diff --git a/src/admin/api.ts b/src/admin/api.ts
index eddffd1..ebb2d94 100644
--- a/src/admin/api.ts
+++ b/src/admin/api.ts
@@ -8,6 +8,7 @@ import type {
   BlankProblem,
   Contest,
   Exercise,
+  ExerciseType,
   Server,
   TestcaseUploadedReturns,
   Tutorial,
@@ -272,7 +273,7 @@ export async function getAdminExercises(tutorialId: number) {
 
 export async function createExercise(data: {
   tutorial_id: number
-  type: "mcq" | "sort" | "fill"
+  type: ExerciseType
   data: object
   order: number
 }) {
@@ -282,7 +283,7 @@ export async function createExercise(data: {
 
 export async function updateExercise(data: {
   id: number
-  type: "mcq" | "sort" | "fill"
+  type: ExerciseType
   data: object
   order: number
 }) {
diff --git a/src/admin/tutorial/components/ExerciseManager.vue b/src/admin/tutorial/components/ExerciseManager.vue
index 01a4e79..6d87712 100644
--- a/src/admin/tutorial/components/ExerciseManager.vue
+++ b/src/admin/tutorial/components/ExerciseManager.vue
@@ -1,9 +1,14 @@
 <script setup lang="ts">
 import {
   Exercise,
+  ExerciseType,
   ExerciseMcqData,
   ExerciseSortData,
   ExerciseFillData,
+  ExerciseMatchData,
+  ExercisePredictData,
+  ExerciseDebugData,
+  ExerciseGroupData,
 } from "utils/types"
 import {
   getAdminExercises,
@@ -19,7 +24,7 @@ const dialog = useDialog()
 const exercises = ref<Exercise[]>([])
 const showForm = ref(false)
 const editingId = ref<number | null>(null)
-const formType = ref<"mcq" | "sort" | "fill">("mcq")
+const formType = ref<ExerciseType>("mcq")
 const formOrder = ref(0)
 
 const mcqQuestion = ref("")
@@ -32,16 +37,34 @@ const sortCode = ref("")
 const fillQuestion = ref("")
 const fillCode = ref("")
 
+const matchQuestion = ref("")
+const matchLeft = ref("")
+const matchRight = ref("")
+
+const predictQuestion = ref("")
+const predictCode = ref("")
+const predictAnswer = ref("")
+
+const debugQuestion = ref("")
+const debugCode = ref("")
+const debugAnswer = ref<number[]>([])
+const debugExplanation = ref("")
+
+const groupQuestion = ref("")
+const groupBuckets = ref("")
+const groupItems = ref("")
+
+const debugLines = computed(() =>
+  debugCode.value === "" ? [] : debugCode.value.split("\n"),
+)
+
 async function load() {
   exercises.value = await getAdminExercises(props.tutorialId)
 }
 
 onMounted(load)
 
-function openCreate() {
-  editingId.value = null
-  formType.value = "mcq"
-  formOrder.value = exercises.value.length
+function resetForms() {
   mcqQuestion.value = ""
   mcqOptions.value = ["", ""]
   mcqAnswer.value = []
@@ -49,6 +72,26 @@ function openCreate() {
   sortCode.value = ""
   fillQuestion.value = ""
   fillCode.value = ""
+  matchQuestion.value = ""
+  matchLeft.value = ""
+  matchRight.value = ""
+  predictQuestion.value = ""
+  predictCode.value = ""
+  predictAnswer.value = ""
+  debugQuestion.value = ""
+  debugCode.value = ""
+  debugAnswer.value = []
+  debugExplanation.value = ""
+  groupQuestion.value = ""
+  groupBuckets.value = ""
+  groupItems.value = ""
+}
+
+function openCreate() {
+  editingId.value = null
+  formType.value = "mcq"
+  formOrder.value = exercises.value.length
+  resetForms()
   showForm.value = true
 }
 
@@ -56,6 +99,7 @@ function openEdit(ex: Exercise) {
   editingId.value = ex.id
   formType.value = ex.type
   formOrder.value = ex.order
+  resetForms()
   if (ex.type === "mcq") {
     const d = ex.data as ExerciseMcqData
     mcqQuestion.value = d.question
@@ -65,10 +109,34 @@ function openEdit(ex: Exercise) {
     const d = ex.data as ExerciseSortData
     sortQuestion.value = d.question
     sortCode.value = d.lines.join("\n")
-  } else {
+  } else if (ex.type === "fill") {
     const d = ex.data as ExerciseFillData
     fillQuestion.value = d.question
     fillCode.value = d.code
+  } else if (ex.type === "match") {
+    const d = ex.data as ExerciseMatchData
+    matchQuestion.value = d.question
+    matchLeft.value = d.left.join("\n")
+    // 按答案顺序还原右列，重存时识别答案保持为顺序对应
+    matchRight.value = d.answer.map((a) => d.right[a]).join("\n")
+  } else if (ex.type === "predict") {
+    const d = ex.data as ExercisePredictData
+    predictQuestion.value = d.question
+    predictCode.value = d.code
+    predictAnswer.value = d.answer.join("\n===\n")
+  } else if (ex.type === "debug") {
+    const d = ex.data as ExerciseDebugData
+    debugQuestion.value = d.question
+    debugCode.value = d.lines.join("\n")
+    debugAnswer.value = [...d.answer]
+    debugExplanation.value = d.explanation ?? ""
+  } else if (ex.type === "group") {
+    const d = ex.data as ExerciseGroupData
+    groupQuestion.value = d.question
+    groupBuckets.value = d.buckets.join("\n")
+    groupItems.value = d.items
+      .map((it, i) => `${it} => ${d.buckets[d.answer[i]]}`)
+      .join("\n")
   }
   showForm.value = true
 }
@@ -79,26 +147,131 @@ function toggleAnswer(i: number) {
   else mcqAnswer.value.splice(idx, 1)
 }
 
