diff --git a/apps/web/src/admin/learn/index.vue b/apps/web/src/admin/learn/index.vue
index d9e70cc..bdc38d8 100644
--- a/apps/web/src/admin/learn/index.vue
+++ b/apps/web/src/admin/learn/index.vue
@@ -1,6 +1,6 @@
 <script setup lang="ts">
 import { TUTORIAL_READ_SECONDS } from "@oj2/contract"
-import { NProgress, NText } from "naive-ui"
+import { NProgress, NTag, NText } from "naive-ui"
 import {
   getLearnStudents,
   getLearnTutorials,
@@ -46,19 +46,89 @@ const typeOptions = [
   { label: "C 语言", value: "c" },
 ]
 
+type StudentStatus = "idle" | "stalled" | "noPractice" | "going" | "done"
+
+const STALL_DAYS = 7
+const STATUS_META: Record<
+  StudentStatus,
+  { label: string; type: "default" | "error" | "warning" | "info" | "success" }
+> = {
+  idle: { label: "未开始", type: "error" },
+  stalled: { label: `${STALL_DAYS} 天没学`, type: "warning" },
+  noPractice: { label: "只读不练", type: "info" },
+  going: { label: "进行中", type: "default" },
+  done: { label: "已学完", type: "success" },
+}
+
+// 一个学生只落进一个状态，按「最需要老师看一眼」的顺序判：
+// 没开始 > 学完了 > 停滞 > 只读不练 > 正常推进
+function statusOf(row: LearnStudentProgress): StudentStatus {
+  if (row.readCount === 0 && row.totalSeconds === 0 && !row.exerciseTried) {
+    return "idle"
+  }
+  if (tutorialCount.value && row.readCount >= tutorialCount.value) return "done"
+  if (row.lastViewedAt) {
+    // 只比两个时刻相差多少毫秒，不涉及「哪一天」，所以不必走 time.ts 的日历口径
+    const days = (Date.now() - Date.parse(row.lastViewedAt)) / 86_400_000
+    if (days > STALL_DAYS) return "stalled"
+  }
+  if (exerciseCount.value && row.readCount > 0 && row.exerciseTried === 0) {
+    return "noPractice"
+  }
+  return "going"
+}
+
+const statusFilter = ref<StudentStatus | "all">("all")
+
+const statusCounts = computed(() => {
+  const counts: Record<StudentStatus, number> = {
+    idle: 0,
+    stalled: 0,
+    noPractice: 0,
+    going: 0,
+    done: 0,
+  }
+  for (const row of students.value) counts[statusOf(row)]++
+  return counts
+})
+
 const startedCount = computed(
-  () => students.value.filter((row) => row.readCount > 0).length,
+  () => students.value.length - statusCounts.value.idle,
 )
 
+const avgRead = computed(() =>
+  students.value.length
+    ? (
+        students.value.reduce((n, row) => n + row.readCount, 0) /
+        students.value.length
+      ).toFixed(1)
+    : "0",
+)
+
+// 全班做题的总体正确口径：做对的题数 / 做过的题数
+const solveRate = computed(() => {
+  const tried = students.value.reduce((n, row) => n + row.exerciseTried, 0)
+  const solved = students.value.reduce((n, row) => n + row.exerciseSolved, 0)
+  return tried ? Math.round((solved / tried) * 100) : null
+})
+
+function lastSeen(value: string | null) {
+  if (!value) return "-"
+  const days = Math.floor((Date.now() - Date.parse(value)) / 86_400_000)
+  const absolute = parseTime(value, "M月D日 HH:mm")
+  return days >= 1 ? `${absolute}（${days} 天前）` : absolute
+}
+
 // 姓名和学号都已经在手里，不再打接口。学号是纯数字，姓名是中文，
 // 一个框同时匹配两列就够了 —— 老师要么记得学号要么记得名字
 const filteredStudents = computed(() => {
   const value = keyword.value.trim().toLowerCase()
-  if (!value) return students.value
   return students.value.filter(
     (row) =>
-      row.username.toLowerCase().includes(value) ||
-      (row.realName ?? "").toLowerCase().includes(value),
+      (statusFilter.value === "all" || statusOf(row) === statusFilter.value) &&
+      (!value ||
+        row.username.toLowerCase().includes(value) ||
+        (row.realName ?? "").toLowerCase().includes(value)),
   )
 })
 
