diff --git a/app/app/data.py b/app/app/data.py
index 7fe82b1..157af22 100644
--- a/app/app/data.py
+++ b/app/app/data.py
@@ -108,6 +108,15 @@ def format_teacher_row(teacher: Teacher) -> str:
     return f"| {teacher.teacher_id} | {teacher.name} | {teacher.alias} | {subjects} | {teacher.status} | {teacher.note} |"
 
 
+def paginate_items(items: list, offset: int = 0, limit: int = 100) -> tuple[list, int, bool]:
+    normalized_offset = max(int(offset or 0), 0)
+    normalized_limit = max(int(limit or 0), 0)
+    if normalized_limit <= 0:
+        return items[normalized_offset:], normalized_offset, False
+    end = normalized_offset + normalized_limit
+    return items[normalized_offset:end], normalized_offset, end < len(items)
+
+
 def parse_payments(text: str) -> list[Payment]:
     payments: list[Payment] = []
     if not text.strip():
@@ -1073,21 +1082,34 @@ def list_admin_tasks(
     status_filter: str = "",
     task_type: str = "",
     classnotes_path: Path | None = None,
+    offset: int = 0,
+    limit: int = 200,
 ) -> dict:
     tasks = read_admin_tasks(tasks_path)
     items = tasks["items"]
     if status_filter:
         items = [item for item in items if item.get("status") == status_filter]
-    if task_type:
-        items = [item for item in items if item.get("type") == task_type]
+    task_types = [item.strip() for item in task_type.split(",") if item.strip()]
+    if task_types:
+        items = [item for item in items if str(item.get("type") or "") in task_types]
+    type_counts: dict[str, int] = defaultdict(int)
+    for item in items:
+        type_counts[str(item.get("type") or "")] += 1
+    sorted_items = sorted(items, key=lambda item: int(item.get("id", 0)), reverse=True)
+    shown, normalized_offset, has_more = paginate_items(sorted_items, offset, limit)
     records = read_classnotes(classnotes_path) if classnotes_path is not None and classnotes_path.exists() else None
     return {
         "version": tasks["version"],
         "next_id": tasks["next_id"],
         "count": len(items),
+        "returned": len(shown),
+        "offset": normalized_offset,
+        "limit": limit,
+        "has_more": has_more,
+        "type_counts": dict(type_counts),
         "items": [
             task_to_dict_with_context(item, records)
-            for item in sorted(items, key=lambda item: int(item.get("id", 0)), reverse=True)
+            for item in shown
         ],
     }
 
@@ -2001,6 +2023,7 @@ def rollback_class_record_registration(
 def list_operation_logs(
     path: Path,
     limit: int = 100,
+    offset: int = 0,
     operation: str = "",
     status_filter: str = "",
     student: str = "",
@@ -2023,9 +2046,16 @@ def list_operation_logs(
         if student and student not in str(item.get("student", "")):
             continue
         rows.append(item)
-    rows = rows[-limit:]
     rows.reverse()
-    return {"count": len(rows), "items": rows}
+    shown, normalized_offset, has_more = paginate_items(rows, offset, limit)
+    return {
+        "count": len(rows),
+        "returned": len(shown),
+        "offset": normalized_offset,
+        "limit": limit,
+        "has_more": has_more,
+        "items": shown,
+    }
 
 
 def rollback_operation_log(
@@ -2734,6 +2764,7 @@ def query_course_summaries(
     binding_status: str = "",
     has_candidate: str = "",
     limit: int = 200,
+    offset: int = 0,
 ) -> dict:
     normalized_from = normalize_filter_date(date_from)
     normalized_to = normalize_filter_date(date_to)
@@ -2802,10 +2833,13 @@ def query_course_summaries(
         ),
         reverse=True,
     )
-    limited = matched[:limit]
+    limited, normalized_offset, has_more = paginate_items(matched, offset, limit)
     return {
         "count": len(matched),
         "returned": len(limited),
+        "offset": normalized_offset,
+        "limit": limit,
+        "has_more": has_more,
         "items": limited,
     }
 
@@ -4678,7 +4712,7 @@ def has_filter_condition(spec: QuerySpec) -> bool:
 def query_records(records: list[ClassRecord], query: str, limit: int = 200) -> dict:
     spec = build_query_spec(query, records)
     matched = filter_records(records, spec) if has_filter_condition(spec) else []
-    shown = matched[:limit] if limit > 0 else matched
+    shown, normalized_offset, has_more = paginate_items(matched, 0, limit)
     return {
         "query": {
             "raw_query": spec.raw_query,
@@ -4691,6 +4725,9 @@ def query_records(records: list[ClassRecord], query: str, limit: int = 200) -> d
         "records": [record_to_dict(record) for record in shown],
         "total_records": len(matched),
         "shown_records": len(shown),
+        "offset": normalized_offset,
+        "limit": limit,
+        "has_more": has_more,
     }
 
 
@@ -4699,11 +4736,12 @@ def query_public_records(
     teachers: list[Teacher],
     query: str,
     limit: int = 200,
+    offset: int = 0,
     summaries_root: Path | None = None,
 ) -> dict:
     spec = build_public_query_spec(query, records, teachers)
     matched = filter_records(records, spec) if has_filter_condition(spec) else []
-    shown = matched[:limit] if limit > 0 else matched
+    shown, normalized_offset, has_more = paginate_items(matched, offset, limit)
     display_names = teacher_alias_map(teachers)
     summary_index = course_summary_index_for_records(summaries_root, records) if summaries_root is not None else {}
     return {
@@ -4718,6 +4756,9 @@ def query_public_records(
         "records": [public_record_to_dict(record, teachers, summary_index) for record in shown],
         "total_records": len(matched),
         "shown_records": len(shown),
+        "offset": normalized_offset,
+        "limit": limit,
+        "has_more": has_more,
     }
 
 
diff --git a/app/app/routers/admin.py b/app/app/routers/admin.py
index a134de8..02afdcc 100644
--- a/app/app/routers/admin.py
+++ b/app/app/routers/admin.py
@@ -69,6 +69,8 @@ def admin_dashboard(period: str = Query("month"), _user: str = Depends(verify_ad
 def admin_tasks(
     status_filter: str = Query("", alias="status"),
     task_type: str = Query("", alias="type"),
+    limit: int = Query(50, ge=1, le=1000),
+    offset: int = Query(0, ge=0),
     _user: str = Depends(verify_admin_auth),
 ):
     try:
@@ -77,6 +79,8 @@ def admin_tasks(
             status_filter=status_filter,
             task_type=task_type,
             classnotes_path=CLASSNOTES_PATH,
+            offset=offset,
+            limit=limit,
         )
     except ValueError as exc:
         raise HTTPException(status_code=500, detail=str(exc)) from exc
@@ -84,7 +88,8 @@ def admin_tasks(
 
 @router.get("/api/admin/operation-logs")
 def admin_operation_logs(
-    limit: int = Query(100, ge=1, le=500),
+    limit: int = Query(50, ge=1, le=500),
+    offset: int = Query(0, ge=0),
     operation: str = Query(""),
     status_filter: str = Query("", alias="status"),
     student: str = Query(""),
@@ -94,6 +99,7 @@ def admin_operation_logs(
     return list_operation_logs(
         OPERATION_LOGS_PATH,
         limit=limit,
+        offset=offset,
         operation=operation,
         status_filter=status_filter,
         student=student,
@@ -134,7 +140,8 @@ def admin_course_summaries(
     missing_time: bool = Query(False),
     binding_status: str = Query(""),
     has_candidate: str = Query(""),
-    limit: int = Query(200, ge=1, le=1000),
+    limit: int = Query(50, ge=1, le=1000),
+    offset: int = Query(0, ge=0),
     _user: str = Depends(verify_admin_auth),
 ):
     try:
@@ -151,6 +158,7 @@ def admin_course_summaries(
             binding_status=binding_status,
             has_candidate=has_candidate,
             limit=limit,
+            offset=offset,
         )
     except ValueError as exc:
         raise HTTPException(status_code=400, detail=str(exc)) from exc
diff --git a/app/app/routers/records.py b/app/app/routers/records.py
index c3535b8..cf2a7b1 100644
--- a/app/app/routers/records.py
+++ b/app/app/routers/records.py
@@ -36,10 +36,18 @@ router = APIRouter()
 @router.get("/api/records")
 def records(
     q: str = Query(..., min_length=1, description="自然语言查询，例如：王鑫鹏5月数学课"),
-    limit: int = Query(200, ge=1, le=1000),
+    limit: int = Query(30, ge=1, le=1000),
+    offset: int = Query(0, ge=0),
     _user: str = Depends(verify_records_auth),
 ):
-    return query_public_records(load_records(), load_teachers(), q, limit=limit, summaries_root=COURSE_SUMMARIES_ROOT)
+    return query_public_records(
+        load_records(),
+        load_teachers(),
+        q,
+        limit=limit,
+        offset=offset,
+        summaries_root=COURSE_SUMMARIES_ROOT,
+    )
 
