diff --git a/src/admin/api.ts b/src/admin/api.ts
index 03f3291..ea3853b 100644
--- a/src/admin/api.ts
+++ b/src/admin/api.ts
@@ -434,3 +434,8 @@ export function getProblemSetProgress(problemSetId: number) {
 export function removeUserFromProblemSet(problemSetId: number, userId: number) {
   return http.delete(`admin/problemset/${problemSetId}/progress/${userId}`)
 }
+
+// 学生卡点分析
+export function getStuckProblems() {
+  return http.get("admin/problem/stuck")
+}
diff --git a/src/admin/problem/Stuck.vue b/src/admin/problem/Stuck.vue
new file mode 100644
index 0000000..f3687e7
--- /dev/null
+++ b/src/admin/problem/Stuck.vue
@@ -0,0 +1,56 @@
+<script setup lang="ts">
+import { getStuckProblems } from "admin/api"
+
+interface StuckProblem {
+  problem_id: string
+  problem_title: string
+  total: number
+  failed: number
+  failed_users: number
+  ac_rate: number
+}
+
+const loading = ref(true)
+const data = ref<StuckProblem[]>([])
+
+const columns: DataTableColumn<StuckProblem>[] = [
+  { title: "题目 ID", key: "problem_id", width: 100 },
+  { title: "题目名称", key: "problem_title", minWidth: 200 },
+  { title: "总提交", key: "total", width: 100, sorter: "default" },
+  { title: "失败次数", key: "failed", width: 100, sorter: "default" },
+  {
+    title: "卡住学生数",
+    key: "failed_users",
+    width: 120,
+    sorter: "default",
+    defaultSortOrder: "descend",
+  },
+  {
+    title: "AC 率",
+    key: "ac_rate",
+    width: 100,
+    sorter: "default",
+    render: (row) => `${row.ac_rate}%`,
+  },
+]
+
+onMounted(async () => {
+  try {
+    const res = await getStuckProblems()
+    data.value = res.data
+  } finally {
+    loading.value = false
+  }
+})
+</script>
+
+<template>
+  <h2 style="margin-top: 0">学生卡点分析</h2>
+  <n-data-table
+    :loading="loading"
+    :columns="columns"
+    :data="data"
+    striped
+    :pagination="{ pageSize: 20 }"
+  />
+</template>
diff --git a/src/oj/api.ts b/src/oj/api.ts
index 04890df..ed78180 100644
--- a/src/oj/api.ts
+++ b/src/oj/api.ts
@@ -301,6 +301,12 @@ export function getAILoginSummary() {
   return http.get("ai/login_summary")
 }
 
+// ==================== 相似题目推荐 ====================
+
+export function getSimilarProblems(problemId: string) {
+  return http.get("problem/similar", { params: { problem_id: problemId } })
+}
+
 // ==================== 流程图相关API ====================
 
 export function submitFlowchart(data: {
diff --git a/src/oj/problem/components/ProblemContent.vue b/src/oj/problem/components/ProblemContent.vue
index f111f9b..2aa53d4 100644
--- a/src/oj/problem/components/ProblemContent.vue
+++ b/src/oj/problem/components/ProblemContent.vue
@@ -5,11 +5,13 @@ import { storeToRefs } from "pinia"
 import { useCodeStore } from "oj/store/code"
 import { useProblemStore } from "oj/store/problem"
 import { createTestSubmission } from "utils/judge"
+import { DIFFICULTY } from "utils/constants"
 import { Problem, ProblemStatus } from "utils/types"
 import Copy from "shared/components/Copy.vue"
 import { useDark } from "@vueuse/core"
 import { MdPreview } from "md-editor-v3"
 import "md-editor-v3/lib/preview.css"
+import { getSimilarProblems } from "oj/api"
 
 type Sample = Problem["samples"][number] & {
   id: number
@@ -28,6 +30,34 @@ const { problem } = storeToRefs(problemStore)
 
 const problemSetId = computed(() => route.params.problemSetId)
 