@@ -71,6 +141,19 @@ const studentColumns = computed<DataTableColumn<LearnStudentProgress>[]>(() => [
     width: 110,
     render: (row) => row.realName || "-",
   },
+  {
+    title: "状态",
+    key: "status",
+    width: 110,
+    render: (row) => {
+      const meta = STATUS_META[statusOf(row)]
+      return h(
+        NTag,
+        { size: "small", type: meta.type, bordered: false },
+        () => meta.label,
+      )
+    },
+  },
   {
     title: `已读（共 ${tutorialCount.value} 课）`,
     key: "readCount",
@@ -128,10 +211,9 @@ const studentColumns = computed<DataTableColumn<LearnStudentProgress>[]>(() => [
   {
     title: "最后学习",
     key: "lastViewedAt",
-    width: 170,
+    width: 210,
     sorter: "default",
-    render: (row) =>
-      row.lastViewedAt ? parseTime(row.lastViewedAt, "M月D日 HH:mm") : "-",
+    render: (row) => lastSeen(row.lastViewedAt),
   },
 ])
 
@@ -210,6 +292,31 @@ const exerciseColumns = computed<DataTableColumn<LearnExerciseProgress>[]>(
       ellipsis: { tooltip: true },
       render: (row) => row.question || "（无题干）",
     },
+    {
+      // 试的人不少、却没人一次做对，或者一半以上的人没做对 —— 多半是题有坑，
+      // 老师应该先去看展开里全班「最后一次错在」是不是同一个干扰项
+      title: "提示",
+      key: "flag",
+      width: 100,
+      render: (row) => {
+        if (row.triedUsers < 3) return null
+        if (row.firstTryUsers === 0 && row.solvedUsers > 0) {
+          return h(
+            NTag,
+            { size: "small", type: "warning", bordered: false },
+            () => "没人一次对",
+          )
+        }
+        if (row.solvedUsers / row.triedUsers < 0.5) {
+          return h(
+            NTag,
+            { size: "small", type: "error", bordered: false },
+            () => "多数人卡住",
+          )
+        }
+        return null
+      },
+    },
     {
       title: "做对 / 做过",
       key: "solvedUsers",
@@ -258,6 +365,7 @@ const exerciseColumns = computed<DataTableColumn<LearnExerciseProgress>[]>(
 async function load() {
   loading.value = true
   expanded.value = []
+  statusFilter.value = "all"
   const params = { type: type.value, className: className.value.trim() }
   try {
     // 三张表一起拉：切 tab 是纯前端的事，不该再等一次网络
@@ -312,6 +420,49 @@ onMounted(load)
     </n-text>
   </n-flex>
 