 
 @router.get("/api/student-account/{student}")
diff --git a/app/app/static/admin.html b/app/app/static/admin.html
index d7f83b3..91f084d 100644
--- a/app/app/static/admin.html
+++ b/app/app/static/admin.html
@@ -230,6 +230,7 @@
             <tbody id="reviewRows"></tbody>
           </table>
         </div>
+        <div id="reviewPager" class="pager" hidden></div>
       </section>
 
       <section id="summariesPanel" class="panel admin-panel" hidden></section>
@@ -352,6 +353,7 @@
             <tbody id="summarySearchRows"></tbody>
           </table>
         </div>
+        <div id="summarySearchPager" class="pager" hidden></div>
         <div class="summary-task-section">
           <div class="section-head compact-head">
             <h3>待处理任务</h3>
@@ -382,6 +384,7 @@
               <tbody id="summaryReviewRows"></tbody>
             </table>
           </div>
+          <div id="summaryReviewPager" class="pager" hidden></div>
         </div>
       </section>
 
@@ -445,6 +448,7 @@
             <tbody id="logRows"></tbody>
           </table>
         </div>
+        <div id="logPager" class="pager" hidden></div>
       </section>
 
       <section id="registerPanel" class="panel admin-panel" hidden>
diff --git a/app/app/static/admin.js b/app/app/static/admin.js
index c32f77d..5b852af 100644
--- a/app/app/static/admin.js
+++ b/app/app/static/admin.js
@@ -50,9 +50,11 @@ const editNote = document.querySelector("#editNote");
 const reviewStatus = document.querySelector("#reviewStatus");
 const reviewMeta = document.querySelector("#reviewMeta");
 const reviewRows = document.querySelector("#reviewRows");
+const reviewPager = document.querySelector("#reviewPager");
 const summaryReviewStatus = document.querySelector("#summaryReviewStatus");
 const summaryReviewMeta = document.querySelector("#summaryReviewMeta");
 const summaryReviewRows = document.querySelector("#summaryReviewRows");
+const summaryReviewPager = document.querySelector("#summaryReviewPager");
 const duplicateSummaryScanBtns = Array.from(document.querySelectorAll(".duplicate-summary-scan"));
 const summaryReviewDrawerBackdrop = document.querySelector("#summaryReviewDrawerBackdrop");
 const summaryReviewDrawerClose = document.querySelector("#summaryReviewDrawerClose");
@@ -88,6 +90,7 @@ const summarySearchBindingStatus = document.querySelector("#summarySearchBinding
 const summarySearchHasCandidate = document.querySelector("#summarySearchHasCandidate");
 const summarySearchMeta = document.querySelector("#summarySearchMeta");
 const summarySearchRows = document.querySelector("#summarySearchRows");
+const summarySearchPager = document.querySelector("#summarySearchPager");
 const quickMismatchBtn = document.querySelector("#quickMismatchBtn");
 const logOperation = document.querySelector("#logOperation");
 const logStatus = document.querySelector("#logStatus");
@@ -95,6 +98,7 @@ const logFilterForm = document.querySelector("#logFilterForm");
 const logStudent = document.querySelector("#logStudent");
 const logMeta = document.querySelector("#logMeta");
 const logRows = document.querySelector("#logRows");
+const logPager = document.querySelector("#logPager");
 const classRegisterForm = document.querySelector("#classRegisterForm");
 const classRegisterLines = document.querySelector("#classRegisterLines");
 const classRegisterPreview = document.querySelector("#classRegisterPreview");
@@ -111,20 +115,26 @@ const summaryRegisterPreview = document.querySelector("#summaryRegisterPreview")
 const summaryRegisterStatus = document.querySelector("#summaryRegisterStatus");
 const summaryRegisterConfirm = document.querySelector("#summaryRegisterConfirm");
 
+const ADMIN_PAGE_SIZE = 50;
+
 let currentAccounts = [];
 let currentDashboardPeriod = "month";
 let editingAccountId = "";
 let currentTeachers = [];
 let editingTeacherId = "";
+let currentReviewPage = { offset: 0, limit: ADMIN_PAGE_SIZE, total: 0, shown: 0, hasMore: false };
 let currentSummaryReviews = [];
+let currentSummaryReviewPage = { offset: 0, limit: ADMIN_PAGE_SIZE, total: 0, shown: 0, hasMore: false };
 let activeSummaryReview = null;
 let currentSummarySearchItems = [];
+let currentSummarySearchPage = { offset: 0, limit: ADMIN_PAGE_SIZE, total: 0, shown: 0, hasMore: false };
 let expandedSummarySearchId = "";
 let editingSummarySearchId = "";
 let editingSummaryIdentityId = "";
 let quickSummaryMismatchMode = false;
 let quickSummaryProcessing = false;
 let currentOperationLogs = [];
+let currentLogPage = { offset: 0, limit: ADMIN_PAGE_SIZE, total: 0, shown: 0, hasMore: false };
 let expandedOperationLogId = "";
 const registerPreviewState = {
   class_record: null,
@@ -161,6 +171,49 @@ function metric(label, value) {
   return `<div class="metric"><span>${escapeHtml(label)}</span><strong>${escapeHtml(value)}</strong></div>`;
 }
 
+function pageRangeText(state) {
+  const total = Number(state.total || 0);
+  const shown = Number(state.shown || 0);
+  const offset = Number(state.offset || 0);
+  if (!total || !shown) return "0 条";
+  return `${offset + 1}-${offset + shown} 条`;
+}
+
+function currentPageNumber(state) {
+  return Math.floor((state.offset || 0) / (state.limit || ADMIN_PAGE_SIZE)) + 1;
+}
+
+function totalPageNumber(state) {
+  const limit = state.limit || ADMIN_PAGE_SIZE;
+  return Math.max(1, Math.ceil((state.total || 0) / limit));
+}
+
+function renderPager(container, state, action) {
+  if (!container) return;
+  const total = Number(state.total || 0);
+  const shown = Number(state.shown || 0);
+  const limit = Number(state.limit || ADMIN_PAGE_SIZE);
+  const offset = Number(state.offset || 0);
+  if (total <= limit && offset === 0) {
+    container.hidden = true;
+    container.innerHTML = "";
+    return;
+  }
+  container.hidden = false;
+  container.dataset.pagerAction = action;
+  container.innerHTML = `<div class="pager-info">第 ${currentPageNumber(state)} / ${totalPageNumber(state)} 页 · ${pageRangeText(state)} / ${total} 条</div>
+    <div class="pager-actions">
+      <button class="secondary-button pager-prev" type="button" ${offset <= 0 ? "disabled" : ""}>上一页</button>
+      <button class="secondary-button pager-next" type="button" ${state.hasMore ? "" : "disabled"}>下一页</button>
+    </div>`;
+}
+
+function setPagerLoading(container) {
+  if (!container) return;
+  container.hidden = true;
+  container.innerHTML = "";
+}
+
 function dashboardPeriodLabel(period) {
   if (period === "today") return "今日";
   if (period === "7d") return "近7日";
@@ -423,21 +476,25 @@ async function fetchJson(url, options = {}) {
 