+const router = useRouter()
+
+// 相似题目推荐
+const similarProblems = ref<any[]>([])
+const similarLoaded = ref(false)
+
+async function loadSimilarProblems() {
+  if (similarLoaded.value || !problem.value) return
+  try {
+    const res = await getSimilarProblems(problem.value._id)
+    similarProblems.value = res.data || []
+  } catch {
+    similarProblems.value = []
+  }
+  similarLoaded.value = true
+}
+
+// AC 或失败次数 >= 3 时加载推荐
+watch(
+  () => [problem.value?.my_status, problemStore.totalFailCount],
+  ([status, failCount]) => {
+    if (status === 0 || (failCount as number) >= 3) {
+      loadSimilarProblems()
+    }
+  },
+  { immediate: true },
+)
+
 const hasTriedButNotPassed = computed(() => {
   return (
     problem.value?.my_status !== undefined &&
@@ -231,6 +261,52 @@ function type(status: ProblemStatus) {
         :theme="isDark ? 'dark' : 'light'"
       />
     </div>
+
+    <!-- 相似题目推荐 -->
+    <div v-if="similarProblems.length > 0">
+      <n-divider />
+      <p class="title" :style="style">
+        <n-flex align="center">
+          <Icon icon="streamline-emojis:light-bulb"></Icon>
+          相似题目推荐
+        </n-flex>
+      </p>
+      <n-list bordered>
+        <n-list-item v-for="sp in similarProblems" :key="sp._id">
+          <n-flex align="center" justify="space-between">
+            <n-flex align="center">
+              <n-tag size="small">{{ sp._id }}</n-tag>
+              <n-button
+                text
+                type="info"
+                @click="
+                  router.push({
+                    name: 'problem',
+                    params: { problemID: sp._id },
+                  })
+                "
+              >
+                {{ sp.title }}
+              </n-button>
+            </n-flex>
+            <n-tag
+              size="small"
+              :type="
+                sp.difficulty === 'Low'
+                  ? 'success'
+                  : sp.difficulty === 'High'
+                    ? 'error'
+                    : 'warning'
+              "
+            >
+              {{
+                DIFFICULTY[sp.difficulty as keyof typeof DIFFICULTY] || "中等"
+              }}
+            </n-tag>
+          </n-flex>
+        </n-list-item>
+      </n-list>
+    </div>
   </div>
 </template>
 
diff --git a/src/oj/problem/components/ProblemSubmission.vue b/src/oj/problem/components/ProblemSubmission.vue
index cc76bf8..9c511d6 100644
--- a/src/oj/problem/components/ProblemSubmission.vue
+++ b/src/oj/problem/components/ProblemSubmission.vue
@@ -4,7 +4,11 @@ import { getSubmissions, getRankOfProblem } from "oj/api"
 import Pagination from "shared/components/Pagination.vue"
 import SubmissionResultTag from "shared/components/SubmissionResultTag.vue"
 import { useUserStore } from "shared/store/user"
-import { LANGUAGE_SHOW_VALUE } from "utils/constants"
+import {
+  JUDGE_STATUS,
+  LANGUAGE_SHOW_VALUE,
+  SubmissionStatus,
+} from "utils/constants"
 import { parseTime } from "utils/functions"
 import { renderTableTitle } from "utils/renders"
 import { Submission } from "utils/types"
@@ -83,6 +87,23 @@ const query = reactive({
   page: 1,
 })
 
+// 错误分布统计
+const statusDistribution = computed(() => {
+  if (!submissions.value.length) return []
+  const counts = new Map<number, number>()
+  for (const s of submissions.value) {
+    counts.set(s.result, (counts.get(s.result) || 0) + 1)
+  }
+  return Array.from(counts.entries())
+    .sort((a, b) => a[0] - b[0])
+    .map(([result, count]) => ({
+      result,
+      name: JUDGE_STATUS[result as keyof typeof JUDGE_STATUS]?.name || "未知",
+      type: JUDGE_STATUS[result as keyof typeof JUDGE_STATUS]?.type || "info",
+      count,
+    }))
+})
+
 const errorMsg = computed(() => {
   if (!userStore.isAuthed) return "请先登录"
   else if (!userStore.showSubmissions) return "提交列表已被管理员关闭"
@@ -256,6 +277,25 @@ watch(query, listSubmissions)
   </template>
 
