diff --git a/apps/api/src/routes/flowchart.ts b/apps/api/src/routes/flowchart.ts
index b6e6156..6149dfa 100644
--- a/apps/api/src/routes/flowchart.ts
+++ b/apps/api/src/routes/flowchart.ts
@@ -12,7 +12,7 @@ import {
   NO_CLASS,
   STUDENT_ROLES,
 } from "@oj2/contract"
-import { and, asc, count, desc, eq, inArray, isNull, sql, type SQL } from "drizzle-orm"
+import { and, asc, count, desc, eq, inArray, isNull, lt, sql, type SQL } from "drizzle-orm"
 import { Hono } from "hono"
 
 import { requireAuth, requireTeacher, type AppEnv } from "../auth/middleware"
@@ -80,9 +80,31 @@ function cutoffsFor(user: AuthUser, rows: Array<{ userId: number; problemId: num
   return problemSetLockCutoffs(user.id, [...new Set(own)])
 }
 
+/** 上一次走对了几组（见契约 previousCases）：同一个人、同一道题、更早、评完了的那一次 */
+async function previousCases(flowchart: typeof schema.flowchartSubmission.$inferSelect) {
+  const [previous] = await db
+    .select({ details: schema.flowchartSubmission.aiCriteriaDetails })
+    .from(schema.flowchartSubmission)
+    .where(
+      and(
+        eq(schema.flowchartSubmission.userId, flowchart.userId),
+        eq(schema.flowchartSubmission.problemId, flowchart.problemId),
+        eq(schema.flowchartSubmission.status, 2),
+        lt(schema.flowchartSubmission.createTime, flowchart.createTime),
+      ),
+    )
+    .orderBy(desc(schema.flowchartSubmission.createTime))
+    .limit(1)
+  const details = asRecord(previous?.details)
+  if (details.version !== 2 || !Array.isArray(details.cases)) return null
+  const cases = details.cases.map((item) => asRecord(item))
+  return { passed: cases.filter((item) => item.ok === true).length, total: cases.length }
+}
+
 function flowchartData(
   flowchart: typeof schema.flowchartSubmission.$inferSelect,
   username: string,
+  previous: { passed: number; total: number } | null = null,
 ) {
   return {
     id: flowchart.id,
@@ -101,6 +123,7 @@ function flowchartData(
     aiModel: flowchart.aiModel,
     processingTime: flowchart.processingTime,
     evaluationTime: flowchart.evaluationTime,
+    previousCases: previous,
   } satisfies FlowchartSubmission
 }
 
@@ -716,7 +739,7 @@ flowchartRoutes.get("/flowcharts/:id", requireAuth, async (c) => {
   const user = c.get("user")!
   if (!row || !canView(user, row.flowchart, row.problem, await cutoffsFor(user, [row.flowchart])))
     return failure(c, 404, "flowchart-not-found", "Submission does not exist")
-  return success(c, flowchartData(row.flowchart, row.username))
+  return success(c, flowchartData(row.flowchart, row.username, await previousCases(row.flowchart)))
 })
 
 flowchartRoutes.post("/flowcharts/:id/retry", requireAuth, async (c) => {
diff --git a/apps/web/src/oj/problem/components/FlowchartResult.vue b/apps/web/src/oj/problem/components/FlowchartResult.vue
index df712dc..7690b45 100644
--- a/apps/web/src/oj/problem/components/FlowchartResult.vue
+++ b/apps/web/src/oj/problem/components/FlowchartResult.vue
@@ -9,7 +9,7 @@ import { sortFlowchartCriteria } from "utils/constants"
 import { parseTime } from "utils/functions"
 import { mermaidOrder, signature } from "shared/components/FlowchartEditor/model"
 import FlowchartNote from "shared/components/FlowchartNote.vue"
-import { caseReport } from "utils/flowchart"
+import { caseReport, flowchartVerdict } from "utils/flowchart"
 
 /**
  * 「结果」页签里流程图作业的那一块：AI 在评 / 评完了几分 / 历次分数 / 评语和改进建议。
@@ -252,9 +252,7 @@ function goCode() {
       <!-- 设计稿 FlowResFail / FlowResPass：等级 + 几组走对，下面逐组 -->
       <div v-if="report" class="headline">
         <span class="grade" :class="gradeType(current.grade)">{{ current.grade }} 级</span>
-        <span class="headline-text">{{
-          report.passed === report.total ? "画对了" : "还没画对"
-        }}</span>
+        <span class="headline-text">{{ flowchartVerdict(report, current.grade) }}</span>
         <span v-if="isFlowchartPass(current.grade)" class="headline-note">这道题算做完了</span>
       </div>
       <div v-else class="score-line">
@@ -287,6 +285,7 @@ function goCode() {
           :report="report"
           :feedback="detail.aiFeedback"
           :suggestions="detail.aiSuggestions"
+          :previous="detail.previousCases"
           class="block"
         />
       </template>
diff --git a/apps/web/src/oj/submission/components/FlowchartPane.vue b/apps/web/src/oj/submission/components/FlowchartPane.vue
index 12fbbaa..db1c42f 100644
--- a/apps/web/src/oj/submission/components/FlowchartPane.vue
+++ b/apps/web/src/oj/submission/components/FlowchartPane.vue
@@ -11,7 +11,7 @@ import { submissionTimeText } from "../utils"
 import FlowchartState from "./FlowchartState.vue"
 import UserName from "shared/components/UserName.vue"
 import FlowchartNote from "shared/components/FlowchartNote.vue"
-import { caseReport } from "utils/flowchart"
+import { caseReport, flowchartVerdict } from "utils/flowchart"
 