-async function save() {
-  if (formType.value === "mcq" && mcqAnswer.value.length === 0) {
-    message.error("请至少勾选一个正确答案")
-    return
-  }
-  let data: Record<string, unknown>
+function toggleDebug(i: number) {
+  const idx = debugAnswer.value.indexOf(i)
+  if (idx === -1) debugAnswer.value.push(i)
+  else debugAnswer.value.splice(idx, 1)
+}
+
+function splitLines(text: string): string[] {
+  return text
+    .split("\n")
+    .map((l) => l.trim())
+    .filter((l) => l !== "")
+}
+
+function buildData(): Record<string, unknown> | null {
   if (formType.value === "mcq") {
-    data = {
+    if (mcqAnswer.value.length === 0) {
+      message.error("请至少勾选一个正确答案")
+      return null
+    }
+    return {
       question: mcqQuestion.value || "下面选项中正确是哪个？",
       options: mcqOptions.value,
       answer: mcqAnswer.value,
     }
-  } else if (formType.value === "sort") {
-    data = {
+  }
+  if (formType.value === "sort") {
+    return {
       question: sortQuestion.value || "将下列代码行排列为正确顺序",
       lines: sortCode.value.split("\n").filter((l) => l.trim() !== ""),
     }
-  } else {
-    data = { question: fillQuestion.value, code: fillCode.value }
   }
+  if (formType.value === "fill") {
+    return { question: fillQuestion.value, code: fillCode.value }
+  }
+  if (formType.value === "match") {
+    const left = splitLines(matchLeft.value)
+    const right = splitLines(matchRight.value)
+    if (left.length < 2 || left.length !== right.length) {
+      message.error("左右两列需各至少 2 项且行数相等（按行一一对应）")
+      return null
+    }
+    return {
+      question: matchQuestion.value || "把左右两列正确连线",
+      left,
+      right,
+      answer: left.map((_, i) => i),
+    }
+  }
+  if (formType.value === "predict") {
+    if (predictCode.value.trim() === "") {
+      message.error("请填写代码")
+      return null
+    }
+    const answer = predictAnswer.value
+      .split(/\n===\n/)
+      .map((a) => a.replace(/\s+$/, ""))
+      .filter((a) => a.trim() !== "")
+    if (answer.length === 0) {
+      message.error("请填写至少一个正确输出")
+      return null
+    }
+    return {
+      question: predictQuestion.value || "这段代码会输出什么？",
+      code: predictCode.value,
+      answer,
+    }
+  }
+  if (formType.value === "debug") {
+    const lines = debugCode.value.split("\n")
+    const answer = debugAnswer.value
+      .filter((i) => i < lines.length)
+      .sort((a, b) => a - b)
+    if (lines.length === 0 || answer.length === 0) {
+      message.error("请填写代码并勾选至少一行错误")
+      return null
+    }
+    const data: Record<string, unknown> = {
+      question: debugQuestion.value || "下面代码哪几行有错？",
+      lines,
+      answer,
+    }
+    if (debugExplanation.value.trim() !== "") {
+      data.explanation = debugExplanation.value.trim()
+    }
+    return data
+  }
+  // group
+  const buckets = splitLines(groupBuckets.value)
+  if (buckets.length < 2) {
+    message.error("请至少填写 2 个分组")
+    return null
+  }
+  const items: string[] = []
+  const answer: number[] = []
+  for (const line of groupItems.value.split("\n")) {
+    if (line.trim() === "") continue
+    const parts = line.split("=>")
+    if (parts.length !== 2) {
+      message.error(`项目格式应为「项目 => 分组名」：${line}`)
+      return null
+    }
+    const item = parts[0].trim()
+    const bucket = buckets.indexOf(parts[1].trim())
+    if (item === "" || bucket === -1) {
+      message.error(`项目或分组名无效：${line}`)
+      return null
+    }
+    items.push(item)
+    answer.push(bucket)
+  }
+  if (items.length === 0) {
+    message.error("请至少填写一个项目")
+    return null
+  }
+  return {
+    question: groupQuestion.value || "把下列项目归类到正确的分组",
+    buckets,
+    items,
+    answer,
+  }
+}
+
+async function save() {
+  const data = buildData()
+  if (data === null) return
 
   try {
     if (editingId.value) {
@@ -143,16 +316,35 @@ function copyPlaceholder(id: number) {
   message.success(`已复制 [[exercise:${id}]]`)
 }
 
-function typeName(type: string) {
-  if (type === "mcq") return "选择题"
-  if (type === "sort") return "代码排序"
-  return "代码填空"
+const TYPE_NAMES: Record<ExerciseType, string> = {
+  mcq: "选择题",
+  sort: "代码排序",
+  fill: "代码填空",
+  match: "连线匹配",
+  predict: "输出预测",
+  debug: "代码找错",
+  group: "归类分组",
 }
 