 function setActiveTab(tabName) {
   const activeTabName = tabName === "summaries" ? "summarySearch" : tabName;
+  let activeButton = null;
   document.querySelectorAll("[data-admin-tab]").forEach((button) => {
-    button.classList.toggle("is-active", button.dataset.adminTab === activeTabName);
+    const isActive = button.dataset.adminTab === activeTabName;
+    button.classList.toggle("is-active", isActive);
+    if (isActive) activeButton = button;
   });
+  if (activeButton) activeButton.scrollIntoView({ behavior: "smooth", block: "nearest", inline: "center" });
   Object.entries(panels).forEach(([name, panel]) => {
     panel.hidden = name !== activeTabName;
   });
   if (activeTabName === "dashboard") loadDashboard();
   if (activeTabName === "accounts") loadAccounts();
   if (activeTabName === "teachers") loadTeachers();
-  if (activeTabName === "reviews") loadReviews();
+  if (activeTabName === "reviews") loadReviews(0);
   if (activeTabName === "summarySearch") {
-    loadSummarySearch();
-    loadSummaryReviews();
+    loadSummarySearch(0);
+    loadSummaryReviews(0);
   }
-  if (activeTabName === "logs") loadOperationLogs();
+  if (activeTabName === "logs") loadOperationLogs(0);
 }
 
 async function loadAdminHealth() {
@@ -734,26 +791,45 @@ function renderReviewTarget(item) {
   return renderReviewLine(item.corrected_line);
 }
 
-async function loadReviews() {
+async function loadReviews(offset = currentReviewPage.offset || 0) {
   reviewRows.innerHTML = `<tr><td colspan="7" class="empty">正在读取</td></tr>`;
+  setPagerLoading(reviewPager);
+  const normalizedOffset = Math.max(0, Number(offset || 0));
+  const params = new URLSearchParams({
+    limit: String(ADMIN_PAGE_SIZE),
+    offset: String(normalizedOffset),
+    type: "class_record_correction,class_record_deletion",
+  });
+  if (reviewStatus.value) params.set("status", reviewStatus.value);
   try {
-    const [correctionData, deletionData] = await Promise.all([
-      fetchJson(`/api/admin/tasks?${new URLSearchParams({ type: "class_record_correction", ...(reviewStatus.value ? { status: reviewStatus.value } : {}) }).toString()}`),
-      fetchJson(`/api/admin/tasks?${new URLSearchParams({ type: "class_record_deletion", ...(reviewStatus.value ? { status: reviewStatus.value } : {}) }).toString()}`),
-    ]);
-    const items = [...(correctionData.items || []), ...(deletionData.items || [])].sort((a, b) => Number(b.id || 0) - Number(a.id || 0));
-    reviewMeta.innerHTML = [metric("当前结果", `${items.length} 条`)].join("");
+    const data = await fetchJson(`/api/admin/tasks?${params.toString()}`);
+    const items = data.items || [];
+    const totalCount = Number(data.count || 0);
+    const typeCounts = data.type_counts || {};
+    currentReviewPage = {
+      offset: normalizedOffset,
+      limit: Number(data.limit || ADMIN_PAGE_SIZE),
+      total: totalCount,
+      shown: Number(data.returned || items.length),
+      hasMore: Boolean(data.has_more),
+    };
+    reviewMeta.innerHTML = [
+      metric("当前结果", `${totalCount} 条`),
+      metric("当前显示", pageRangeText(currentReviewPage)),
+      metric("纠错", `${typeCounts.class_record_correction || 0} 条`),
+      metric("删除", `${typeCounts.class_record_deletion || 0} 条`),
+    ].join("");
     reviewRows.innerHTML = items
       .map((item) => {
         const canReview = item.status === "pending" || item.status === "conflict";
-        return `<tr>
-          <td>#${escapeHtml(item.id)}</td>
-          <td><span class="status ${item.status === "approved" ? "normal" : item.status === "rejected" ? "closed" : item.status === "conflict" ? "debt" : "warning"}">${escapeHtml(item.status)}</span>${item.message ? `<br><small>${escapeHtml(item.message)}</small>` : ""}</td>
-          <td>${escapeHtml(reviewTaskTypeLabel(item))}</td>
-          <td>${renderReviewLine(item.original_line)}</td>
-          <td>${renderReviewTarget(item)}</td>
-          <td>${escapeHtml(item.created_at || "")}</td>
-          <td class="record-action-cell">
+        return `<tr class="admin-data-row">
+          <td data-label="编号">#${escapeHtml(item.id)}</td>
+          <td data-label="状态"><span class="status ${item.status === "approved" ? "normal" : item.status === "rejected" ? "closed" : item.status === "conflict" ? "debt" : "warning"}">${escapeHtml(item.status)}</span>${item.message ? `<br><small>${escapeHtml(item.message)}</small>` : ""}</td>
+          <td data-label="类型">${escapeHtml(reviewTaskTypeLabel(item))}</td>
+          <td data-label="原记录">${renderReviewLine(item.original_line)}</td>
+          <td data-label="处理内容">${renderReviewTarget(item)}</td>
+          <td data-label="提交时间">${escapeHtml(item.created_at || "")}</td>
+          <td class="record-action-cell" data-label="操作">
             <div class="record-actions">
               <button class="small-button review-approve" type="button" data-task-id="${escapeHtml(item.id)}" ${canReview ? "" : "disabled"}>批准</button>
               <button class="small-button review-reject" type="button" data-task-id="${escapeHtml(item.id)}" ${canReview ? "" : "disabled"}>驳回</button>
@@ -765,6 +841,7 @@ async function loadReviews() {
     if (!items.length) {
       reviewRows.innerHTML = `<tr><td colspan="7" class="empty">没有符合条件的审核项</td></tr>`;
     }
+    renderPager(reviewPager, currentReviewPage, "reviews");
   } catch (error) {
     reviewRows.innerHTML = `<tr><td colspan="7" class="empty">读取失败：${escapeHtml(error.message)}</td></tr>`;
   }
@@ -1044,26 +1121,33 @@ function closeSummaryReviewDrawer() {
   summaryReviewDrawerBackdrop.hidden = true;
 }
 