+  <n-grid
+    cols="2 s:3 m:5"
+    :x-gap="12"
+    :y-gap="12"
+    responsive="screen"
+    style="margin-bottom: 16px"
+  >
+    <n-gi>
+      <n-card size="small" :bordered="true">
+        <n-statistic label="学生" :value="studentCount" />
+      </n-card>
+    </n-gi>
+    <n-gi>
+      <n-card size="small">
+        <n-statistic label="已开始" :value="startedCount">
+          <template #suffix>/ {{ students.length }}</template>
+        </n-statistic>
+      </n-card>
+    </n-gi>
+    <n-gi>
+      <n-card size="small">
+        <n-statistic label="人均已读课数" :value="avgRead">
+          <template #suffix>/ {{ tutorialCount }}</template>
+        </n-statistic>
+      </n-card>
+    </n-gi>
+    <n-gi>
+      <n-card size="small">
+        <n-statistic
+          label="练一练做对率"
+          :value="solveRate === null ? '-' : `${solveRate}%`"
+        />
+      </n-card>
+    </n-gi>
+    <n-gi>
+      <n-card size="small">
+        <n-statistic label="停滞（7 天没学）" :value="statusCounts.stalled">
+          <template #suffix>人</template>
+        </n-statistic>
+      </n-card>
+    </n-gi>
+  </n-grid>
+
   <n-tabs v-model:value="tab" type="line" animated>
     <n-tab-pane name="students" tab="按学生">
       <n-flex align="center" style="margin-bottom: 12px">
@@ -325,6 +476,25 @@ onMounted(load)
           找到 {{ filteredStudents.length }} 人
         </n-text>
       </n-flex>
+      <n-flex :size="8" style="margin-bottom: 12px">
+        <n-tag
+          checkable
+          :checked="statusFilter === 'all'"
+          @update:checked="statusFilter = 'all'"
+        >
+          全部 {{ students.length }}
+        </n-tag>
+        <n-tag
+          v-for="(meta, key) in STATUS_META"
+          :key="key"
+          checkable
+          :type="meta.type"
+          :checked="statusFilter === key"
+          @update:checked="statusFilter = statusFilter === key ? 'all' : key"
+        >
+          {{ meta.label }} {{ statusCounts[key] }}
+        </n-tag>
+      </n-flex>
       <n-data-table
         :loading="loading"
         :columns="studentColumns"
diff --git a/apps/web/src/oj/learn/components/LearnSummary.vue b/apps/web/src/oj/learn/components/LearnSummary.vue
new file mode 100644
index 0000000..95a0dcd
--- /dev/null
+++ b/apps/web/src/oj/learn/components/LearnSummary.vue
@@ -0,0 +1,55 @@
+<script setup lang="ts">
+import { TUTORIAL_READ_SECONDS } from "@oj2/contract"
+import type { TutorialProgress } from "utils/types"
+
+const props = defineProps<{
+  titles: { id: number; title: string }[]
+  progress: Record<number, TutorialProgress>
+  traced: boolean
+}>()
+
+const stats = computed(() => {
+  const rows = props.titles.map((t) => props.progress[t.id])
+  const read = rows.filter(
+    (p) => p && p.totalSeconds >= TUTORIAL_READ_SECONDS,
+  ).length
+  const solved = rows.reduce((n, p) => n + (p?.exerciseSolved ?? 0), 0)
+  const total = rows.reduce((n, p) => n + (p?.exerciseTotal ?? 0), 0)
+  return { read, solved, total }
+})
+
+const percent = computed(() =>
+  props.titles.length
+    ? Math.round((stats.value.read / props.titles.length) * 100)
+    : 0,
+)
+</script>
+
+<template>
+  <div v-if="traced && titles.length" class="summary">
+    <n-progress
+      type="line"
+      :percentage="percent"
+      :height="8"
+      :show-indicator="false"
+      status="success"
+    />
+    <n-text depth="3" class="numbers">
+      已读 {{ stats.read }}/{{ titles.length }} 课
+      <template v-if="stats.total">
+        · 练一练 {{ stats.solved }}/{{ stats.total }}
+      </template>
+    </n-text>
+  </div>
+</template>
+
+<style scoped>
+.summary {
+  padding: 4px 10px 12px;
+}
+.numbers {
+  display: block;
+  margin-top: 6px;
+  font-size: 12px;
+}
+</style>
diff --git a/apps/web/src/oj/learn/components/LessonBody.vue b/apps/web/src/oj/learn/components/LessonBody.vue
new file mode 100644
index 0000000..0ae6675
--- /dev/null
+++ b/apps/web/src/oj/learn/components/LessonBody.vue
@@ -0,0 +1,24 @@
+<script setup lang="ts">
+import { MdPreview } from "md-editor-v3"
+import "md-editor-v3/lib/preview.css"
+import type { Segment } from "../composables/useExerciseParse"
+
+defineProps<{ segments: Segment[]; lang?: string }>()
+
+const isDark = useDark()
+const ExerciseWidget = defineAsyncComponent(
+  () => import("./ExerciseWidget.vue"),
+)
+</script>
+
+<template>
+  <template v-for="(seg, i) in segments" :key="i">
+    <MdPreview
+      v-if="seg.type === 'md'"
+      preview-theme="vuepress"
+      :theme="isDark ? 'dark' : 'light'"
+      :model-value="seg.content"
+    />
+    <ExerciseWidget v-else :exercise="seg.exercise" :lang="lang" />
+  </template>
+</template>
diff --git a/apps/web/src/oj/learn/components/LessonList.vue b/apps/web/src/oj/learn/components/LessonList.vue
index 7f73d98..14ad2ae 100644
--- a/apps/web/src/oj/learn/components/LessonList.vue
+++ b/apps/web/src/oj/learn/components/LessonList.vue
@@ -1,9 +1,8 @@
 <script setup lang="ts">
 import { TUTORIAL_READ_SECONDS } from "@oj2/contract"
 import type { TutorialProgress } from "utils/types"
-import { readableDuration } from "utils/functions"
 
-defineProps<{
+const props = defineProps<{
   titles: { id: number; title: string }[]
   step: number
   /** 按教程 id 索引的自学留痕，未登录时是空的 */
@@ -14,70 +13,114 @@ defineProps<{
 
 const emit = defineEmits<{ select: [lesson: number] }>()
 