-function typeTagType(type: string): "success" | "info" | "warning" {
-  if (type === "mcq") return "success"
-  if (type === "sort") return "info"
-  return "warning"
+const TYPE_TAGS: Record<
+  ExerciseType,
+  "success" | "info" | "warning" | "error" | "primary" | "default"
+> = {
+  mcq: "success",
+  sort: "info",
+  fill: "warning",
+  match: "primary",
+  predict: "error",
+  debug: "info",
+  group: "warning",
+}
+
+function typeName(type: ExerciseType) {
+  return TYPE_NAMES[type] ?? type
+}
+
+function typeTagType(type: ExerciseType) {
+  return TYPE_TAGS[type] ?? "default"
 }
 </script>
 
@@ -208,6 +400,10 @@ function typeTagType(type: string): "success" | "info" | "warning" {
             <n-radio value="mcq">选择题</n-radio>
             <n-radio value="sort">代码排序</n-radio>
             <n-radio value="fill">代码填空</n-radio>
+            <n-radio value="match">连线匹配</n-radio>
+            <n-radio value="predict">输出预测</n-radio>
+            <n-radio value="debug">代码找错</n-radio>
+            <n-radio value="group">归类分组</n-radio>
           </n-radio-group>
         </n-form-item>
 
@@ -251,7 +447,7 @@ function typeTagType(type: string): "success" | "info" | "warning" {
                   @click="
                     () => {
                       mcqOptions.splice(i, 1)
-                      mcqAnswer.value = mcqAnswer.value
+                      mcqAnswer = mcqAnswer
                         .filter((a) => a !== i)
                         .map((a) => (a > i ? a - 1 : a))
                     }
@@ -287,7 +483,7 @@ function typeTagType(type: string): "success" | "info" | "warning" {
           </n-form-item>
         </template>
 
-        <template v-else>
+        <template v-else-if="formType === 'fill'">
           <n-form-item label="题目说明">
             <n-input
               v-model:value="fillQuestion"
@@ -306,6 +502,143 @@ function typeTagType(type: string): "success" | "info" | "warning" {
             />
           </n-form-item>
         </template>
+
+        <template v-else-if="formType === 'match'">
+          <n-form-item label="题目说明">
+            <n-input
+              v-model:value="matchQuestion"
+              type="textarea"
+              :rows="2"
+              placeholder="例：把函数和它的功能连起来"
+            />
+          </n-form-item>
+          <n-form-item label="左列（每行一项）">
+            <n-input
+              v-model:value="matchLeft"
+              type="textarea"
+              :rows="6"
+              placeholder="print&#10;len&#10;type"
+            />
+          </n-form-item>
+          <n-form-item label="右列（与左列按行一一对应，保存后右列自动乱序）">
+            <n-input
+              v-model:value="matchRight"
+              type="textarea"
+              :rows="6"
+              placeholder="输出内容&#10;返回长度&#10;返回类型"
+            />
+          </n-form-item>
+        </template>
+
+        <template v-else-if="formType === 'predict'">
+          <n-form-item label="题目说明">
+            <n-input
+              v-model:value="predictQuestion"
+              type="textarea"
+              :rows="2"
+              placeholder="例：这段代码会输出什么？"
+            />
+          </n-form-item>
+          <n-form-item label="代码">
+            <n-input
+              v-model:value="predictCode"
+              type="textarea"
+              :rows="8"
+              placeholder="print(1 + 2)"
+              style="font-family: &quot;Monaco&quot;"
+            />
+          </n-form-item>
+          <n-form-item
+            label="正确输出（多个可接受答案之间用单独一行 === 分隔）"
+          >
+            <n-input
+              v-model:value="predictAnswer"
+              type="textarea"
+              :rows="4"
+              placeholder="3"
+              style="font-family: &quot;Monaco&quot;"
+            />
+          </n-form-item>
+        </template>
+
+        <template v-else-if="formType === 'debug'">
+          <n-form-item label="题目说明">
+            <n-input
+              v-model:value="debugQuestion"
+              type="textarea"
+              :rows="2"
+              placeholder="例：下面代码哪几行有错？"
+            />
+          </n-form-item>
+          <n-form-item label="代码（每行一项）">
+            <n-input
+              v-model:value="debugCode"
+              type="textarea"
+              :rows="8"
+              placeholder="在此粘贴含错误的代码"
+              style="font-family: &quot;Monaco&quot;"
+            />
+          </n-form-item>
+          <n-form-item label="勾选错误行">
+            <n-space vertical style="width: 100%">
+              <n-empty
+                v-if="debugLines.length === 0"
+                description="先填写代码"
+                size="small"
+              />
+              <n-flex
+                v-for="(line, i) in debugLines"
+                :key="i"
+                align="center"
+                :size="8"
+              >
+                <n-checkbox
+                  :checked="debugAnswer.includes(i)"
+                  @update:checked="toggleDebug(i)"
+                />
+                <n-text style="font-family: Monaco; white-space: pre">
+                  {{ i + 1 }}. {{ line }}
+                </n-text>
+              </n-flex>
+            </n-space>
+          </n-form-item>
+          <n-form-item label="错误说明（可选，提交后展示）">
+            <n-input
+              v-model:value="debugExplanation"
+              type="textarea"
+              :rows="2"
+              placeholder="例：第 2 行少了冒号"
+            />
+          </n-form-item>
+        </template>
+
+        <template v-else-if="formType === 'group'">
+          <n-form-item label="题目说明">
+            <n-input
+              v-model:value="groupQuestion"
+              type="textarea"
+              :rows="2"
+              placeholder="例：把下面的值归类到正确的类型"
+            />
+          </n-form-item>
+          <n-form-item label="分组（每行一个分组名）">
+            <n-input
+              v-model:value="groupBuckets"
+              type="textarea"
+              :rows="4"
+              placeholder="int&#10;float&#10;str"
+            />
+          </n-form-item>
+          <n-form-item label="项目（每行「项目 => 分组名」）">
+            <n-input
+              v-model:value="groupItems"
+              type="textarea"
+              :rows="6"
+              placeholder="3 => int&#10;3.14 => float&#10;hello => str"
+              style="font-family: &quot;Monaco&quot;"
+            />
+          </n-form-item>
+        </template>
       </n-form>
 