-async function loadSummaryReviews() {
+async function loadSummaryReviews(offset = currentSummaryReviewPage.offset || 0) {
   summaryReviewRows.innerHTML = `<tr><td colspan="7" class="empty">正在读取</td></tr>`;
-  const reviewParams = new URLSearchParams({ type: "course_summary_review" });
-  const duplicateParams = new URLSearchParams({ type: "course_summary_duplicate_review" });
-  if (summaryReviewStatus.value) {
-    reviewParams.set("status", summaryReviewStatus.value);
-    duplicateParams.set("status", summaryReviewStatus.value);
-  }
+  setPagerLoading(summaryReviewPager);
+  const normalizedOffset = Math.max(0, Number(offset || 0));
+  const params = new URLSearchParams({
+    type: "course_summary_review,course_summary_duplicate_review",
+    limit: String(ADMIN_PAGE_SIZE),
+    offset: String(normalizedOffset),
+  });
+  if (summaryReviewStatus.value) params.set("status", summaryReviewStatus.value);
   try {
-    const [reviewData, duplicateData] = await Promise.all([
-      fetchJson(`/api/admin/tasks?${reviewParams.toString()}`),
-      fetchJson(`/api/admin/tasks?${duplicateParams.toString()}`),
-    ]);
-    const reviewItems = reviewData.items || [];
-    const duplicateItems = duplicateData.items || [];
-    currentSummaryReviews = [...reviewItems, ...duplicateItems].sort((a, b) => Number(b.id || 0) - Number(a.id || 0));
+    const data = await fetchJson(`/api/admin/tasks?${params.toString()}`);
+    currentSummaryReviews = data.items || [];
+    const totalCount = Number(data.count || 0);
+    const typeCounts = data.type_counts || {};
+    currentSummaryReviewPage = {
+      offset: normalizedOffset,
+      limit: Number(data.limit || ADMIN_PAGE_SIZE),
+      total: totalCount,
+      shown: Number(data.returned || currentSummaryReviews.length),
+      hasMore: Boolean(data.has_more),
+    };
     summaryReviewMeta.innerHTML = [
-      metric("待处理任务", `${currentSummaryReviews.length} 条`),
-      metric("课程小结审核", `${reviewItems.length} 条`),
-      metric("重复小结", `${duplicateItems.length} 条`),
+      metric("待处理任务", `${totalCount} 条`),
+      metric("当前显示", pageRangeText(currentSummaryReviewPage)),
+      metric("课程小结审核", `${typeCounts.course_summary_review || 0} 条`),
+      metric("重复小结", `${typeCounts.course_summary_duplicate_review || 0} 条`),
     ].join("");
     summaryReviewRows.innerHTML = currentSummaryReviews
       .map((item) => {
@@ -1074,14 +1158,14 @@ async function loadSummaryReviews() {
         const approveButton = canApproveDirectly
           ? `<button class="small-button summary-approve" type="button" data-task-id="${escapeHtml(item.id)}">批准</button>`
           : "";
-        return `<tr>
-          <td>#${escapeHtml(item.id)}</td>
-          <td><span class="status ${taskStatusClass(item.status)}">${escapeHtml(item.status)}</span>${item.message ? `<br><small>${escapeHtml(item.message)}</small>` : ""}</td>
-          <td>${renderSummaryInfo(summary, item)}</td>
-          <td>${item.proposed_line ? renderReviewLine(item.proposed_line) : "<span class=\"muted\">暂无</span>"}</td>
-          <td>${renderSummaryPreview(summary)}</td>
-          <td>${renderSummaryReviewReasons(item)}</td>
-          <td class="record-action-cell">
+        return `<tr class="admin-data-row">
+          <td data-label="编号">#${escapeHtml(item.id)}</td>
+          <td data-label="状态"><span class="status ${taskStatusClass(item.status)}">${escapeHtml(item.status)}</span>${item.message ? `<br><small>${escapeHtml(item.message)}</small>` : ""}</td>
+          <td data-label="课程信息">${renderSummaryInfo(summary, item)}</td>
+          <td data-label="候选记录">${item.proposed_line ? renderReviewLine(item.proposed_line) : "<span class=\"muted\">暂无</span>"}</td>
+          <td data-label="小结原文">${renderSummaryPreview(summary)}</td>
+          <td data-label="原因">${renderSummaryReviewReasons(item)}</td>
+          <td class="record-action-cell" data-label="操作">
             <div class="record-actions">
               <button class="small-button summary-detail" type="button" data-task-id="${escapeHtml(item.id)}">${escapeHtml(summaryReviewDetailLabel(item))}</button>
               ${approveButton}
@@ -1094,6 +1178,7 @@ async function loadSummaryReviews() {
     if (!currentSummaryReviews.length) {
       summaryReviewRows.innerHTML = `<tr><td colspan="7" class="empty">没有符合条件的课程小结任务</td></tr>`;
     }
+    renderPager(summaryReviewPager, currentSummaryReviewPage, "summaryReviews");
   } catch (error) {
     currentSummaryReviews = [];
     summaryReviewRows.innerHTML = `<tr><td colspan="7" class="empty">读取失败：${escapeHtml(error.message)}</td></tr>`;
@@ -1101,7 +1186,7 @@ async function loadSummaryReviews() {
 }
 
 function summarySearchParams() {
-  const params = new URLSearchParams({ limit: "200" });
+  const params = new URLSearchParams({ limit: String(ADMIN_PAGE_SIZE), offset: String(currentSummarySearchPage.offset || 0) });
   if (summarySearchQuery.value.trim()) params.set("q", summarySearchQuery.value.trim());
   if (summarySearchStudent.value.trim()) params.set("student", summarySearchStudent.value.trim());
   if (summarySearchTeacher.value.trim()) params.set("teacher", summarySearchTeacher.value.trim());
@@ -1314,11 +1399,11 @@ function renderSummarySearchRows(items) {
       const binding = summaryBinding(item);
       const unmatchedClass = binding.status === "matched" ? "" : " unmatched-summary";
       const mainRow = `<tr class="summary-search-result-row${unmatchedClass}" data-summary-id="${escapeHtml(item.id)}" tabindex="0" role="button" aria-expanded="${expanded ? "true" : "false"}">
-        <td>${escapeHtml(item.date_iso || "未识别")}</td>
-        <td>${escapeHtml(item.time_range || "缺少时间")}</td>
-        <td>${escapeHtml(item.student || "")}<br><small>${escapeHtml(item.group || "")}</small></td>
-        <td>${escapeHtml(item.teacher || "待核对老师")}<br><small>${escapeHtml(item.subject || "待核对科目")}</small></td>
-        <td>${renderSummaryBindingStatus(item)}</td>
+        <td data-label="日期">${escapeHtml(item.date_iso || "未识别")}</td>
+        <td data-label="时间">${escapeHtml(item.time_range || "缺少时间")}</td>
+        <td data-label="学生">${escapeHtml(item.student || "")}<br><small>${escapeHtml(item.group || "")}</small></td>
+        <td data-label="老师/科目">${escapeHtml(item.teacher || "待核对老师")}<br><small>${escapeHtml(item.subject || "待核对科目")}</small></td>
+        <td data-label="绑定状态">${renderSummaryBindingStatus(item)}</td>
       </tr>`;
       const detailRow = expanded
         ? `<tr class="summary-search-detail-row" data-summary-detail="${escapeHtml(item.id)}">
@@ -1350,11 +1435,20 @@ function renderCurrentSummarySearch() {
   }
 }
 
-async function loadSummarySearch() {
+async function loadSummarySearch(offset = currentSummarySearchPage.offset || 0) {
+  currentSummarySearchPage.offset = Math.max(0, Number(offset || 0));
   summarySearchRows.innerHTML = `<tr><td colspan="5" class="empty">正在读取</td></tr>`;
+  setPagerLoading(summarySearchPager);
   try {
     const data = await fetchJson(`/api/admin/course-summaries?${summarySearchParams().toString()}`);
     currentSummarySearchItems = data.items || [];
+    currentSummarySearchPage = {
+      offset: data.offset || currentSummarySearchPage.offset || 0,
+      limit: data.limit || ADMIN_PAGE_SIZE,
+      total: data.count || 0,
+      shown: data.returned || currentSummarySearchItems.length,
+      hasMore: Boolean(data.has_more),
+    };
     if (!currentSummarySearchItems.some((item) => String(item.id) === expandedSummarySearchId)) expandedSummarySearchId = "";
     if (!currentSummarySearchItems.some((item) => String(item.id) === editingSummarySearchId)) editingSummarySearchId = "";
     if (!currentSummarySearchItems.some((item) => String(item.id) === editingSummaryIdentityId)) editingSummaryIdentityId = "";
@@ -1367,12 +1461,13 @@ async function loadSummarySearch() {
     const bindingSummary = summarizeSummaryBindings(currentSummarySearchItems);
     summarySearchMeta.innerHTML = [
       metric("命中小结", `${data.count} 条`),
-      metric("当前显示", `${data.returned} 条`),
+      metric("当前显示", pageRangeText(currentSummarySearchPage)),
       metric("已绑定", `${bindingSummary.matched} 条`),
       metric("待处理", `${bindingSummary.pending} 条`),
       metric("有候选", `${bindingSummary.withCandidate} 条`),
     ].join("");
     renderCurrentSummarySearch();
+    renderPager(summarySearchPager, currentSummarySearchPage, "summarySearch");
     updateQuickMismatchButton();
   } catch (error) {
     currentSummarySearchItems = [];
@@ -1602,12 +1697,12 @@ function renderOperationLogRows(items) {
     .map((item) => {
       const expanded = String(item.id) === expandedOperationLogId;
       const mainRow = `<tr class="log-row" data-log-id="${escapeHtml(item.id)}" tabindex="0" role="button" aria-expanded="${expanded ? "true" : "false"}">
-        <td>${escapeHtml(item.created_at || "")}</td>
-        <td>${escapeHtml(item.operation || "")}</td>
-        <td><span class="status ${taskStatusClass(item.status)}">${escapeHtml(item.status || "")}</span></td>
-        <td>${escapeHtml(item.student || "")}</td>
-        <td>${renderLogAssociation(item)}</td>
-        <td class="record-action-cell">${renderLogActions(item)}</td>
+        <td data-label="时间">${escapeHtml(item.created_at || "")}</td>
+        <td data-label="操作">${escapeHtml(item.operation || "")}</td>
+        <td data-label="结果"><span class="status ${taskStatusClass(item.status)}">${escapeHtml(item.status || "")}</span></td>
+        <td data-label="学生">${escapeHtml(item.student || "")}</td>
+        <td data-label="批次/任务">${renderLogAssociation(item)}</td>
+        <td class="record-action-cell" data-label="操作">${renderLogActions(item)}</td>
       </tr>`;
       const detailRow = expanded
         ? `<tr class="log-detail-row" data-log-detail="${escapeHtml(item.id)}">
@@ -1688,18 +1783,31 @@ function renderLogActions(item) {
   return `<span class="muted">-</span>`;
 }
 