 /**
  * 流程图模式的右栏：左边画出来的图，右边四项评分和建议。原来要点编号再开一个
@@ -89,9 +89,26 @@ async function load() {
   detail.value = res
   await nextTick()
   await renderFlowchart(graph.value, res.mermaidCode)
+  fitGraph(graph.value)
   markFocus(graph.value)
 }
 
+/**
+ * 图填满图框：大图照旧缩小，小图也放大，但最多到原尺寸的 1.5 倍（再大字就粗笨了）。
+ * 原来只缩不放，比大小这种五六个框的图在一大块空白中间只占一小团
+ */
+function fitGraph(el: HTMLElement | null) {
+  const svg = el?.querySelector("svg")
+  const w = Number.parseFloat(svg?.getAttribute("width") ?? "")
+  const h = Number.parseFloat(svg?.getAttribute("height") ?? "")
+  if (!svg || !w || !h) return
+  if (!svg.getAttribute("viewBox")) svg.setAttribute("viewBox", `0 0 ${w} ${h}`)
+  svg.style.width = "100%"
+  svg.style.height = "100%"
+  svg.style.maxWidth = `${w * 1.5}px`
+  svg.style.maxHeight = `${h * 1.5}px`
+}
+
 /**
  * 要改的那个框标红：AI 对着答案指出的，没有就退回程序找到的第一处出错的框。
  * pele 把 Mermaid 的框号放在节点 <g> 的 data-id 上
@@ -141,7 +158,6 @@ function barColor(score: number, max: number) {
 
 /** 2026-10 起的「走例子」报告；老提交是 null，照旧显示四项分 */
 const report = computed(() => caseReport(shown.value?.aiCriteriaDetails))
-const allPassed = computed(() => !!report.value && report.value.passed === report.value.total)
 const openCase = ref<number | null>(null)
 /** 逐组数据默认收着，老师和学生一样（设计稿 FlowNotePane）；翻到下一张收回去 */
 const casesOpen = ref(false)
@@ -275,13 +291,14 @@ const canRetry = computed(
           <span class="muted">这次评分失败了{{ teacher ? "，可以点「重新评分」" : "" }}</span>
         </template>
         <template v-else-if="shown && report">
-          <b class="headline">{{ allPassed ? "画对了" : "还没画对" }}</b>
+          <b class="headline">{{ flowchartVerdict(report, shown.aiGrade) }}</b>
           <FlowchartNote
             v-model:selected="openCase"
             v-model:open="casesOpen"
             :report="report"
             :feedback="shown.aiFeedback"
             :suggestions="shown.aiSuggestions"
+            :previous="shown.previousCases"
             compact
           />
         </template>
@@ -512,8 +529,9 @@ const canRetry = computed(
   background: v-bind("theme.cardColor");
 }
 
+/* 图占大头（设计稿 FlowNotePane）：42% 时蜜橘分拣这种宽图只剩三成大，框里的字看不清 */
 .graph-box {
-  flex: 0 0 42%;
+  flex: 0 0 62%;
   min-width: 0;
   display: flex;
   flex-direction: column;
diff --git a/apps/web/src/shared/components/FlowchartNote.vue b/apps/web/src/shared/components/FlowchartNote.vue
index 4ada4fd..594d777 100644
--- a/apps/web/src/shared/components/FlowchartNote.vue
+++ b/apps/web/src/shared/components/FlowchartNote.vue
@@ -19,6 +19,8 @@ const props = defineProps<{
   report: FlowchartCaseReport
   feedback: string | null
   suggestions: string | null
+  /** 上一次走对了几组（详情接口的 previousCases） */
+  previous?: { passed: number; total: number } | null
   /** 提交列表右栏窄：字小一号 */
   compact?: boolean
 }>()
@@ -40,6 +42,24 @@ const better = computed(() => (passed.value ? (props.suggestions?.trim() ?? "")
 