       <template #footer>
diff --git a/src/oj/learn/components/ExerciseDebug.vue b/src/oj/learn/components/ExerciseDebug.vue
new file mode 100644
index 0000000..ff6dd7e
--- /dev/null
+++ b/src/oj/learn/components/ExerciseDebug.vue
@@ -0,0 +1,121 @@
+<script setup lang="ts">
+import { Exercise, ExerciseDebugData } from "utils/types"
+import { highlightLines } from "../composables/useCodeHighlight"
+import "./exercise-highlight.css"
+
+const props = defineProps<{ exercise: Exercise; lang?: string }>()
+const data = computed(() => props.exercise.data as ExerciseDebugData)
+
+const lineHtml = computed(() => highlightLines(data.value.lines, props.lang))
+const selected = ref<Set<number>>(new Set())
+const submitted = ref(false)
+
+watch(() => props.exercise.id, reset, { immediate: true })
+
+const allCorrect = computed(() => {
+  const ans = new Set(data.value.answer)
+  if (selected.value.size !== ans.size) return false
+  for (const i of selected.value) if (!ans.has(i)) return false
+  return true
+})
+const locked = computed(() => submitted.value && allCorrect.value)
+
+function toggle(i: number) {
+  if (locked.value) return
+  submitted.value = false
+  const s = new Set(selected.value)
+  if (s.has(i)) s.delete(i)
+  else s.add(i)
+  selected.value = s
+}
+
+function lineStatus(i: number): "correct" | "wrong" | "selected" | "default" {
+  if (!submitted.value) return selected.value.has(i) ? "selected" : "default"
+  const isAns = data.value.answer.includes(i)
+  const isSel = selected.value.has(i)
+  if (isAns) return isSel ? "correct" : "wrong" // 漏选也标红
+  if (isSel) return "wrong"
+  return "default"
+}
+
+function lineStyle(i: number): Record<string, string> {
+  const status = lineStatus(i)
+  const color =
+    status === "correct"
+      ? "#18a058"
+      : status === "wrong"
+        ? "#d03050"
+        : status === "selected"
+          ? "#2080f0"
+          : "var(--n-border-color)"
+  const plain = color === "var(--n-border-color)"
+  return {
+    display: "flex",
+    alignItems: "center",
+    gap: "10px",
+    padding: "6px 12px",
+    borderRadius: "6px",
+    border: `1.5px solid ${color}`,
+    background: plain ? "transparent" : color + "14",
+    cursor: locked.value ? "default" : "pointer",
+    fontFamily: "Monaco",
+    userSelect: "none",
+  }
+}
+
+function submit() {
+  submitted.value = true
+}
+
+function reset() {
+  selected.value = new Set()
+  submitted.value = false
+}
+</script>
+
+<template>
+  <n-card style="margin: 16px 0; border: 1.5px solid var(--n-border-color)">
+    <template #header>
+      <n-tag type="info" :bordered="false">练一练 · 代码找错</n-tag>
+    </template>
+
+    <p style="font-weight: 500; font-size: 16px; margin-bottom: 8px">
+      {{ data.question }}
+    </p>
+    <p style="color: var(--n-text-color-3); font-size: 13px; margin: 0 0 12px">
+      点击你认为有错误的代码行（可多选）。
+    </p>
+
+    <n-space vertical :size="6">
+      <div
+        v-for="(line, idx) in data.lines"
+        :key="idx"
+        :style="lineStyle(idx)"
+        @click="toggle(idx)"
+      >
+        <span
+          style="color: #bbb; width: 22px; text-align: right; flex-shrink: 0"
+        >
+          {{ idx + 1 }}
+        </span>
+        <span v-html="lineHtml[idx]" style="white-space: pre" />
+      </div>
+    </n-space>
+
+    <n-alert
+      v-if="submitted"
+      :type="allCorrect ? 'success' : 'error'"
+      :title="allCorrect ? '找对了！' : '还没找全，红色行是错误所在'"
+      style="margin-top: 12px"
+    >
+      <template v-if="submitted && data.explanation" #default>
+        {{ data.explanation }}
+      </template>
+    </n-alert>
+
+    <n-space style="margin-top: 12px" :size="8">
+      <n-button type="info" :disabled="locked" @click="submit">提交</n-button>
+      <n-button @click="reset">重置</n-button>
+    </n-space>
+  </n-card>
+</template>
diff --git a/src/oj/learn/components/ExerciseGroup.vue b/src/oj/learn/components/ExerciseGroup.vue
new file mode 100644
index 0000000..6d53357
--- /dev/null
+++ b/src/oj/learn/components/ExerciseGroup.vue
@@ -0,0 +1,191 @@
+<script setup lang="ts">
+import { Exercise, ExerciseGroupData } from "utils/types"
+
+const props = defineProps<{ exercise: Exercise; lang?: string }>()
+const data = computed(() => props.exercise.data as ExerciseGroupData)
+
+const order = ref<number[]>([]) // item 的稳定展示顺序（初始乱序）
+const placement = ref<number[]>([]) // placement[itemIdx] = 桶下标，-1 表示在池中
+const dragIdx = ref<number | null>(null)
+const submitted = ref(false)
+
+function shuffle<T>(arr: T[]): T[] {
+  const a = [...arr]
+  for (let i = a.length - 1; i > 0; i--) {