-// 打开过但一秒都没攒够时 readableDuration 给的是 "-"，「读了 -」不像人话。
-// 心跳 15 秒一跳，点开就走确实会落在 0 上
-function readSoFar(seconds: number) {
-  return seconds > 0 ? readableDuration(seconds) : "不到 1 分钟"
+type Status = "todo" | "reading" | "done"
+
+/**
+ * 三态：没打开过 / 读过但没读满或练习没做完 / 读满且练习全对。
+ * 没有练习的课只看阅读；「已读」的门槛沿用契约的 TUTORIAL_READ_SECONDS。
+ */
+function statusOf(id: number): Status {
+  const p = props.progress[id]
+  if (!p?.viewCount) return "todo"
+  const read = p.totalSeconds >= TUTORIAL_READ_SECONDS
+  const practiced = !p.exerciseTotal || p.exerciseSolved >= p.exerciseTotal
+  return read && practiced ? "done" : "reading"
+}
+
+function hint(id: number) {
+  const p = props.progress[id]
+  if (!p?.exerciseTotal) return ""
+  return `练一练 ${p.exerciseSolved}/${p.exerciseTotal}`
 }
 </script>
 
 <template>
-  <n-list hoverable clickable>
-    <n-list-item
+  <ol class="lessons">
+    <li
       v-for="(item, index) in titles"
       :key="item.id"
+      class="lesson"
+      :class="{ active: step === index + 1 }"
       @click="emit('select', index + 1)"
     >
-      <!-- 标题独占一行：目录栏只有屏幕的五分之一宽，把「已读」摆在同一行会把
-           中文标题挤成两截 -->
-      <n-flex vertical :size="2">
-        <n-text
-          :type="step === index + 1 ? 'primary' : undefined"
-          :strong="step === index + 1"
-        >
-          {{ index + 1 }}. {{ item.title }}
-        </n-text>
-        <!-- 每篇教程都有一条进度（没读过的是一行零），所以这里判的是读没读过，
-             不是有没有这条记录。
-             满 TUTORIAL_READ_SECONDS 才打 ✓：打开过但没读满的仍然显示时长，
-             只是不带勾、也不是成功色 —— 记是记下了，还没到「已读」 -->
-        <n-text
-          v-if="progress[item.id]?.totalSeconds >= TUTORIAL_READ_SECONDS"
-          type="success"
-          style="font-size: 12px"
-        >
-          ✓ 已读 · {{ readableDuration(progress[item.id].totalSeconds) }}
-        </n-text>
-        <n-text
-          v-else-if="progress[item.id]?.viewCount"
-          depth="3"
-          style="font-size: 12px"
-        >
-          读了 {{ readSoFar(progress[item.id].totalSeconds) }}
-        </n-text>
-        <n-text
-          v-if="progress[item.id]?.exerciseTotal"
-          :type="
-            progress[item.id].exerciseSolved === progress[item.id].exerciseTotal
-              ? 'success'
-              : undefined
-          "
-          :depth="
-            progress[item.id].exerciseSolved === progress[item.id].exerciseTotal
-              ? undefined
-              : 3
-          "
-          style="font-size: 12px"
-        >
-          练一练 {{ progress[item.id].exerciseSolved }} /
-          {{ progress[item.id].exerciseTotal }}
-        </n-text>
-      </n-flex>
-    </n-list-item>
-  </n-list>
-
-  <!-- 只在没登录时提一句。登录了却还没读的人不需要被提醒「你还没读」 -->
-  <n-text v-if="!traced" depth="3" style="display: block; padding: 8px 4px">
+      <span class="dot" :class="traced ? statusOf(item.id) : 'todo'">
+        <template v-if="traced && statusOf(item.id) === 'done'">✓</template>
+        <template v-else>{{ index + 1 }}</template>
+      </span>
+      <span class="text">
+        <span class="title">{{ item.title }}</span>
+        <span v-if="traced && hint(item.id)" class="hint">
+          {{ hint(item.id) }}
+        </span>
+      </span>
+    </li>
+  </ol>
+  <n-text v-if="!traced" depth="3" class="login-tip">
     登录后可以记录学习进度
   </n-text>
 </template>
+
+<style scoped>
+.lessons {
+  list-style: none;
+  margin: 0;
+  padding: 0;
+}
+.lesson {
+  display: flex;
+  align-items: center;
+  gap: 10px;
+  padding: 8px 10px;
+  border-radius: 8px;
+  cursor: pointer;