   <template v-if="userStore.showSubmissions && userStore.isAuthed">
+    <!-- 错误分布统计 -->
+    <n-flex
+      v-if="statusDistribution.length"
+      class="tip"
+      align="center"
+      :wrap="true"
+    >
+      <span style="font-weight: bold; font-size: 13px">我的提交统计：</span>
+      <n-tag
+        v-for="item in statusDistribution"
+        :key="item.result"
+        :type="item.type as any"
+        size="small"
+        round
+      >
+        {{ item.name }} × {{ item.count }}
+      </n-tag>
+    </n-flex>
+
     <n-data-table
       v-if="submissions.length > 0"
       striped
diff --git a/src/oj/problem/components/SubmissionResult.vue b/src/oj/problem/components/SubmissionResult.vue
index 9c8c3ed..b39835c 100644
--- a/src/oj/problem/components/SubmissionResult.vue
+++ b/src/oj/problem/components/SubmissionResult.vue
@@ -3,11 +3,24 @@ import { JUDGE_STATUS, SubmissionStatus } from "utils/constants"
 import { submissionMemoryFormat, submissionTimeFormat } from "utils/functions"
 import type { Submission } from "utils/types"
 import SubmissionResultTag from "shared/components/SubmissionResultTag.vue"
+import { useProblemStore } from "oj/store/problem"
+import { consumeJSONEventStream } from "utils/stream"
+import { MdPreview } from "md-editor-v3"
+import "md-editor-v3/lib/preview.css"
+import { useDark } from "@vueuse/core"
 
 const props = defineProps<{
   submission?: Submission
 }>()
 
+const isDark = useDark()
+const problemStore = useProblemStore()
+
+// AI 提示状态
+const hintContent = ref("")
+const hintLoading = ref(false)
+const hintError = ref("")
+
 // 错误信息格式化
 const msg = computed(() => {
   if (!props.submission) return ""
@@ -30,6 +43,50 @@ const msg = computed(() => {
   return msg
 })
 
+// 是否显示AI提示区域
+const showAIHint = computed(() => {
+  if (!props.submission) return false
+  return (
+    problemStore.totalFailCount >= 3 &&
+    props.submission.result !== SubmissionStatus.accepted &&
+    props.submission.result !== SubmissionStatus.pending &&
+    props.submission.result !== SubmissionStatus.judging &&
+    props.submission.result !== SubmissionStatus.submitting
+  )
+})
+
+async function fetchHint(submissionId: string) {
+  hintLoading.value = true
+  hintContent.value = ""
+  hintError.value = ""
+
+  try {
+    const response = await fetch("/api/ai/hint", {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify({ submission_id: submissionId }),
+    })
+
+    await consumeJSONEventStream(response, {
+      onMessage: (data: {
+        type: string
+        content?: string
+        message?: string
+      }) => {
+        if (data.type === "delta" && data.content) {
+          hintContent.value += data.content
+        } else if (data.type === "error") {
+          hintError.value = data.message || "AI 提示生成失败"
+        }
+      },
+    })
+  } catch (e: any) {
+    hintError.value = e.message || "请求失败"
+  } finally {
+    hintLoading.value = false
+  }
+}
+
 // 测试用例表格数据（只在部分通过时显示）
 const infoTable = computed(() => {
   if (!props.submission?.info?.data?.length) return []
@@ -87,6 +144,36 @@ const columns: DataTableColumn<Submission["info"]["data"][number]>[] = [
         :columns="columns"
       />
     </n-flex>
+
+    <!-- AI 提示区域 -->
+    <template v-if="showAIHint">
+      <n-divider />
+      <n-card size="small">
+        <template #header>
+          <span class="gradient-text">AI 提示</span>
+        </template>
+        <n-alert
+          v-if="hintError"
+          type="error"
+          :title="hintError"
+          class="mb-3"
+        />
+        <n-button
+          v-if="!hintContent && !hintLoading"
+          type="primary"
+          @click="fetchHint(submission.id)"
+        >
+          让 AI 分析我的代码
+        </n-button>
+        <n-spin v-else-if="hintLoading && !hintContent" size="small" />
+        <MdPreview
+          v-if="hintContent"
+          :model-value="hintContent"
+          preview-theme="vuepress"
+          :theme="isDark ? 'dark' : 'light'"
+        />
+      </n-card>
+    </template>
   </div>
 </template>
 