+    const j = Math.floor(Math.random() * (i + 1))
+    ;[a[i], a[j]] = [a[j], a[i]]
+  }
+  return a
+}
+
+function init() {
+  order.value = shuffle(data.value.items.map((_, i) => i))
+  placement.value = Array(data.value.items.length).fill(-1)
+  dragIdx.value = null
+  submitted.value = false
+}
+
+onMounted(init)
+watch(() => props.exercise.id, init)
+
+const allPlaced = computed(() => placement.value.every((p) => p !== -1))
+const allCorrect = computed(() =>
+  placement.value.every((p, i) => p === data.value.answer[i]),
+)
+const locked = computed(() => submitted.value && allCorrect.value)
+
+function onDragStart(i: number) {
+  if (locked.value) return
+  dragIdx.value = i
+}
+
+function dropTo(bucket: number) {
+  if (locked.value || dragIdx.value === null) return
+  placement.value[dragIdx.value] = bucket
+  dragIdx.value = null
+  submitted.value = false
+}
+
+const poolItems = computed(() =>
+  order.value.filter((i) => placement.value[i] === -1),
+)
+function itemsIn(bucket: number): number[] {
+  return order.value.filter((i) => placement.value[i] === bucket)
+}
+
+function itemStatus(i: number): "correct" | "wrong" | "default" {
+  if (!submitted.value || placement.value[i] === -1) return "default"
+  return placement.value[i] === data.value.answer[i] ? "correct" : "wrong"
+}
+
+function chipStyle(i: number): Record<string, string> {
+  const status = itemStatus(i)
+  const color =
+    status === "correct"
+      ? "#18a058"
+      : status === "wrong"
+        ? "#d03050"
+        : "var(--n-border-color)"
+  const plain = color === "var(--n-border-color)"
+  return {
+    padding: "6px 12px",
+    borderRadius: "6px",
+    border: `1.5px solid ${color}`,
+    background: plain ? "var(--n-color)" : color + "14",
+    cursor: locked.value ? "default" : "grab",
+    userSelect: "none",
+    fontSize: "15px",
+  }
+}
+
+function submit() {
+  submitted.value = true
+}
+
+function reset() {
+  init()
+}
+</script>
+
+<template>
+  <n-card style="margin: 16px 0; border: 1.5px solid var(--n-border-color)">
+    <template #header>
+      <n-tag type="warning" :bordered="false">练一练 · 归类分组</n-tag>
+    </template>
+
+    <p style="font-weight: 500; font-size: 16px; margin-bottom: 8px">
+      {{ data.question }}
+    </p>
+    <p style="color: var(--n-text-color-3); font-size: 13px; margin: 0 0 12px">
+      把下面的项目拖到对应的分组里，可在分组间拖动调整。
+    </p>
+
+    <div
+      :style="{
+        display: 'flex',
+        flexWrap: 'wrap',
+        gap: '8px',
+        minHeight: '48px',
+        padding: '10px',
+        border: '1.5px dashed var(--n-border-color)',
+        borderRadius: '8px',
+        marginBottom: '14px',
+      }"
+      @dragover.prevent
+      @drop="dropTo(-1)"
+    >
+      <span
+        v-if="poolItems.length === 0"
+        style="color: var(--n-text-color-3); font-size: 13px"
+      >
+        （已全部归类）
+      </span>
+      <div
+        v-for="i in poolItems"
+        :key="i"
+        draggable="true"
+        :style="chipStyle(i)"
+        @dragstart="onDragStart(i)"
+      >
+        {{ data.items[i] }}
+      </div>
+    </div>
+
+    <div
+      :style="{
+        display: 'grid',
+        gridTemplateColumns: `repeat(${data.buckets.length}, 1fr)`,
+        gap: '12px',
+      }"
+    >
+      <div
+        v-for="(bucket, b) in data.buckets"
+        :key="b"
+        :style="{
+          minHeight: '88px',
+          padding: '10px',
+          border: '1.5px solid var(--n-border-color)',
+          borderRadius: '8px',
+        }"
+        @dragover.prevent
+        @drop="dropTo(b)"
+      >
+        <p
+          style="
+            font-weight: 600;
+            margin: 0 0 8px;
+            text-align: center;
+            font-size: 14px;
+          "
+        >
+          {{ bucket }}
+        </p>
+        <n-space :size="8">
+          <div
+            v-for="i in itemsIn(b)"
+            :key="i"
+            draggable="true"
+            :style="chipStyle(i)"
+            @dragstart="onDragStart(i)"
+          >
+            {{ data.items[i] }}
+          </div>
+        </n-space>
+      </div>
+    </div>
+
+    <n-alert
+      v-if="submitted"
+      :type="allCorrect ? 'success' : 'error'"
+      :title="allCorrect ? '归类全部正确！' : '有归类错误，红色项需要调整'"
+      style="margin-top: 12px"
+    />
+
+    <n-space style="margin-top: 12px" :size="8">
+      <n-button type="warning" :disabled="!allPlaced || locked" @click="submit">
+        提交
+      </n-button>
+      <n-button @click="reset">重置</n-button>
+    </n-space>
+  </n-card>
+</template>
