diff --git a/e2e/welcome.spec.ts b/e2e/welcome.spec.ts
index 00de01a..68154b8 100644
--- a/e2e/welcome.spec.ts
+++ b/e2e/welcome.spec.ts
@@ -31,4 +31,44 @@ test.describe('Welcome page', () => {
     await page.locator('.quick-card').nth(1).locator('button').click();
     await expect(page).toHaveURL(/\/review/);
   });
+
+  test('wheel scrolls review ticker manually while hovering', async ({ page }) => {
+    const items = Array.from({ length: 10 }, (_, i) => ({
+      id: i + 1,
+      sessionNum: `S${i + 1}`,
+      taskNum: `T${i + 1}`,
+      taskName: `任务 ${i + 1}`,
+      sourceType: 'FRAGMENT',
+      content: `第 ${i + 1} 条学习残片内容，用来撑起首页滚动区域。`,
+      createdTime: `2026-08-01 10:00:${String(i).padStart(2, '0')}`,
+    }));
+
+    await page.route('**/api/review/feed**', (route) =>
+      route.fulfill({
+        status: 200,
+        contentType: 'application/json',
+        body: JSON.stringify({ code: 200, data: items }),
+      }),
+    );
+    await page.goto('/welcome');
+
+    const track = page.locator('.review-scroll-track');
+    const content = page.locator('.review-scroll-content');
+    await expect(track).toBeVisible();
+    await track.hover();
+
+    const readTime = () =>
+      content.evaluate((el) => {
+        const anim = el.getAnimations()[0];
+        return anim && typeof anim.currentTime === 'number' ? anim.currentTime : -1;
+      });
+
+    const before = await readTime();
+    await page.mouse.wheel(0, 200);
+    await expect.poll(readTime).toBeGreaterThan(before);
+
+    await page.mouse.move(10, 10);
+    const after = await readTime();
+    await expect.poll(readTime).toBeGreaterThan(after);
+  });
 });
diff --git a/src/components/Welcome.vue b/src/components/Welcome.vue
index 0c252d9..65bf771 100644
--- a/src/components/Welcome.vue
+++ b/src/components/Welcome.vue
@@ -1,63 +1,39 @@
 <script setup lang="ts">
-import { computed, onMounted, ref } from "vue";
+import { computed, onBeforeUnmount, onMounted, ref } from "vue";
 import router from "@/router";
-import { getReviewFeed, type ReviewFeedItem } from "@/api/review";
+import { getReviewFeed, getTaskReview, type ReviewFeedItem } from "@/api/review";
 
 const reviewItems = ref<ReviewFeedItem[]>([]);
-const isHovering = ref(false);
+const contentRef = ref<HTMLElement | null>(null);
+const AUTO_SCROLL_DURATION = 150_000;
+let autoScroll: Animation | null = null;
 
-interface SessionGroup {
+interface FragmentChip {
+  id: number;
   sessionNum: string;
   taskName: string;
   taskNum: string;
   content: string;
-  hasReport: boolean;
-  navigateType: string;
-  navigateId: number;
 }
 
-// 按 sessionNum 分组，一个会话展示为一个 chip
-const sessionGroups = computed<SessionGroup[]>(() => {
-  const map = new Map<string, ReviewFeedItem[]>();
-  for (const item of reviewItems.value) {
-    const list = map.get(item.sessionNum) || [];
-    list.push(item);
-    map.set(item.sessionNum, list);
-  }
+const truncateContent = (content: string, maxLength = 120) =>
+  content.length > maxLength ? content.substring(0, maxLength) + "..." : content;
 
