifest-panel h4 {
+  margin: 0 0 12px;
+}
+
+.manifest-panel p {
+  margin: 8px 0;
+  color: #40524b;
+  line-height: 1.65;
+}
+
+.version-actions {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 8px;
+  margin-top: 16px;
+}
+
+.source-content {
+  max-height: 420px;
+  overflow: auto;
+  margin: 0;
+  white-space: pre-wrap;
+  color: #34453f;
+  font-family: inherit;
+  font-size: 13px;
+  line-height: 1.75;
+}
+
+@media (max-width: 1180px) {
+  .knowledge-create-grid {
+    grid-template-columns: repeat(3, minmax(0, 1fr));
+  }
+
+  .knowledge-filters {
+    grid-template-columns: repeat(3, minmax(0, 1fr));
+  }
+}
+
 .actions.compact {
   display: flex;
   flex-wrap: wrap;
@@ -483,13 +622,14 @@ textarea {
 
 .agent-workbench {
   display: grid;
-  grid-template-columns: minmax(520px, 1fr) minmax(360px, 420px);
+  grid-template-columns: minmax(380px, 0.9fr) minmax(420px, 1.1fr) minmax(280px, 0.7fr);
   gap: 18px;
   align-items: start;
 }
 
 .agent-config-panel,
-.agent-preview-panel {
+.agent-preview-panel,
+.agent-trace-panel {
   padding: 18px;
   border: 1px solid #dfe8e5;
   border-radius: 8px;
@@ -504,6 +644,49 @@ textarea {
   overflow: hidden;
 }
 
+.agent-trace-panel {
+  height: clamp(560px, calc(100vh - 170px), 760px);
+  display: flex;
+  flex-direction: column;
+  padding: 0;
+  overflow: hidden;
+}
+
+.agent-trace-list {
+  min-height: 0;
+  overflow: auto;
+  padding: 12px;
+  background: #f6f8f7;
+}
+
+.agent-trace-list article {
+  margin-bottom: 10px;
+  padding: 10px;
+  border: 1px solid #dfe8e5;
+  border-radius: 6px;
+  background: #ffffff;
+}
+
+.agent-trace-list pre,
+.trace-json {
+  overflow: auto;
+  margin: 8px 0 0;
+  white-space: pre-wrap;
+  overflow-wrap: anywhere;
+  color: #40524b;
+  font-family: "SFMono-Regular", Consolas, monospace;
+  font-size: 12px;
+  line-height: 1.6;
+}
+
+.trace-json {
+  max-height: 360px;
+  padding: 12px;
+  border: 1px solid #dfe8e5;
+  border-radius: 6px;
+  background: #f7faf9;
+}
+
 .agent-config-grid {
   display: grid;
   grid-template-columns: repeat(2, minmax(0, 1fr));
@@ -955,6 +1138,17 @@ textarea {
   color: #b42318;
 }
 
+@media (max-width: 1450px) {
+  .agent-workbench {
+    grid-template-columns: minmax(420px, 1fr) minmax(420px, 1fr);
+  }
+
+  .agent-trace-panel {
+    grid-column: 1 / -1;
+    height: 420px;
+  }
+}
+
 @media (max-width: 1120px) {
   .student-tools,
   .agent-workbench,
@@ -969,6 +1163,10 @@ textarea {
   .agent-preview-panel {
     height: 620px;
   }
+
+  .agent-trace-panel {
+    grid-column: auto;
+  }
 }
 