diff --git a/src/oj/learn/components/ExerciseMatch.vue b/src/oj/learn/components/ExerciseMatch.vue
new file mode 100644
index 0000000..df9da90
--- /dev/null
+++ b/src/oj/learn/components/ExerciseMatch.vue
@@ -0,0 +1,192 @@
+<script setup lang="ts">
+import { Exercise, ExerciseMatchData } from "utils/types"
+
+const props = defineProps<{ exercise: Exercise; lang?: string }>()
+const data = computed(() => props.exercise.data as ExerciseMatchData)
+
+const PALETTE = [
+  "#2080f0",
+  "#18a058",
+  "#f0a020",
+  "#d03050",
+  "#8a2be2",
+  "#0891b2",
+  "#db2777",
+  "#65a30d",
+]
+
+const rightOrder = ref<number[]>([]) // 显示顺序里的 right 原始下标
+const pairs = ref<(number | null)[]>([]) // pairs[leftIdx] = 配对的 right 原始下标
+const selectedLeft = ref<number | null>(null)
+const submitted = ref(false)
+
+function shuffle<T>(arr: T[]): T[] {
+  const a = [...arr]
+  for (let i = a.length - 1; i > 0; i--) {
+    const j = Math.floor(Math.random() * (i + 1))
+    ;[a[i], a[j]] = [a[j], a[i]]
+  }
+  return a
+}
+
+function init() {
+  const n = data.value.right.length
+  rightOrder.value = shuffle(Array.from({ length: n }, (_, i) => i))
+  pairs.value = Array(data.value.left.length).fill(null)
+  selectedLeft.value = null
+  submitted.value = false
+}
+
+onMounted(init)
+watch(() => props.exercise.id, init)
+
+const allPaired = computed(() => pairs.value.every((p) => p !== null))
+const allCorrect = computed(() =>
+  pairs.value.every((p, i) => p === data.value.answer[i]),
+)
+const locked = computed(() => submitted.value && allCorrect.value)
+
+function leftOf(rightIdx: number): number {
+  return pairs.value.findIndex((p) => p === rightIdx)
+}
+
+function onLeftClick(i: number) {
+  if (locked.value) return
+  submitted.value = false
+  if (pairs.value[i] !== null) {
+    pairs.value[i] = null
+    selectedLeft.value = i
+    return
+  }
+  selectedLeft.value = selectedLeft.value === i ? null : i
+}
+
+function onRightClick(rightIdx: number) {
+  if (locked.value) return
+  submitted.value = false
+  if (selectedLeft.value === null) {
+    const l = leftOf(rightIdx)
+    if (l !== -1) pairs.value[l] = null
+    return
+  }
+  const prev = leftOf(rightIdx)
+  if (prev !== -1) pairs.value[prev] = null
+  pairs.value[selectedLeft.value] = rightIdx
+  selectedLeft.value = null
+}
+
+function submit() {
+  submitted.value = true
+}
+
+function reset() {
+  init()
+}
+
+function leftColor(i: number): string {
+  if (submitted.value) {
+    if (pairs.value[i] === null) return "#d03050"
+    return pairs.value[i] === data.value.answer[i] ? "#18a058" : "#d03050"
+  }
+  if (selectedLeft.value === i) return "#2080f0"
+  if (pairs.value[i] !== null) return PALETTE[i % PALETTE.length]
+  return "var(--n-border-color)"
+}
+
+function rightColor(rightIdx: number): string {
+  const l = leftOf(rightIdx)
+  if (submitted.value) {
+    if (l === -1) return "var(--n-border-color)"
+    return pairs.value[l] === data.value.answer[l] ? "#18a058" : "#d03050"
+  }
+  if (l === -1) return "var(--n-border-color)"
+  return PALETTE[l % PALETTE.length]
+}
+
+function itemStyle(color: string, selected: boolean): Record<string, string> {
+  const plain = color === "var(--n-border-color)"
+  return {
+    display: "flex",
+    alignItems: "center",
+    gap: "8px",
+    padding: "10px 12px",
+    borderRadius: "6px",
+    border: `${selected ? "2px" : "1.5px"} solid ${color}`,
+    background: plain ? "transparent" : color + "14",
+    cursor: locked.value ? "default" : "pointer",
+    userSelect: "none",
+    fontSize: "15px",
+  }
+}
+
+function dotStyle(color: string): Record<string, string> {
+  return {
+    width: "10px",
+    height: "10px",
+    borderRadius: "50%",
+    background: color,
+    flexShrink: "0",
+  }
+}
+</script>
+
+<template>
+  <n-card style="margin: 16px 0; border: 1.5px solid var(--n-border-color)">
+    <template #header>
+      <n-tag type="primary" :bordered="false">练一练 · 连线匹配</n-tag>
+    </template>
+
+    <p style="font-weight: 500; font-size: 16px; margin-bottom: 8px">
+      {{ data.question }}
+    </p>
+    <p style="color: var(--n-text-color-3); font-size: 13px; margin: 0 0 12px">
+      先点左边一项，再点右边一项即可连线；点击已连线的项可取消。
+    </p>
+
+    <div style="display: flex; gap: 24px; align-items: flex-start">
+      <n-space vertical :size="8" style="flex: 1">
+        <div
+          v-for="(item, i) in data.left"
+          :key="'l' + i"
+          :style="itemStyle(leftColor(i), selectedLeft === i)"
+          @click="onLeftClick(i)"
+        >
+          <span
+            v-if="pairs[i] !== null && !submitted"