+  transition: background-color 0.15s;
+}
+.lesson:hover {
+  background: rgba(128, 128, 128, 0.12);
+}
+.lesson.active {
+  background: rgba(24, 160, 88, 0.14);
+}
+.dot {
+  flex: none;
+  width: 24px;
+  height: 24px;
+  border-radius: 50%;
+  display: grid;
+  place-items: center;
+  font-size: 12px;
+  border: 1.5px solid rgba(128, 128, 128, 0.5);
+}
+.dot.reading {
+  border-color: #f0a020;
+  color: #f0a020;
+}
+.dot.done {
+  border-color: #18a058;
+  background: #18a058;
+  color: #fff;
+}
+.active .dot.todo {
+  border-color: #18a058;
+  color: #18a058;
+}
+.text {
+  display: flex;
+  flex-direction: column;
+  min-width: 0;
+}
+.title {
+  line-height: 1.4;
+}
+.active .title {
+  font-weight: 600;
+}
+.hint {
+  font-size: 12px;
+  opacity: 0.6;
+}
+.login-tip {
+  display: block;
+  padding: 8px 10px;
+}
+</style>
diff --git a/apps/web/src/oj/learn/components/PagerBar.vue b/apps/web/src/oj/learn/components/PagerBar.vue
new file mode 100644
index 0000000..8fc4206
--- /dev/null
+++ b/apps/web/src/oj/learn/components/PagerBar.vue
@@ -0,0 +1,38 @@
+<script setup lang="ts">
+import { useThemeVars } from "naive-ui"
+
+defineProps<{ step: number; total: number }>()
+const theme = useThemeVars()
+const emit = defineEmits<{ go: [lesson: number] }>()
+</script>
+
+<template>
+  <nav class="pager" :style="{ background: theme.bodyColor }">
+    <n-button secondary :disabled="step <= 1" @click="emit('go', step - 1)">
+      ← 上一课
+    </n-button>
+    <n-text depth="3">{{ step }} / {{ total }}</n-text>
+    <n-button
+      type="primary"
+      :secondary="step >= total"
+      :disabled="step >= total"
+      @click="emit('go', step + 1)"
+    >
+      下一课 →
+    </n-button>
+  </nav>
+</template>
+
+<style scoped>
+.pager {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  gap: 12px;
+  padding: 12px 0;
+  margin-top: 16px;
+  position: sticky;
+  bottom: 0;
+  border-top: 1px solid rgba(128, 128, 128, 0.2);
+}
+</style>
diff --git a/apps/web/src/oj/learn/composables/useExerciseParse.ts b/apps/web/src/oj/learn/composables/useExerciseParse.ts
index aa483ba..e8fb43c 100644
--- a/apps/web/src/oj/learn/composables/useExerciseParse.ts
+++ b/apps/web/src/oj/learn/composables/useExerciseParse.ts
@@ -1,6 +1,6 @@
 import type { Exercise } from "utils/types"
 
-type Segment =
+export type Segment =
   { type: "md"; content: string } | { type: "exercise"; exercise: Exercise }
 
 export function parseExercises(
diff --git a/apps/web/src/oj/learn/index.vue b/apps/web/src/oj/learn/index.vue
index b6aecd6..52eb5eb 100644
--- a/apps/web/src/oj/learn/index.vue
+++ b/apps/web/src/oj/learn/index.vue
@@ -1,14 +1,18 @@
 <template>
   <div class="learn-container">
-    <!-- 桌面端布局 -->
-    <n-grid
-      :cols="5"
-      :x-gap="16"
-      v-if="tutorial.id && isDesktop"
-      class="learn-grid"
-    >
-      <n-gi :span="1" class="learn-col">
-        <n-card title="教程目录" :bordered="false" size="small">
+    <template v-if="tutorial.id">
+      <!-- 桌面端：目录 | 正文（居中限宽） | 可收起的示例代码 -->
+      <div
+        v-if="isDesktop"
+        class="learn-layout"
+        :class="{ 'with-code': codeOpen }"
+      >
+        <aside class="rail">
+          <LearnSummary
+            :titles="titles"
+            :progress="progress"
+            :traced="traced"
+          />
           <LessonList
             :titles="titles"
             :step="step"
@@ -16,103 +20,60 @@
             :traced="traced"
             @select="goToLesson"
           />
-        </n-card>
-      </n-gi>
+        </aside>
 