-  const groups: SessionGroup[] = [];
-  for (const [sessionNum, items] of map) {
-    const first = items[0];
-    const report = items.find(i => i.sourceType === "REPORT");
-    const fragments = items.filter(i => i.sourceType === "FRAGMENT");
-
-    const rawContent = report?.content || fragments.map(f => f.content).join("；");
-    const content = rawContent.length > 120
-      ? rawContent.substring(0, 120) + "..."
-      : rawContent;
-
-    groups.push({
-      sessionNum,
-      taskName: first.taskName,
-      taskNum: first.taskNum,
-      content,
-      hasReport: !!report,
-      navigateType: report ? "report" : "fragment",
-      navigateId: report ? report.id : (fragments[0]?.id ?? 0),
-    });
-  }
-
-  groups.sort((a, b) => {
-    const aItem = reviewItems.value.find(i => i.sessionNum === a.sessionNum);
-    const bItem = reviewItems.value.find(i => i.sessionNum === b.sessionNum);
-    return (bItem?.createdTime || "").localeCompare(aItem?.createdTime || "");
-  });
-
-  return groups;
-});
+// 滚动条只展示学习残片，每条残片单独作为 chip
+const fragmentChips = computed<FragmentChip[]>(() =>
+  reviewItems.value
+    .filter(item => item.sourceType === "FRAGMENT")
+    .map(item => ({
+      id: item.id,
+      sessionNum: item.sessionNum,
+      taskName: item.taskName,
+      taskNum: item.taskNum,
+      content: truncateContent(item.content),
+    })),
+);
 
 // 复制一份实现无缝循环
-const duplicatedGroups = computed(() => [...sessionGroups.value, ...sessionGroups.value]);
+const duplicatedChips = computed(() => [...fragmentChips.value, ...fragmentChips.value]);
 
 const loadReviewFeed = async () => {
   try {
@@ -68,42 +44,67 @@ const loadReviewFeed = async () => {
   }
 };
 
-// 回忆卡片：点击滚动内容先尝试回忆，再看原文
-const recallCard = ref<{ visible: boolean; group: SessionGroup | null; revealed: boolean }>({
+// 回忆卡片：点击残片先尝试回忆，再展开该会话的报告和其他残片进行对照
+const recallCard = ref<{
+  visible: boolean;
+  fragment: FragmentChip | null;
+  report: ReviewFeedItem | null;
+  fragments: ReviewFeedItem[];
+  revealed: boolean;
+  loadingSession: boolean;
+  loadError: string;
+}>({
   visible: false,
-  group: null,
+  fragment: null,
+  report: null,
+  fragments: [],
   revealed: false,
+  loadingSession: false,
+  loadError: "",
 });
 
-// 当前回忆卡片对应会话的全部记录
-const recallSessionItems = computed(() => {
-  const group = recallCard.value.group;
-  if (!group) return [];
-  return reviewItems.value.filter((i) => i.sessionNum === group.sessionNum);
-});
-
-const goToReviewDetail = (group: SessionGroup) => {
-  recallCard.value = { visible: true, group, revealed: false };
+const openRecallCard = (fragment: FragmentChip) => {
+  recallCard.value = {
+    visible: true,
+    fragment,
+    report: null,
+    fragments: [],
+    revealed: false,
+    loadingSession: false,
+    loadError: "",
+  };
 };
 
-const revealRecallContent = () => {
-  recallCard.value.revealed = true;
-};
+const revealRecallContent = async () => {
+  const fragment = recallCard.value.fragment;
+  if (!fragment || recallCard.value.loadingSession || recallCard.value.revealed) return;
+  if (recallCard.value.report || recallCard.value.fragments.length > 0) {
+    recallCard.value.revealed = true;
+    return;
+  }
 
-const openRecallDetail = () => {
-  const group = recallCard.value.group;
-  if (!group) return;
-  recallCard.value.visible = false;
-  router.push(`/review/detail/${group.navigateType}/${group.navigateId}`);
+  recallCard.value.loadingSession = true;
+  recallCard.value.loadError = "";
+  try {
+    const res = await getTaskReview(fragment.taskNum);
+    const items = (res?.data || []).filter(item => item.sessionNum === fragment.sessionNum);
+    recallCard.value.report = items.find(item => item.sourceType === "REPORT") || null;
+    recallCard.value.fragments = items.filter(item => item.sourceType === "FRAGMENT");
+    recallCard.value.revealed = true;
+  } catch {
+    recallCard.value.loadError = "展开对照内容加载失败，请稍后重试";
+  } finally {
+    recallCard.value.loadingSession = false;
+  }
 };
 
 /** 从回忆卡片跳转到回忆复习页（先匹配标准导图节点） */
 const goToRecallFromCard = async () => {
-  const group = recallCard.value.group;
-  if (!group) return;
+  const fragment = recallCard.value.fragment;
+  if (!fragment) return;
   recallCard.value.visible = false;
-  const tn = group.taskNum;
-  const content = group.content || "";
+  const tn = fragment.taskNum;
+  const content = fragment.content || "";
   if (tn && content) {
     try {
       const { findNode } = await import("@/api/standardMindMap");
@@ -128,8 +129,50 @@ const startReview = () => {
   router.push("/review");
 };
 