-async function loadOperationLogs() {
+async function loadOperationLogs(offset = currentLogPage.offset || 0) {
+  currentLogPage.offset = Math.max(0, Number(offset || 0));
   logRows.innerHTML = `<tr><td colspan="6" class="empty">正在读取</td></tr>`;
-  const params = new URLSearchParams({ limit: "200" });
+  setPagerLoading(logPager);
+  const params = new URLSearchParams({ limit: String(ADMIN_PAGE_SIZE), offset: String(currentLogPage.offset || 0) });
   if (logOperation.value) params.set("operation", logOperation.value);
   if (logStatus.value) params.set("status", logStatus.value);
   if (logStudent.value.trim()) params.set("student", logStudent.value.trim());
   try {
     const data = await fetchJson(`/api/admin/operation-logs?${params.toString()}`);
     currentOperationLogs = data.items || [];
+    currentLogPage = {
+      offset: data.offset || currentLogPage.offset || 0,
+      limit: data.limit || ADMIN_PAGE_SIZE,
+      total: data.count || 0,
+      shown: data.returned || currentOperationLogs.length,
+      hasMore: Boolean(data.has_more),
+    };
     if (!currentOperationLogs.some((item) => String(item.id) === expandedOperationLogId)) expandedOperationLogId = "";
-    logMeta.innerHTML = [metric("当前结果", `${data.count} 条`)].join("");
+    logMeta.innerHTML = [
+      metric("当前结果", `${data.count} 条`),
+      metric("当前显示", pageRangeText(currentLogPage)),
+    ].join("");
     renderCurrentOperationLogs();
+    renderPager(logPager, currentLogPage, "logs");
   } catch (error) {
     currentOperationLogs = [];
     logRows.innerHTML = `<tr><td colspan="6" class="empty">读取失败：${escapeHtml(error.message)}</td></tr>`;
@@ -2113,14 +2221,14 @@ teacherRows.addEventListener("click", (event) => {
   if (!button) return;
   openEditTeacherEditor(button.dataset.teacherId);
 });
-reviewStatus.addEventListener("change", loadReviews);
+reviewStatus.addEventListener("change", () => loadReviews(0));
 reviewRows.addEventListener("click", (event) => {
   const approve = event.target.closest(".review-approve");
   const reject = event.target.closest(".review-reject");
   if (approve) reviewTask(approve.dataset.taskId, "approve");
   if (reject) reviewTask(reject.dataset.taskId, "reject");
 });
-summaryReviewStatus.addEventListener("change", loadSummaryReviews);
+summaryReviewStatus.addEventListener("change", () => loadSummaryReviews(0));
 duplicateSummaryScanBtns.forEach((button) => {
   button.addEventListener("click", scanDuplicateSummaries);
 });
@@ -2167,15 +2275,15 @@ document.addEventListener("keydown", (event) => {
 summarySearchForm.addEventListener("submit", (event) => {
   event.preventDefault();
   quickSummaryMismatchMode = false;
-  loadSummarySearch();
+  loadSummarySearch(0);
 });
 summarySearchBindingStatus.addEventListener("change", () => {
   quickSummaryMismatchMode = false;
-  loadSummarySearch();
+  loadSummarySearch(0);
 });
 summarySearchHasCandidate.addEventListener("change", () => {
   quickSummaryMismatchMode = false;
-  loadSummarySearch();
+  loadSummarySearch(0);
 });
 quickMismatchBtn.addEventListener("click", () => {
   processQuickMismatchItem().catch((error) => {
@@ -2278,11 +2386,11 @@ summarySearchRows.addEventListener("keydown", (event) => {
   expandedSummarySearchId = expandedSummarySearchId === row.dataset.summaryId ? "" : row.dataset.summaryId;
   renderCurrentSummarySearch();
 });
-logOperation.addEventListener("change", loadOperationLogs);
-logStatus.addEventListener("change", loadOperationLogs);
+logOperation.addEventListener("change", () => loadOperationLogs(0));
+logStatus.addEventListener("change", () => loadOperationLogs(0));
 logFilterForm.addEventListener("submit", (event) => {
   event.preventDefault();
-  loadOperationLogs();
+  loadOperationLogs(0);
 });
 logRows.addEventListener("click", (event) => {
   const rollback = event.target.closest(".log-rollback");
@@ -2305,6 +2413,25 @@ logRows.addEventListener("keydown", (event) => {
   expandedOperationLogId = expandedOperationLogId === row.dataset.logId ? "" : row.dataset.logId;
   renderCurrentOperationLogs();
 });
+
+function bindPager(container, getState, loadPage) {
+  if (!container) return;
+  container.addEventListener("click", (event) => {
+    const previous = event.target.closest(".pager-prev");
+    const next = event.target.closest(".pager-next");
+    if (!previous && !next) return;
+    const state = getState();
+    const limit = state.limit || ADMIN_PAGE_SIZE;
+    const nextOffset = Math.max(0, (state.offset || 0) + (previous ? -limit : limit));
+    loadPage(nextOffset);
+  });
+}
+
+bindPager(summarySearchPager, () => currentSummarySearchPage, loadSummarySearch);
+bindPager(summaryReviewPager, () => currentSummaryReviewPage, loadSummaryReviews);
+bindPager(reviewPager, () => currentReviewPage, loadReviews);
+bindPager(logPager, () => currentLogPage, loadOperationLogs);
+
 classRegisterForm.addEventListener("submit", (event) => {
   previewRegister(event, "class_record", linesFromTextarea(classRegisterLines), classRegisterStatus);
 });
@@ -2335,7 +2462,7 @@ refreshBtn.addEventListener("click", () => {
   if (!panels.accounts.hidden) loadAccounts();
   if (!panels.reviews.hidden) loadReviews();
   if (!panels.summarySearch.hidden) refreshSummaryWorkspace({ logs: false });
-  if (!panels.logs.hidden) loadOperationLogs();
+  if (!panels.logs.hidden) loadOperationLogs(currentLogPage.offset || 0);
 });
 