-      <n-gi :span="tutorial.code ? 2 : 4" class="learn-col">
-        <n-card
-          :title="`第 ${step} 课：${titles[step - 1]?.title}`"
-          :bordered="false"
-          size="small"
-        >
-          <template v-for="(seg, i) in segments" :key="i">
-            <MdPreview
-              v-if="seg.type === 'md'"
-              preview-theme="vuepress"
-              :theme="isDark ? 'dark' : 'light'"
-              :model-value="seg.content"
-            />
-            <ExerciseWidget
-              v-else
-              :exercise="seg.exercise"
-              :lang="tutorial.type"
-            />
-          </template>
-        </n-card>
-      </n-gi>
+        <main class="reader">
+          <article class="reader-body">
+            <header class="lesson-head">
+              <n-text depth="3">第 {{ step }} / {{ titles.length }} 课</n-text>
+              <n-flex align="center" justify="space-between" :wrap="false">
+                <span />
+                <n-button
+                  v-if="tutorial.code"
+                  size="small"
+                  secondary
+                  @click="codeOpen = !codeOpen"
+                >
+                  {{ codeOpen ? "收起示例代码" : "展开示例代码" }}
+                </n-button>
+              </n-flex>
+            </header>
+            <LessonBody :segments="segments" :lang="tutorial.type" />
+          </article>
+          <PagerBar :step="step" :total="titles.length" @go="goToLesson" />
+        </main>
 
-      <n-gi :span="2" v-if="tutorial.code" class="learn-col learn-col--code">
-        <n-card
-          title="示例代码"
-          :bordered="false"
-          size="small"
-          class="code-card"
-          content-style="height: calc(100% - 44px); padding: 0;"
-        >
+        <aside v-if="tutorial.code && codeOpen" class="code-panel">
           <CodeEditor
             :language="editorLanguage"
             v-model="tutorial.code"
             height="100%"
           />
-        </n-card>
-      </n-gi>
-    </n-grid>
+        </aside>
+      </div>
 
-    <!-- 手机端布局 -->
-    <template v-if="tutorial.id && !isDesktop">
-      <n-tabs type="line" animated v-model:value="activeTab">
-        <n-tab-pane name="catalog" tab="目录">
-          <LessonList
-            :titles="titles"
-            :step="step"
-            :progress="progress"
-            :traced="traced"
-            @select="goToLesson"
-          />
-        </n-tab-pane>
-
-        <n-tab-pane name="content" :tab="`第 ${step} 课`">
-          <template v-for="(seg, i) in segments" :key="i">
-            <MdPreview
-              v-if="seg.type === 'md'"
-              preview-theme="vuepress"
-              :theme="isDark ? 'dark' : 'light'"
-              :model-value="seg.content"
+      <!-- 手机端 -->
+      <template v-else>
+        <LearnSummary :titles="titles" :progress="progress" :traced="traced" />
+        <n-tabs type="line" animated v-model:value="activeTab">
+          <n-tab-pane name="catalog" tab="目录">
+            <LessonList
+              :titles="titles"
+              :step="step"
+              :progress="progress"
+              :traced="traced"
+              @select="goToLesson"
             />
-            <ExerciseWidget
-              v-else
-              :exercise="seg.exercise"
-              :lang="tutorial.type"
-            />
-          </template>
-        </n-tab-pane>
-
-        <n-tab-pane name="code" tab="示例代码" v-if="tutorial.code">
-          <CodeEditor :language="editorLanguage" v-model="tutorial.code" />
-        </n-tab-pane>
-      </n-tabs>
-
-      <n-divider style="margin: 12px 0" />
-
-      <n-flex align="center" justify="space-between">
-        <n-button
-          secondary
-          type="primary"
-          :disabled="isFirstLesson"
-          @click="goToPrevLesson"
-        >
-          ← 上一课
-        </n-button>
-        <n-text>{{ step }} / {{ titles.length }}</n-text>
-        <n-button
-          secondary
-          type="primary"
-          :disabled="isLastLesson"
-          @click="goToNextLesson"
-        >
-          下一课 →
-        </n-button>
-      </n-flex>
+          </n-tab-pane>
+          <n-tab-pane name="content" :tab="`第 ${step} 课`">
+            <LessonBody :segments="segments" :lang="tutorial.type" />
+          </n-tab-pane>
+          <n-tab-pane name="code" tab="示例代码" v-if="tutorial.code">
+            <CodeEditor :language="editorLanguage" v-model="tutorial.code" />
+          </n-tab-pane>
+        </n-tabs>
+        <PagerBar :step="step" :total="titles.length" @go="goToLesson" />
+      </template>
     </template>
 