+const handleTrackWheel = (event: WheelEvent) => {
+  const anim = autoScroll;
+  const content = contentRef.value;
+  if (!anim || !content) return;
+
+  anim.pause();
+
+  const rawDelta = Math.abs(event.deltaX) > Math.abs(event.deltaY) ? event.deltaX : event.deltaY;
+  const delta = event.deltaMode === WheelEvent.DOM_DELTA_LINE ? rawDelta * 16 : rawDelta;
+  if (!delta) return;
+
+  // 一屏内容的宽度对应一轮自动滚动
+  const loopWidth = content.scrollWidth / 2;
+  if (!loopWidth) return;
+
+  const current = anim.currentTime;
+  if (typeof current !== "number") return;
+  anim.currentTime = Math.min(
+    Math.max(current + (delta / loopWidth) * AUTO_SCROLL_DURATION, 0),
+    AUTO_SCROLL_DURATION,
+  );
+};
+
+const pauseAutoScroll = () => {
+  autoScroll?.pause();
+};
+
+const resumeAutoScroll = () => {
+  autoScroll?.play();
+};
+
 onMounted(() => {
   loadReviewFeed();
+  autoScroll = contentRef.value?.animate(
+    [
+      { transform: "translateX(0)" },
+      { transform: "translateX(-50%)" },
+    ],
+    { duration: AUTO_SCROLL_DURATION, iterations: Infinity, easing: "linear" },
+  ) || null;
+});
+
+onBeforeUnmount(() => {
+  autoScroll?.cancel();
 });
 </script>
 
@@ -139,26 +182,27 @@ onMounted(() => {
     <div class="review-scroll-section surface-card">
       <div class="review-scroll-header">
         <span class="color-legend">
-          <span class="dot dot-report"></span> 学习报告
           <span class="dot dot-fragment"></span> 学习残片
         </span>
       </div>
-      <div class="review-scroll-track">
+      <div
+        class="review-scroll-track"
+        @mouseenter="pauseAutoScroll"
+        @mouseleave="resumeAutoScroll"
+        @wheel.prevent="handleTrackWheel"
+      >
         <div
+          ref="contentRef"
           class="review-scroll-content"
-          :class="{ paused: isHovering }"
-          @mouseenter="isHovering = true"
-          @mouseleave="isHovering = false"
         >
           <span
-            v-for="(group, index) in duplicatedGroups"
+            v-for="(chip, index) in duplicatedChips"
             :key="index"
-            class="review-chip"
-            :class="group.hasReport ? 'has-report' : 'fragments-only'"
-            @click="goToReviewDetail(group)"
+            class="review-chip fragment-chip"
+            @click="openRecallCard(chip)"
           >
-            <strong class="chip-task">{{ group.taskName }}</strong>
-            <span class="chip-content">{{ group.content }}</span>
+            <strong class="chip-task">{{ chip.taskName }}</strong>
+            <span class="chip-content">{{ chip.content }}</span>
           </span>
         </div>
       </div>
@@ -191,36 +235,53 @@ onMounted(() => {
   <!-- 回忆卡片：先回忆，再对照 -->
   <el-dialog
     v-model="recallCard.visible"
-    :title="recallCard.group?.taskName || '回忆一下'"
+    :title="recallCard.fragment?.taskName || '回忆一下'"
     width="560px"
     class="recall-card-dialog"
   >
-    <template v-if="recallCard.group">
+    <template v-if="recallCard.fragment">
       <p class="recall-question">
-        这次学习共有 {{ recallSessionItems.length }} 条记录。看着下面这个片段，先试着回忆：当时还学了什么？
+        看着下面这个残片，先试着回忆：当时还学了什么？
       </p>
-      <blockquote class="recall-snippet">{{ recallCard.group.content }}</blockquote>
+      <blockquote class="recall-snippet">{{ recallCard.fragment.content }}</blockquote>
+      <p v-if="recallCard.loadError" class="recall-error">{{ recallCard.loadError }}</p>
 