 loadAdminHealth();
diff --git a/app/app/static/app.js b/app/app/static/app.js
index 077576c..2df6b19 100644
--- a/app/app/static/app.js
+++ b/app/app/static/app.js
@@ -4,6 +4,7 @@ const recordForm = document.querySelector("#recordForm");
 const recordQuery = document.querySelector("#recordQuery");
 const recordMeta = document.querySelector("#recordMeta");
 const recordRows = document.querySelector("#recordRows");
+const recordPager = document.querySelector("#recordPager");
 const dateSortBtn = document.querySelector("#dateSortBtn");
 const timeSortBtn = document.querySelector("#timeSortBtn");
 const inlineAccount = document.querySelector("#inlineAccount");
@@ -42,11 +43,16 @@ const submitSummarySupplementBtn = document.querySelector("#submitSummarySupplem
 const WEEKDAYS = ["星期日", "星期一", "星期二", "星期三", "星期四", "星期五", "星期六"];
 const COPY_LINE_BREAK = "\r\n";
 const SORT_DIRECTIONS = { asc: 1, desc: -1 };
+const RECORD_PAGE_SIZE = 30;
 let currentRecords = [];
 let recordSort = { date: "asc", time: "asc" };
 let currentRecordOrder = [];
 let correctedRecords = new Map();
+let correctedRecordOrder = [];
 let expandedSummaryRecords = new Set();
+let expandedSummaryBodies = new Set();
+let collapsedTeacherGroups = new Set();
+let currentRecordPage = { query: "", offset: 0, limit: RECORD_PAGE_SIZE, total: 0, shown: 0, hasMore: false };
 let activeCorrectionKey = "";
 let activeDeleteKey = "";
 let activeSummarySupplementKey = "";
@@ -84,6 +90,44 @@ function metricHtml(label, valueHtml) {
   return `<div class="metric"><span>${escapeHtml(label)}</span><strong>${valueHtml}</strong></div>`;
 }
 
+function currentPageNumber(state) {
+  return Math.floor((state.offset || 0) / (state.limit || RECORD_PAGE_SIZE)) + 1;
+}
+
+function totalPageNumber(state) {
+  const limit = state.limit || RECORD_PAGE_SIZE;
+  return Math.max(1, Math.ceil((state.total || 0) / limit));
+}
+
+function renderPager(container, state) {
+  if (!container) return;
+  const total = Number(state.total || 0);
+  const shown = Number(state.shown || 0);
+  const limit = Number(state.limit || RECORD_PAGE_SIZE);
+  const offset = Number(state.offset || 0);
+  if (total <= limit && offset === 0) {
+    container.hidden = true;
+    container.innerHTML = "";
+    return;
+  }
+  const start = shown ? offset + 1 : 0;
+  const end = offset + shown;
+  container.hidden = false;
+  container.innerHTML = `<div class="pager-info">第 ${currentPageNumber(state)} / ${totalPageNumber(state)} 页 · ${start}-${end} / ${total} 条</div>
+    <div class="pager-actions">
+      <button class="secondary-button pager-prev" type="button" ${offset <= 0 ? "disabled" : ""}>上一页</button>
+      <button class="secondary-button pager-next" type="button" ${state.hasMore ? "" : "disabled"}>下一页</button>
+    </div>`;
+}
+
+function pageRangeText(state) {
+  const total = Number(state.total || 0);
+  const shown = Number(state.shown || 0);
+  const offset = Number(state.offset || 0);
+  if (!total || !shown) return "0 条";
+  return `${offset + 1}-${offset + shown} 条`;
+}
+
 function makeRecordKey(row, index) {
   return row.record_id || JSON.stringify([index, row.date, row.time, row.student, row.duration, row.teacher, row.subject]);
 }
@@ -207,13 +251,13 @@ function renderRecordRow(row) {
   const badge = corrected ? '<span class="correction-badge">已修改</span>' : "";
   const summaryExpanded = expandedSummaryRecords.has(key);
   return `<tr class="record-row${correctedClass}${summaryClass}" data-record-key="${escapeHtml(key)}" tabindex="0" role="button" aria-expanded="${summaryExpanded ? "true" : "false"}">
-    <td>${escapeHtml(displayRow.date)} ${escapeHtml(displayRow.weekday)}</td>
-    <td>${escapeHtml(displayRow.time)}</td>
-    <td>${escapeHtml(displayRow.student)}</td>
-    <td>${escapeHtml(displayRow.teacher)}</td>
-    <td>${escapeHtml(displayRow.subject)}</td>
-    <td class="num">${escapeHtml(displayRow.duration)}</td>
-    <td class="record-action-cell">
+    <td data-label="日期">${escapeHtml(displayRow.date)} ${escapeHtml(displayRow.weekday)}</td>
+    <td data-label="时间">${escapeHtml(displayRow.time)}</td>
+    <td data-label="学生">${escapeHtml(displayRow.student)}</td>
+    <td data-label="老师">${escapeHtml(displayRow.teacher)}</td>
+    <td data-label="科目">${escapeHtml(displayRow.subject)}</td>
+    <td class="num" data-label="时长">${escapeHtml(displayRow.duration)}</td>
+    <td class="record-action-cell" data-label="操作">
       <div class="record-actions">
         <button class="small-button correction-edit" type="button" data-record-key="${escapeHtml(key)}">${actionLabel}</button>
         <button class="small-button record-delete" type="button" data-record-key="${escapeHtml(key)}">删除</button>
@@ -223,7 +267,16 @@ function renderRecordRow(row) {
   </tr>`;
 }
 
-function renderSummaryEntry(summary) {
+function summaryBodyKey(recordKey, index) {
+  return `${recordKey}:${index}`;
+}
+
+function summaryPreviewText(value) {
+  const text = String(value || "暂无正文");
+  return text.length > 120 ? `${text.slice(0, 120)}...` : text;
+}
+
+function renderSummaryEntry(summary, recordKey, index) {
   const title = summary.title || "课程小结";
   const time = summary.time_range ? ` · ${summary.time_range}` : "";
   const meta = [
@@ -231,10 +284,15 @@ function renderSummaryEntry(summary) {
     summary.teacher || "",
     summary.subject || "",
   ].filter(Boolean).join(" · ");
+  const bodyKey = summaryBodyKey(recordKey, index);
+  const body = summary.body || "暂无正文";
+  const expanded = expandedSummaryBodies.has(bodyKey);
+  const canToggle = body.length > 120;
   return `<div class="record-summary-item">
     <div class="record-summary-title">${escapeHtml(title)}${escapeHtml(time)}</div>
     ${meta ? `<div class="record-summary-meta">${escapeHtml(meta)}</div>` : ""}
-    <div class="summary-body">${escapeHtml(summary.body || "暂无正文")}</div>
+    <div class="summary-body${expanded ? " summary-full" : " summary-preview"}">${escapeHtml(expanded ? body : summaryPreviewText(body))}</div>
+    ${canToggle ? `<button class="summary-toggle" type="button" data-summary-body-key="${escapeHtml(bodyKey)}">${expanded ? "收起全文" : "展开全文"}</button>` : ""}
   </div>`;
 }
 