 @media (max-width: 860px) {
diff --git a/ai_knowledge_base_v2/apps/admin-web/src/types/api.ts b/ai_knowledge_base_v2/apps/admin-web/src/types/api.ts
index 67ec956..7013c00 100644
--- a/ai_knowledge_base_v2/apps/admin-web/src/types/api.ts
+++ b/ai_knowledge_base_v2/apps/admin-web/src/types/api.ts
@@ -63,6 +63,18 @@ export interface KnowledgeItem {
   feishuNodeId: string;
   status: number;
   remark?: string | null;
+  sourceTitle?: string | null;
+  knowledgeType: "course" | "qa" | "general";
+  reviewMode: "manual" | "automatic";
+  lifecycleStatus: "active" | "archived";
+  sourceStatus: "normal" | "error";
+  sourceError?: string | null;
+  manifestConfirmed: boolean;
+  currentVersionId?: number | null;
+  pendingVersionId?: number | null;
+  lastSyncedAt?: string | null;
+  lastPublishedAt?: string | null;
+  migrationStatus: string;
   createdAt?: string | null;
   updatedAt?: string | null;
 }
@@ -101,6 +113,97 @@ export interface AgentDebugResult {
   modelName?: string;
   retrieveCount?: number;
   knowledgeIds?: string;
+  retrievalTrace?: Record<string, unknown>[];
+  retrievalLogId?: number;
+}
+
+export interface KnowledgeVersion {
+  id: number;
+  knowledgeId: number;
+  snapshotId: number;
+  versionNo: number;
+  status: string;
+  qualityStatus: string;
+  changeSummary?: Record<string, unknown> | null;
+  qualityReport?: Record<string, unknown> | null;
+  processingRuleVersion: string;
+  generationModel?: string | null;
+  createdAt: string;
+  publishedAt?: string | null;
+}
+
+export interface KnowledgeManifest {
+  id: number;
+  versionId: number;
+  purpose: string;
+  applicableQuestions: string;
+  inapplicableQuestions: string;
+  coreTopics: string;
+  entities?: string | null;
+  boundaries?: string | null;
+  changeLevel: string;
+  confirmed: boolean;
+}
+
+export interface KnowledgeDetail {
+  knowledge: KnowledgeItem;
+  currentVersion?: KnowledgeVersion | null;
+  pendingVersion?: KnowledgeVersion | null;
+  manifest?: KnowledgeManifest | null;
+}
+
+export interface KnowledgeVersionContent {
+  version: KnowledgeVersion;
+  manifest?: KnowledgeManifest | null;
+  sections: Array<{ id: number; sectionKey: string; title: string; content: string; sourceStart: number; sourceEnd: number; contentHash: string }>;
+  cards: Array<Record<string, unknown>>;
+}
+
+export interface KnowledgeSyncJob {
+  id: number;
+  knowledgeId: number;
+  mode: string;
+  status: string;
+  stage: string;
+  progress: number;
+  sourceError?: string | null;
+  resultSummary?: Record<string, unknown> | null;
+  createdAt: string;
+  finishedAt?: string | null;
+}
+
+export interface MigrationSummary {
+  total: number;
+  counts: Record<string, number>;
+  items: KnowledgeItem[];
+}
+
+export interface RetrievalLogItem {
+  id: number;
+  sessionId?: number | null;
+  question: string;
+  knowledgeCalled: boolean;
+  selectedKnowledgeIds?: string | null;
+  queryTerms?: string[] | null;
+  status: string;
+  toolCostMs?: number | null;
+  totalCostMs?: number | null;
+  attentionCreated: boolean;
+  createdAt: string;
+}
+
+export interface AttentionItem {
+  id: number;
+  sessionId: number;
+  messageId: number;
+  userId: number;
+  triggerMessage: string;
+  problemSummary: string;
+  triggerReason: string;
+  priority: string;
+  status: string;
+  handlerNote?: string | null;
+  createdAt: string;
 }
 
 export interface ChatRecord {
diff --git a/ai_knowledge_base_v2/apps/backend/app/api/admin_knowledge.py b/ai_knowledge_base_v2/apps/backend/app/api/admin_knowledge.py
index d220e48..451c22a 100644
--- a/ai_knowledge_base_v2/apps/backend/app/api/admin_knowledge.py
+++ b/ai_knowledge_base_v2/apps/backend/app/api/admin_knowledge.py
@@ -8,7 +8,19 @@ from app.core.database import get_db
 from app.core.dependencies import get_current_admin
 from app.core.responses import api_success
 from app.models.admin import Admin
-from app.models.knowledge import Knowledge, UserKnowledgePermission
+from app.models.knowledge import (
+    Knowledge,
+    KnowledgeCard,
+    KnowledgeChunk,
+    KnowledgeManifest,
+    KnowledgePublishLog,
+    KnowledgeReviewRecord,
+    KnowledgeSection,
+    KnowledgeSourceSnapshot,
+    KnowledgeSyncJob,
+    KnowledgeVersion,
+    UserKnowledgePermission,
+)
 from app.schemas.admin import KnowledgeSaveRequest
 from app.services.admin_service import OperationLogService
 from app.services.feishu_service import FeishuKnowledgeService
@@ -122,6 +134,15 @@ def delete_knowledge(
     ).all()
     for permission in permissions:
         db.delete(permission)
+    for model in (KnowledgeReviewRecord, KnowledgeCard, KnowledgeChunk, KnowledgeSection, KnowledgeManifest, KnowledgePublishLog, KnowledgeSyncJob):
+        for row in db.scalars(select(model).where(model.knowledge_id == knowledge.id)).all():
+            db.delete(row)
+    db.flush()
+    for row in db.scalars(select(KnowledgeVersion).where(KnowledgeVersion.knowledge_id == knowledge.id)).all():
+        db.delete(row)
+    db.flush()
+    for row in db.scalars(select(KnowledgeSourceSnapshot).where(KnowledgeSourceSnapshot.knowledge_id == knowledge.id)).all():
+        db.delete(row)
     db.delete(knowledge)
     OperationLogService.write(db, admin_id=current_admin.id, module="knowledge", action="delete", target_id=knowledge.id)
     db.commit()