       <div v-if="recallCard.revealed" class="recall-full-list">
+        <div v-if="recallCard.report" class="recall-full-item">
+          <span class="recall-item-tag tag-report">报告</span>
+          <span class="recall-item-content">{{ recallCard.report.content }}</span>
+        </div>
         <div
-          v-for="item in recallSessionItems"
-          :key="`${item.sourceType}-${item.id}`"
+          v-for="item in recallCard.fragments"
+          :key="item.id"
           class="recall-full-item"
+          :class="{ 'is-clicked': item.id === recallCard.fragment?.id }"
         >
-          <span class="recall-item-tag" :class="item.sourceType === 'REPORT' ? 'tag-report' : 'tag-fragment'">
-            {{ item.sourceType === "REPORT" ? "报告" : "残片" }}
-          </span>
+          <span class="recall-item-tag tag-fragment">残片</span>
           <span class="recall-item-content">{{ item.content }}</span>
         </div>
+        <el-empty
+          v-if="!recallCard.report && recallCard.fragments.length === 0"
+          description="暂未找到该会话的对照内容"
+          :image-size="48"
+        />
       </div>
     </template>
     <template #footer>
-      <el-button v-if="!recallCard.revealed" type="success" plain @click="revealRecallContent">
-        回忆好了，展开对照
+      <el-button
+        v-if="!recallCard.revealed"
+        type="success"
+        plain
+        :loading="recallCard.loadingSession"
+        @click="revealRecallContent"
+      >
+        展开对照
       </el-button>
-      <el-button v-else type="success" plain @click="openRecallDetail">进入详情页</el-button>
-      <el-button type="success" @click="goToRecallFromCard">前往回忆复习</el-button>
-      <el-button @click="recallCard.visible = false">关闭</el-button>
+      <el-button v-if="!recallCard.revealed" @click="recallCard.visible = false">关闭</el-button>
+      <template v-else>
+        <el-button type="success" @click="goToRecallFromCard">前往回忆复习</el-button>
+        <el-button @click="recallCard.visible = false">关闭</el-button>
+      </template>
     </template>
   </el-dialog>
   </div>
@@ -297,10 +358,6 @@ onMounted(() => {
   margin-right: 3px;
 }
 
-.dot-report {
-  background: var(--green-600);
-}
-
 .dot-fragment {
   background: #e6a23c;
 }
@@ -315,20 +372,6 @@ onMounted(() => {
   display: inline-flex;
   gap: 14px;
   white-space: nowrap;
-  animation: review-ticker 150s linear infinite;
-}
-
-.review-scroll-content.paused {
-  animation-play-state: paused;
-}
-
-@keyframes review-ticker {
-  0% {
-    transform: translateX(0);
-  }
-  100% {
-    transform: translateX(-50%);
-  }
 }
 
 .review-chip {
@@ -338,7 +381,7 @@ onMounted(() => {
   padding: 8px 16px;
   background: var(--surface-strong);
   border: 1px solid var(--border-soft);
-  border-left: 3px solid transparent;
+  border-left: 3px solid #e6a23c;
   border-radius: 6px;
   cursor: pointer;
   transition: background 0.2s, box-shadow 0.2s;
@@ -346,23 +389,8 @@ onMounted(() => {
   user-select: none;
 }
 
-.review-chip.has-report {
-  border-left-color: var(--green-600);
-}
-
-.review-chip.fragments-only {
-  border-left-color: #e6a23c;
-}
-
 .review-chip:hover {
   box-shadow: var(--shadow-soft);
-}
-
-.review-chip.has-report:hover {
-  background: #e8f5e9;
-}
-
-.review-chip.fragments-only:hover {
   background: #fff8e1;
 }
 
@@ -401,6 +429,12 @@ onMounted(() => {
   white-space: normal;
 }
 
+.recall-error {
+  margin: 0 0 10px;
+  color: var(--el-color-danger, #f56c6c);
+  font-size: 13px;
+}
+
 .recall-full-list {
   display: flex;
   flex-direction: column;
@@ -419,6 +453,11 @@ onMounted(() => {
   border-radius: 6px;
 }
 
+.recall-full-item.is-clicked {
+  background: #fff8e1;
+  border-color: #e6a23c;
+}
+
 .recall-item-tag {
   flex-shrink: 0;
   font-size: 11px;