+            :style="dotStyle(PALETTE[i % PALETTE.length])"
+          />
+          <span>{{ item }}</span>
+        </div>
+      </n-space>
+
+      <n-space vertical :size="8" style="flex: 1">
+        <div
+          v-for="rightIdx in rightOrder"
+          :key="'r' + rightIdx"
+          :style="itemStyle(rightColor(rightIdx), false)"
+          @click="onRightClick(rightIdx)"
+        >
+          <span
+            v-if="leftOf(rightIdx) !== -1 && !submitted"
+            :style="dotStyle(PALETTE[leftOf(rightIdx) % PALETTE.length])"
+          />
+          <span>{{ data.right[rightIdx] }}</span>
+        </div>
+      </n-space>
+    </div>
+
+    <n-alert
+      v-if="submitted"
+      :type="allCorrect ? 'success' : 'error'"
+      :title="allCorrect ? '全部匹配正确！' : '有匹配错误，红色项需要重新连线'"
+      style="margin-top: 12px"
+    />
+
+    <n-space style="margin-top: 12px" :size="8">
+      <n-button type="primary" :disabled="!allPaired || locked" @click="submit">
+        提交
+      </n-button>
+      <n-button @click="reset">重置</n-button>
+    </n-space>
+  </n-card>
+</template>
diff --git a/src/oj/learn/components/ExercisePredict.vue b/src/oj/learn/components/ExercisePredict.vue
new file mode 100644
index 0000000..30af5f2
--- /dev/null
+++ b/src/oj/learn/components/ExercisePredict.vue
@@ -0,0 +1,92 @@
+<script setup lang="ts">
+import { Exercise, ExercisePredictData } from "utils/types"
+import { highlight } from "../composables/useCodeHighlight"
+import "./exercise-highlight.css"
+
+const props = defineProps<{ exercise: Exercise; lang?: string }>()
+const data = computed(() => props.exercise.data as ExercisePredictData)
+
+const codeHtml = computed(() => highlight(data.value.code, props.lang))
+
+const userInput = ref("")
+const submitted = ref(false)
+
+watch(() => props.exercise.id, reset, { immediate: true })
+
+function normalize(s: string): string {
+  return s
+    .replace(/\r\n/g, "\n")
+    .split("\n")
+    .map((l) => l.replace(/\s+$/, ""))
+    .join("\n")
+    .replace(/^\n+/, "")
+    .replace(/\n+$/, "")
+}
+
+const allCorrect = computed(() =>
+  data.value.answer.some((a) => normalize(a) === normalize(userInput.value)),
+)
+
+function submit() {
+  submitted.value = true
+}
+
+function reset() {
+  userInput.value = ""
+  submitted.value = false
+}
+</script>
+
+<template>
+  <n-card style="margin: 16px 0; border: 1.5px solid var(--n-border-color)">
+    <template #header>
+      <n-tag type="error" :bordered="false">练一练 · 输出预测</n-tag>
+    </template>
+
+    <p style="font-weight: 500; font-size: 16px; margin-bottom: 12px">
+      {{ data.question }}
+    </p>
+
+    <pre
+      :style="{
+        fontFamily: 'Monaco',
+        fontSize: '16px',
+        lineHeight: '1.6',
+        background: 'var(--n-color)',
+        border: '1px solid var(--n-border-color)',
+        borderRadius: '6px',
+        padding: '12px',
+        overflowX: 'auto',
+        margin: 0,
+      }"
+    ><code v-html="codeHtml" /></pre>
+
+    <p style="font-weight: 500; margin: 14px 0 8px">这段代码会输出什么？</p>
+    <n-input
+      v-model:value="userInput"
+      type="textarea"
+      :rows="3"
+      :disabled="submitted && allCorrect"
+      placeholder="在这里输入程序会打印的内容"
+      style="font-family: Monaco"
+    />
+
+    <n-alert
+      v-if="submitted"
+      :type="allCorrect ? 'success' : 'error'"
+      :title="allCorrect ? '输出正确！' : '输出不正确，再读读代码看看'"
+      style="margin-top: 12px"
+    />
+
+    <n-space style="margin-top: 12px" :size="8">
+      <n-button
+        type="error"
+        :disabled="submitted && allCorrect"
+        @click="submit"
+      >
+        提交
+      </n-button>
+      <n-button @click="reset">重置</n-button>
+    </n-space>
+  </n-card>
+</template>
diff --git a/src/oj/learn/components/ExerciseWidget.vue b/src/oj/learn/components/ExerciseWidget.vue
index b7fbfc8..6c88419 100644
--- a/src/oj/learn/components/ExerciseWidget.vue
+++ b/src/oj/learn/components/ExerciseWidget.vue
@@ -4,6 +4,12 @@ import { Exercise } from "utils/types"
 const ExerciseMcq = defineAsyncComponent(() => import("./ExerciseMcq.vue"))
 const ExerciseSort = defineAsyncComponent(() => import("./ExerciseSort.vue"))
 const ExerciseFill = defineAsyncComponent(() => import("./ExerciseFill.vue"))
+const ExerciseMatch = defineAsyncComponent(() => import("./ExerciseMatch.vue"))
+const ExercisePredict = defineAsyncComponent(
+  () => import("./ExercisePredict.vue"),
+)
+const ExerciseDebug = defineAsyncComponent(() => import("./ExerciseDebug.vue"))
+const ExerciseGroup = defineAsyncComponent(() => import("./ExerciseGroup.vue"))
 