 /** 收起时连点开的那一组一起收掉（画布回到只标要改的框）。先算好再写：外面接着 v-model 时，
  * 写完马上读 open.value 读到的还是旧值 */
+/**
+ * 「比上次多对了 n 组」：只在这次没画对时说（画对了标题已经够了），一样多不说；
+ * 两次的组数不一样（老师中途改了例子）就没法比，也不说
+ */
+const compare = computed(() => {
+  const previous = props.previous
+  if (passed.value || !previous || previous.total !== props.report.total) return null
+  const diff = props.report.passed - previous.passed
+  if (diff > 0)
+    return { up: true, text: `比上次多对了 ${diff} 组${props.compact ? "" : "，接着改"}` }
+  if (diff < 0)
+    return {
+      up: false,
+      text: `比上次少对了 ${-diff} 组${props.compact ? "" : "，看看刚才改了哪里"}`,
+    }
+  return null
+})
+
 function toggle() {
   const next = !open.value
   open.value = next
@@ -49,6 +69,28 @@ function toggle() {
 
 <template>
   <div class="flowchart-note" :class="{ compact }">
+    <!-- 完成度：一组一段，走对几组亮几段（不写「组」，学生不关心是几组数据） -->
+    <div class="progress">
+      <div
+        class="segments"
+        role="img"
+        :aria-label="`完成度：${report.total} 段亮了 ${report.passed} 段`"
+      >
+        <!-- 从左往右亮，是条进度，不按哪一组对哪一组错排 -->
+        <span
+          v-for="index in report.total"
+          :key="index"
+          :class="{ lit: index <= report.passed }"
+        ></span>
+      </div>
+      <span
+        v-if="compare"
+        class="compare"
+        :style="{ color: tone(compare.up ? 'success' : 'warning').color }"
+      >
+        {{ compare.text }}
+      </span>
+    </div>
     <div v-if="wrong || fix || better" class="card">
       <div v-if="wrong">
         <div class="label" :style="{ color: tone('error').color }">
@@ -85,6 +127,46 @@ function toggle() {
   gap: 12px;
 }
 
+.progress {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+  gap: 6px 12px;
+}
+
+.segments {
+  display: flex;
+  gap: 4px;
+}
+
+.segments span {
+  width: 36px;
+  height: 8px;
+  border-radius: 4px;
+  background: v-bind("theme.dividerColor");
+}
+
+.segments span.lit {
+  background: v-bind("theme.successColor");
+}
+
+.compact .segments {
+  gap: 3px;
+}
+
+.compact .segments span {
+  width: 22px;
+  height: 7px;
+}
+
+.compare {
+  font-size: 14px;
+}
+
+.compact .compare {
+  font-size: 13px;
+}
+
 .card {
   display: flex;
   flex-direction: column;
@@ -96,7 +178,7 @@ function toggle() {
 
 .compact .card {
   gap: 12px;
-  padding: 12px 14px;
+  padding: 10px 12px;
 }
 
 .label {
@@ -120,8 +202,8 @@ function toggle() {
 
 .compact .card p {
   margin-top: 4px;
-  font-size: 15px;
-  line-height: 1.7;
+  font-size: 14px;
+  line-height: 1.65;
 }
 
 .toggle {
diff --git a/apps/web/src/utils/flowchart.ts b/apps/web/src/utils/flowchart.ts
index c826aa5..a993eb9 100644
--- a/apps/web/src/utils/flowchart.ts
+++ b/apps/web/src/utils/flowchart.ts
@@ -30,6 +30,17 @@ export function caseReport(details: Record<string, unknown> | null | undefined)
   } satisfies FlowchartCaseReport
 }
 
+/**
+ * 标题那句话（设计稿 FlowNote*）。等级照旧存 S/A/B/C，学生看到的是话：全对时 S「画得很清楚」、
+ * A「画对了」；没全对按走对几组分三档，C 里一组都没对和对了几组分开说 —— 一直是「还没画对」
+ * 会让人泄气
+ */
+export function flowchartVerdict(report: FlowchartCaseReport, grade: string | null) {
+  if (report.passed === report.total) return grade === "S" ? "画对了，画得很清楚" : "画对了"
+  if (report.passed * 2 >= report.total) return "快画对了"
+  return report.passed > 0 ? "对了一部分" : "还没画对"
+}
+
 /** 「6 组走对 3 组」「6 组全部走对」 */
 export function caseHeadline(report: FlowchartCaseReport) {
   return report.passed === report.total
diff --git a/packages/contract/src/flowchart.ts b/packages/contract/src/flowchart.ts
index 1703806..3df523a 100644
--- a/packages/contract/src/flowchart.ts
+++ b/packages/contract/src/flowchart.ts
@@ -40,6 +40,14 @@ export const flowchartSubmissionSchema = z.object({
   aiModel: z.string(),
   processingTime: z.number().nullable(),
   evaluationTime: z.string().nullable(),
+  /**
+   * 同一个人同一道题的上一次（评完了的）走对了几组，给「比上次多对了 n 组」用。
+   * 上一次不是走例子的评法（2026-10 之前的四项分）、或者没有上一次，给 null
+   */
+  previousCases: z
+    .object({ passed: z.number().int(), total: z.number().int() })
+    .nullable()
+    .optional(),
 })
 
 export const flowchartListItemSchema = z.object({