@@ -253,25 +311,31 @@ function renderGroupedRecords(records) {
   currentRecordOrder = [];
   return groupRecordsByTeacher(records)
     .map(
-      (group) => `<tr class="teacher-group">
+      (group) => {
+        const collapsed = collapsedTeacherGroups.has(group.teacher);
+        const rows = collapsed
+          ? ""
+          : sortRecordsForDisplay(group.records)
+            .map((row) => {
+              currentRecordOrder.push(row._recordKey);
+              const summaryCount = Number(row.summary_count || 0);
+              const summaryRow = summaryCount
+                ? `<tr class="summary-collapse-row" data-summary-row="${escapeHtml(row._recordKey)}" ${expandedSummaryRecords.has(row._recordKey) ? "" : "hidden"}>
+                    <td colspan="7">${(row.summaries || []).map((summary, index) => renderSummaryEntry(summary, row._recordKey, index)).join("")}</td>
+                  </tr>`
+                : renderSummaryMissingRow(row._recordKey, expandedSummaryRecords.has(row._recordKey));
+              return `${renderRecordRow(row)}${summaryRow}`;
+            })
+            .join("");
+        return `<tr class="teacher-group" data-teacher="${escapeHtml(group.teacher)}">
         <td colspan="7">
-          <div class="teacher-group-title">
+          <button class="teacher-group-toggle" type="button" data-teacher="${escapeHtml(group.teacher)}" aria-expanded="${collapsed ? "false" : "true"}">
             <strong>${escapeHtml(group.teacher)}</strong>
-            <span>${group.count} 条记录 · ${displayHours(group.totalHours)}</span>
-          </div>
+            <span>${group.count} 条记录 · ${displayHours(group.totalHours)} · ${collapsed ? "展开" : "收起"}</span>
+          </button>
         </td>
-      </tr>${sortRecordsForDisplay(group.records)
-        .map((row) => {
-          currentRecordOrder.push(row._recordKey);
-          const summaryCount = Number(row.summary_count || 0);
-          const summaryRow = summaryCount
-            ? `<tr class="summary-collapse-row" data-summary-row="${escapeHtml(row._recordKey)}" ${expandedSummaryRecords.has(row._recordKey) ? "" : "hidden"}>
-                <td colspan="7">${(row.summaries || []).map(renderSummaryEntry).join("")}</td>
-              </tr>`
-            : renderSummaryMissingRow(row._recordKey, expandedSummaryRecords.has(row._recordKey));
-          return `${renderRecordRow(row)}${summaryRow}`;
-        })
-        .join("")}`,
+      </tr>${rows}`;
+      },
     )
     .join("");
 }
@@ -289,6 +353,24 @@ function toggleRecordSummary(key) {
   toggleSummaryRow(key);
 }
 
+function toggleTeacherGroup(teacher) {
+  if (collapsedTeacherGroups.has(teacher)) {
+    collapsedTeacherGroups.delete(teacher);
+  } else {
+    collapsedTeacherGroups.add(teacher);
+  }
+  renderCurrentRecords();
+}
+
+function toggleSummaryBody(key) {
+  if (expandedSummaryBodies.has(key)) {
+    expandedSummaryBodies.delete(key);
+  } else {
+    expandedSummaryBodies.add(key);
+  }
+  renderCurrentRecords();
+}
+
 function statusClass(status) {
   if (status === "欠费") return "debt";
   if (status === "预警") return "warning";
@@ -349,8 +431,11 @@ function updateCorrectionToolbar(message = "", isError = false) {
 
 function resetCorrections() {
   correctedRecords = new Map();
+  correctedRecordOrder = [];
   currentRecordOrder = [];
   expandedSummaryRecords = new Set();
+  expandedSummaryBodies = new Set();
+  collapsedTeacherGroups = new Set();
   activeCorrectionKey = "";
   updateCorrectionToolbar();
 }
@@ -596,8 +681,10 @@ function saveCorrection() {
   const corrected = buildCorrectedRecord(original);
   if (buildRecordLine(corrected) === buildRecordLine(original)) {
     correctedRecords.delete(activeCorrectionKey);
+    correctedRecordOrder = correctedRecordOrder.filter((key) => key !== activeCorrectionKey);
   } else {
     correctedRecords.set(activeCorrectionKey, corrected);
+    if (!correctedRecordOrder.includes(activeCorrectionKey)) correctedRecordOrder.push(activeCorrectionKey);
   }
   recordRows.innerHTML = renderGroupedRecords(currentRecords);
   closeCorrectionDialog();
@@ -630,7 +717,7 @@ async function copyTextToClipboard(text) {
 }
 
 async function copyCorrectedRecords() {
-  const correctedInPageOrder = currentRecordOrder
+  const correctedInPageOrder = correctedRecordOrder
     .map((key) => correctedRecords.get(key))
     .filter(Boolean);
   if (!correctedInPageOrder.length) return;
@@ -644,7 +731,7 @@ async function copyCorrectedRecords() {
 }
 
 async function submitCorrectedRecords() {
-  const items = currentRecordOrder
+  const items = correctedRecordOrder
     .map((key) => {
       const corrected = correctedRecords.get(key);
       if (!corrected) return null;
@@ -698,40 +785,64 @@ async function loadHealth() {
   }
 }
 
-async function queryRecords(query) {
+async function queryRecords(query, options = {}) {
   const q = query.trim();
   if (!q) return;
+  const offset = Number(options.offset || 0);
   recordRows.innerHTML = `<tr><td colspan="7" class="empty">正在查询</td></tr>`;
   recordMeta.innerHTML = "";
+  if (recordPager) {
+    recordPager.hidden = true;
+    recordPager.innerHTML = "";
+  }
   currentRecords = [];
-  resetCorrections();
-  resetRecordSort();
-  clearInlineAccount();
+  if (options.reset !== false) {
+    resetCorrections();
+    resetRecordSort();
+    clearInlineAccount();
+  } else {
+    currentRecordOrder = [];
+    expandedSummaryRecords = new Set();
+    expandedSummaryBodies = new Set();
+    collapsedTeacherGroups = new Set();
+  }
   try {
-    const data = await fetchJson(`/api/records?q=${encodeURIComponent(q)}&limit=500`);
+    const params = new URLSearchParams({ q, limit: String(RECORD_PAGE_SIZE), offset: String(offset) });
+    const data = await fetchJson(`/api/records?${params.toString()}`);
     const summary = data.summary;
+    currentRecordPage = {
+      query: q,
+      offset: data.offset || offset,
+      limit: data.limit || RECORD_PAGE_SIZE,
+      total: data.total_records || 0,
+      shown: data.shown_records || (data.records || []).length,
+      hasMore: Boolean(data.has_more),
+    };
     recordMeta.innerHTML = [
       metric("识别日期", data.query.date_range),
       metric("命中记录", `${summary.count} 条`),
+      metric("当前显示", pageRangeText(currentRecordPage)),
       metric("总课时", displayHours(summary.total_hours, summary.total_duration)),
       metric("授课老师", `${Object.keys(summary.teachers || {}).length} 位`),
     ].join("");
 
-    if (data.query.students.length === 1) {
+    if (options.reset !== false && data.query.students.length === 1) {
       await loadInlineAccount(data.query.students[0]);
     }
 
     if (!data.records.length) {
       recordRows.innerHTML = `<tr><td colspan="7" class="empty">未找到符合条件的上课记录</td></tr>`;
+      renderPager(recordPager, currentRecordPage);
       return;
     }
 
     currentRecords = data.records.map((row, index) => ({
       ...row,
-      _recordIndex: index,
-      _recordKey: makeRecordKey(row, index),
+      _recordIndex: currentRecordPage.offset + index,
+      _recordKey: makeRecordKey(row, currentRecordPage.offset + index),
     }));
     recordRows.innerHTML = renderGroupedRecords(currentRecords);
+    renderPager(recordPager, currentRecordPage);
   } catch (error) {
     recordRows.innerHTML = `<tr><td colspan="7" class="empty">查询失败：${escapeHtml(error.message)}</td></tr>`;
   }
@@ -761,6 +872,8 @@ recordRows.addEventListener("click", (event) => {
   const summarySupplementButton = event.target.closest(".summary-supplement");
   const editButton = event.target.closest(".correction-edit");
   const deleteButton = event.target.closest(".record-delete");
+  const teacherToggle = event.target.closest(".teacher-group-toggle");
+  const summaryToggle = event.target.closest(".summary-toggle");
   if (summarySupplementButton) {
     openSummarySupplementDialog(summarySupplementButton.dataset.recordKey);
     return;
@@ -773,6 +886,14 @@ recordRows.addEventListener("click", (event) => {
     openDeleteDialog(deleteButton.dataset.recordKey);
     return;
   }
+  if (teacherToggle) {
+    toggleTeacherGroup(teacherToggle.dataset.teacher);
+    return;
+  }
+  if (summaryToggle) {
+    toggleSummaryBody(summaryToggle.dataset.summaryBodyKey);
+    return;
+  }
   const row = event.target.closest(".record-row");
   if (row && !event.target.closest(".record-action-cell")) toggleRecordSummary(row.dataset.recordKey);
 });
@@ -787,6 +908,17 @@ recordRows.addEventListener("keydown", (event) => {
   toggleRecordSummary(row.dataset.recordKey);
 });
 