 defineProps<{ exercise: Exercise; lang?: string }>()
 </script>
@@ -20,4 +26,16 @@ defineProps<{ exercise: Exercise; lang?: string }>()
     :exercise="exercise"
     :lang="lang"
   />
+  <ExerciseMatch v-else-if="exercise.type === 'match'" :exercise="exercise" />
+  <ExercisePredict
+    v-else-if="exercise.type === 'predict'"
+    :exercise="exercise"
+    :lang="lang"
+  />
+  <ExerciseDebug
+    v-else-if="exercise.type === 'debug'"
+    :exercise="exercise"
+    :lang="lang"
+  />
+  <ExerciseGroup v-else-if="exercise.type === 'group'" :exercise="exercise" />
 </template>
diff --git a/src/oj/learn/components/exercise-highlight.css b/src/oj/learn/components/exercise-highlight.css
new file mode 100644
index 0000000..5493423
--- /dev/null
+++ b/src/oj/learn/components/exercise-highlight.css
@@ -0,0 +1,50 @@
+/* 练一练代码高亮配色（明 / 暗），由涉及代码高亮的题型组件统一引入 */
+.hljs-keyword,
+.hljs-operator,
+.hljs-selector-tag {
+  color: #d73a49;
+}
+.hljs-string,
+.hljs-regexp,
+.hljs-template-literal {
+  color: #032f62;
+}
+.hljs-comment,
+.hljs-quote {
+  color: #6a737d;
+  font-style: italic;
+}
+.hljs-number,
+.hljs-literal {
+  color: #005cc5;
+}
+.hljs-built_in,
+.hljs-title.function_,
+.hljs-class .hljs-title {
+  color: #6f42c1;
+}
+
+.dark .hljs-keyword,
+.dark .hljs-operator,
+.dark .hljs-selector-tag {
+  color: #c678dd;
+}
+.dark .hljs-string,
+.dark .hljs-regexp,
+.dark .hljs-template-literal {
+  color: #98c379;
+}
+.dark .hljs-comment,
+.dark .hljs-quote {
+  color: #7f848e;
+  font-style: italic;
+}
+.dark .hljs-number,
+.dark .hljs-literal {
+  color: #e5c07b;
+}
+.dark .hljs-built_in,
+.dark .hljs-title.function_,
+.dark .hljs-class .hljs-title {
+  color: #61afef;
+}
diff --git a/src/oj/learn/composables/useCodeHighlight.ts b/src/oj/learn/composables/useCodeHighlight.ts
new file mode 100644
index 0000000..3ac8261
--- /dev/null
+++ b/src/oj/learn/composables/useCodeHighlight.ts
@@ -0,0 +1,41 @@
+import hljs from "highlight.js/lib/core"
+import python from "highlight.js/lib/languages/python"
+import c from "highlight.js/lib/languages/c"
+
+hljs.registerLanguage("python", python)
+hljs.registerLanguage("c", c)
+
+export function escapeHtml(text: string): string {
+  return text.replace(/&/g, "&amp;").replace(/</g, "&lt;").replace(/>/g, "&gt;")
+}
+
+function normalizeLang(lang?: string): "python" | "c" | null {
+  return lang === "python" ? "python" : lang === "c" ? "c" : null
+}
+
+// 把整段代码高亮为 HTML；不支持的语言或异常时回退为转义文本
+export function highlight(code: string, lang?: string): string {
+  const language = normalizeLang(lang)
+  if (language) {
+    try {
+      return hljs.highlight(code, { language }).value
+    } catch {
+      // fall through
+    }
+  }
+  return escapeHtml(code)
+}
+
+// 按行高亮：整体高亮后再按行切分，保证跨行 token 着色正确，返回逐行 HTML 数组
+export function highlightLines(lines: string[], lang?: string): string[] {
+  const language = normalizeLang(lang)
+  if (language) {
+    try {
+      const html = hljs.highlight(lines.join("\n"), { language }).value
+      return html.split("\n")
+    } catch {
+      // fall through
+    }
+  }
+  return lines.map((line) => escapeHtml(line))
+}
diff --git a/src/utils/types.ts b/src/utils/types.ts
index 4364873..34d2b3e 100644
--- a/src/utils/types.ts
+++ b/src/utils/types.ts
@@ -627,10 +627,53 @@ export interface ExerciseFillData {
   code: string
 }
 
+export interface ExerciseMatchData {
+  question: string
+  left: string[]
+  right: string[]
+  answer: number[]
+}
+
+export interface ExercisePredictData {
+  question: string
+  code: string
+  answer: string[]
+}
+
+export interface ExerciseDebugData {
+  question: string
+  lines: string[]
+  answer: number[]
+  explanation?: string
+}
+
+export interface ExerciseGroupData {
+  question: string
+  buckets: string[]
+  items: string[]
+  answer: number[]
+}
+
+export type ExerciseType =
+  | "mcq"
+  | "sort"
+  | "fill"
+  | "match"
+  | "predict"
+  | "debug"
+  | "group"
+
 export interface Exercise {
   id: number
-  type: "mcq" | "sort" | "fill"
-  data: ExerciseMcqData | ExerciseSortData | ExerciseFillData
+  type: ExerciseType
+  data:
+    | ExerciseMcqData
+    | ExerciseSortData
+    | ExerciseFillData
+    | ExerciseMatchData
+    | ExercisePredictData
+    | ExerciseDebugData
+    | ExerciseGroupData
   order: number
 }