     <n-empty
@@ -124,8 +85,6 @@
 </template>
 
 <script setup lang="ts">
-import { MdPreview } from "md-editor-v3"
-import "md-editor-v3/lib/preview.css"
 import type {
   Tutorial,
   Exercise,
@@ -144,15 +103,13 @@ import { useBreakpoints } from "shared/composables/breakpoints"
 import { useLearnProgress } from "shared/composables/learnProgress"
 import { useUserStore } from "shared/store/user"
 import LessonList from "./components/LessonList.vue"
-
-const ExerciseWidget = defineAsyncComponent(
-  () => import("./components/ExerciseWidget.vue"),
-)
+import LearnSummary from "./components/LearnSummary.vue"
+import LessonBody from "./components/LessonBody.vue"
+import PagerBar from "./components/PagerBar.vue"
 const CodeEditor = defineAsyncComponent(
   () => import("shared/components/CodeEditor.vue"),
 )
 
-const isDark = useDark()
 const route = useRoute()
 const router = useRouter()
 const { isDesktop } = useBreakpoints()
@@ -186,6 +143,8 @@ const titles = ref<{ id: number; title: string }[]>([])
 const progress = ref<Record<number, TutorialProgress>>({})
 const exercises = ref<Exercise[]>([])
 const activeTab = ref("content")
+// 示例代码栏默认展开，收起后正文独占版面；偏好记在本机
+const codeOpen = useStorage("oj2:learn-code-open", true)
 const isEmpty = ref(false)
 
 const segments = computed(() =>
@@ -198,22 +157,12 @@ useLearnTrace(
   traced,
 )
 
-const isFirstLesson = computed(() => step.value === 1)
-const isLastLesson = computed(() => step.value === titles.value.length)
-
 function goToLesson(lessonNumber: number) {
   activeTab.value = "content"
   router.push(
     `/learn/${type.value}/${lessonNumber.toString().padStart(2, "0")}`,
   )
 }
-function goToPrevLesson() {
-  if (step.value > 1) goToLesson(step.value - 1)
-}
-function goToNextLesson() {
-  if (step.value < titles.value.length) goToLesson(step.value + 1)
-}
-
 /**
  * 拉自己的自学留痕，给目录打勾。失败就当没有 —— 目录少几个勾不影响上课，
  * 但弹个错会把「我是不是没学」的焦虑塞给学生。
@@ -263,27 +212,58 @@ watch(traced, loadProgress)
 </script>
 
 <style scoped>
-/* 桌面端固定高度，让目录/内容/代码三栏各自内部滚动；移动端不限高，交给页面整体滚动 */
+/* 桌面端固定高度，目录/正文/代码各自内部滚动；移动端交给页面整体滚动 */
 @media (min-width: 769px) {
   .learn-container {
     height: calc(100vh - 138px);
   }
 }
 
-.learn-grid {
+.learn-layout {
+  display: grid;
+  grid-template-columns: 260px minmax(0, 1fr);
+  gap: 24px;
   height: 100%;
 }
+.learn-layout.with-code {
+  grid-template-columns: 240px minmax(0, 1fr) minmax(360px, 40%);
+}
 
-.learn-col {
+.rail,
+.reader {
   overflow-y: auto;
   height: 100%;
 }
-
-.learn-col--code {
-  overflow-y: hidden;
+.reader {
+  display: flex;
+  flex-direction: column;
+}
+.reader-body {
+  flex: 1;
+  width: 100%;
+  max-width: 820px;
+  margin: 0 auto;
+}
+.reader :deep(.pager) {
+  max-width: 820px;
+  width: 100%;
+  margin-left: auto;
+  margin-right: auto;
 }
 
-.code-card {
+.lesson-head h1,
+.mobile-title {
+  margin: 4px 0 12px;
+  font-size: 26px;
+  line-height: 1.3;
+}
+.mobile-title {
+  font-size: 20px;
+}
+
+.code-panel {
   height: 100%;
+  overflow: hidden;
+  border-radius: 8px;
 }
 </style>