@@ -96,4 +183,12 @@ const columns: DataTableColumn<Submission["info"]["data"][number]>[] = [
   word-break: break-all;
   line-height: 1.5;
 }
+
+.gradient-text {
+  background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  background-clip: text;
+  font-weight: bold;
+}
 </style>
diff --git a/src/oj/problem/components/SubmitCode.vue b/src/oj/problem/components/SubmitCode.vue
index f9c049f..47a2fba 100644
--- a/src/oj/problem/components/SubmitCode.vue
+++ b/src/oj/problem/components/SubmitCode.vue
@@ -124,6 +124,23 @@ async function submit() {
   startMonitoring(res.data.submission_id)
 }
 
+// ==================== 失败计数 ====================
+watch(
+  () => submission.value?.result,
+  (result) => {
+    if (result === undefined || result === null) return
+    if (
+      result === SubmissionStatus.pending ||
+      result === SubmissionStatus.judging ||
+      result === SubmissionStatus.submitting
+    )
+      return
+    if (result !== SubmissionStatus.accepted) {
+      problemStore.incrementFailCount()
+    }
+  },
+)
+
 // ==================== AC庆祝效果 ====================
 watch(
   () => submission.value?.result,
diff --git a/src/oj/store/problem.ts b/src/oj/store/problem.ts
index 317a5bf..1ebb42f 100644
--- a/src/oj/store/problem.ts
+++ b/src/oj/store/problem.ts
@@ -10,6 +10,9 @@ export const useProblemStore = defineStore("problem", () => {
   const problem = ref<Problem | null>(null)
   const route = useRoute()
 
+  // 本次会话内累计的失败次数（与服务端 my_failed_count 叠加）
+  const localFailCount = ref(0)
+
   // ==================== 计算属性 ====================
   const languages = computed<LANGUAGE[]>(() => {
     if (route.name === "problem" && problem.value?.allow_flowchart) {
@@ -18,11 +21,27 @@ export const useProblemStore = defineStore("problem", () => {
     return problem.value?.languages ?? []
   })
 
-  return {
-    // 状态
-    problem,
+  const totalFailCount = computed(
+    () => (problem.value?.my_failed_count ?? 0) + localFailCount.value,
+  )
 
-    // 计算属性
+  function incrementFailCount() {
+    localFailCount.value++
+  }
+
+  // 切题时重置
+  watch(
+    () => problem.value?.id,
+    () => {
+      localFailCount.value = 0
+    },
+  )
+
+  return {
+    problem,
+    localFailCount,
     languages,
+    totalFailCount,
+    incrementFailCount,
   }
 })
diff --git a/src/routes.ts b/src/routes.ts
index db6ef47..59f3ca9 100644
--- a/src/routes.ts
+++ b/src/routes.ts
@@ -276,6 +276,12 @@ export const admins: RouteRecordRaw = {
       props: true,
       meta: { requiresSuperAdmin: true },
     },
+    {
+      path: "problem/stuck",
+      name: "admin stuck problems",
+      component: () => import("admin/problem/Stuck.vue"),
+      meta: { requiresSuperAdmin: true },
+    },
     // 题单管理路由
     {
       path: "problemset/list",
diff --git a/src/shared/layout/admin.vue b/src/shared/layout/admin.vue
index 0988eba..668ab86 100644
--- a/src/shared/layout/admin.vue
+++ b/src/shared/layout/admin.vue
@@ -99,6 +99,15 @@ const options = computed<MenuOption[]>(() => {
           ),
         key: "admin tutorial list",
       },
+      {
+        label: () =>
+          h(
+            RouterLink,
+            { to: "/admin/problem/stuck" },
+            { default: () => "卡点" },
+          ),
+        key: "admin stuck problems",
+      },
     )
   }
 
@@ -112,6 +121,7 @@ const active = computed(() => {
   if (path === "/admin") return "admin home"
   if (path.startsWith("/admin/config")) return "admin config"
   if (path.startsWith("/admin/problemset")) return "admin problemset list"
+  if (path.startsWith("/admin/problem/stuck")) return "admin stuck problems"
   if (path.startsWith("/admin/problem")) return "admin problem list"
   if (path.startsWith("/admin/contest")) return "admin contest list"
   if (path.startsWith("/admin/user")) return "admin user list"
diff --git a/src/utils/types.ts b/src/utils/types.ts
index 0a73f35..887fd5f 100644
--- a/src/utils/types.ts
+++ b/src/utils/types.ts
@@ -128,6 +128,7 @@ export interface Problem {
   share_submission: boolean
   contest: number
   my_status: number
+  my_failed_count?: number
   visible: boolean
 
   // 流程图相关字段