+if (recordPager) {
+  recordPager.addEventListener("click", (event) => {
+    const previous = event.target.closest(".pager-prev");
+    const next = event.target.closest(".pager-next");
+    if (!previous && !next) return;
+    const delta = previous ? -currentRecordPage.limit : currentRecordPage.limit;
+    const nextOffset = Math.max(0, currentRecordPage.offset + delta);
+    queryRecords(currentRecordPage.query || recordQuery.value, { offset: nextOffset, reset: false });
+  });
+}
+
 [correctionDate, correctionTime, correctionStudent, correctionTeacher, correctionSubject].forEach((input) => {
   input.addEventListener("input", updateCorrectionPreview);
 });
diff --git a/app/app/static/index.html b/app/app/static/index.html
index 37ad5a6..f6a2b46 100644
--- a/app/app/static/index.html
+++ b/app/app/static/index.html
@@ -73,6 +73,7 @@
             </tbody>
           </table>
         </div>
+        <div id="recordPager" class="pager" hidden></div>
       </section>
     </main>
 
diff --git a/app/app/static/styles.css b/app/app/static/styles.css
index b56d588..6a19de6 100644
--- a/app/app/static/styles.css
+++ b/app/app/static/styles.css
@@ -938,6 +938,22 @@ textarea:focus {
   margin-top: 8px;
 }
 
+.summary-toggle {
+  min-height: 30px;
+  padding: 0 10px;
+  border: 1px solid var(--line);
+  border-radius: 6px;
+  background: #fff;
+  color: var(--accent-strong);
+  cursor: pointer;
+  font-size: 13px;
+  font-weight: 700;
+}
+
+.summary-toggle:hover {
+  border-color: var(--accent);
+}
+
 .summary-conflict-list {
   display: grid;
   gap: 10px;
@@ -1234,6 +1250,35 @@ textarea:focus {
   max-height: calc(100vh - 262px);
 }
 
+.pager {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  gap: 12px;
+  padding: 12px 16px;
+  border-top: 1px solid var(--line);
+  background: #fbfcfd;
+}
+
+.pager-info {
+  min-width: 0;
+  color: #344054;
+  font-size: 13px;
+  font-weight: 700;
+  overflow-wrap: anywhere;
+}
+
+.pager-actions {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  flex: 0 0 auto;
+}
+
+.pager-actions .secondary-button {
+  min-width: 76px;
+}
+
 table {
   width: 100%;
   min-width: 720px;
@@ -1310,18 +1355,39 @@ td {
   color: var(--accent-strong);
 }
 
+.teacher-group-toggle {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  gap: 12px;
+  width: 100%;
+  min-height: 34px;
+  padding: 0;
+  border: 0;
+  background: transparent;
+  color: var(--accent-strong);
+  cursor: pointer;
+  text-align: left;
+}
+
 .teacher-group-title strong {
   font-size: 15px;
   line-height: 1.25;
 }
 
-.teacher-group-title span {
+.teacher-group-title span,
+.teacher-group-toggle span {
   color: #344054;
   font-size: 13px;
   font-weight: 700;
   white-space: nowrap;
 }
 
+.teacher-group-toggle strong {
+  font-size: 15px;
+  line-height: 1.25;
+}
+
 .record-row td:nth-child(4) {
   color: var(--muted);
 }
@@ -1833,6 +1899,130 @@ td {
     overscroll-behavior-y: auto;
   }
 
+  .records-panel .table-wrap,
+  #reviewsPanel .table-wrap,
+  #summarySearchPanel .table-wrap,
+  #logsPanel .table-wrap {
+    overflow: visible;
+  }
+
+  .records-panel table,
+  #reviewsPanel table,
+  #summarySearchPanel table,
+  #logsPanel table {
+    min-width: 0;
+  }
+
+  .records-panel thead,
+  #reviewsPanel thead,
+  #summarySearchPanel thead,
+  #logsPanel thead {
+    display: none;
+  }
+
+  .records-panel tbody,
+  .records-panel tr,
+  .records-panel td,
+  #reviewsPanel tbody,
+  #reviewsPanel tr,
+  #reviewsPanel td,
+  #summarySearchPanel tbody,
+  #summarySearchPanel tr,
+  #summarySearchPanel td,
+  #logsPanel tbody,
+  #logsPanel tr,
+  #logsPanel td {
+    display: block;
+    width: 100%;
+  }
+
+  .record-row,
+  .admin-data-row,
+  .summary-search-result-row,
+  .log-row {
+    margin: 10px 12px;
+    overflow: hidden;
+    border: 1px solid var(--line);
+    border-radius: 8px;
+    background: #fff;
+  }
+
+  .record-row td,
+  .admin-data-row td,
+  .summary-search-result-row td,
+  .log-row td {
+    display: grid;
+    grid-template-columns: 82px minmax(0, 1fr);
+    gap: 10px;
+    padding: 9px 12px;
+    border-bottom: 1px solid #eef2f6;
+    white-space: normal;
+    overflow-wrap: anywhere;
+  }
+
+  .record-row td::before,
+  .admin-data-row td::before,
+  .summary-search-result-row td::before,
+  .log-row td::before {
+    content: attr(data-label);
+    color: var(--muted);
+    font-size: 12px;
+    font-weight: 700;
+  }
+
+  .record-row td:last-child,
+  .admin-data-row td:last-child,
+  .summary-search-result-row td:last-child,
+  .log-row td:last-child {
+    border-bottom: 0;
+  }
+
+  .record-row .num {
+    text-align: left;
+  }
+
+  .record-row .record-action-cell,
+  .admin-data-row .record-action-cell,
+  .log-row .record-action-cell {
+    grid-template-columns: 82px minmax(0, 1fr);
+  }
+
+  .record-actions {
+    justify-content: flex-start;
+  }
+
+  .teacher-group,
+  .summary-collapse-row,
+  .summary-search-detail-row,
+  .log-detail-row {
+    display: block;
+    margin: 10px 12px;
+  }
+
+  .teacher-group td,
+  .summary-collapse-row td,
+  .summary-search-detail-row td,
+  .log-detail-row td {
+    display: block;
+    width: 100%;
+  }
+
+  .teacher-group {
+    margin-top: 14px;
+  }
+
+  .teacher-group td {
+    border: 1px solid #b7d8d4;
+    border-radius: 8px;
+  }
+
+  .summary-collapse-row td,
+  .summary-search-detail-row td,
+  .log-detail-row td {
+    border: 1px solid var(--line);
+    border-radius: 8px;
+  }
+
   .inline-account-grid {
     grid-template-columns: repeat(2, minmax(0, 1fr));
   }
@@ -1966,6 +2156,15 @@ td {
   .admin-tabs {
     overflow-x: auto;
     gap: 6px;
+    margin: 0 -12px;
+    padding: 0 12px 8px;
+    scroll-padding: 12px;
+  }
+
+  .admin-tabs::after {
+    content: "";
+    flex: 0 0 18px;
+    align-self: stretch;
   }
 
   .admin-tab {
@@ -2070,9 +2269,32 @@ td {
     gap: 4px;
   }
 
+  .teacher-group-toggle {
+    align-items: flex-start;
+    flex-direction: column;
+    gap: 4px;
+  }
+
   .teacher-group-title span {
     white-space: normal;
   }
+
+  .teacher-group-toggle span {
+    white-space: normal;
+  }
+
+  .pager {
+    align-items: stretch;
+    flex-direction: column;
+  }
+
+  .pager-actions {
+    width: 100%;
+  }
+
+  .pager-actions .secondary-button {
+    flex: 1 1 0;
+  }
 }
 
 @media (max-width: 420px) {