From 0f270366aa82b457585adf28f283fd4fb53d9cfd Mon Sep 17 00:00:00 2001
From: Wxw-Gu <84499436+Wxw-Gu@users.noreply.github.com>
Date: Fri, 18 Sep 2026 14:39:05 +0800
Subject: [PATCH] =?UTF-8?q?feat:=20=E5=9B=BE=E7=89=87=E6=96=87=E5=AD=97?=
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---
 resources/wcdb/win32/x64/wcdb_api.dll         | Bin 357376 -> 382976 bytes
 src/main/index.ts                             |  25 +-
 src/main/services/chat-service.ts             |  49 +-
 src/main/services/image-text-index-service.ts | 587 +++++++++++++++---
 src/main/services/image-text-index-store.ts   |  80 ++-
 src/main/services/local-query-api-service.ts  |  16 +-
 src/main/wcdb4-client.ts                      |  82 ++-
 .../components/search/ImageTextIndexCard.tsx  |  51 +-
 src/shared/image-text-index.ts                | 322 ++++++++++
 src/shared/local-query-api.ts                 |   8 +
 .../component/image-text-index-card.test.tsx  | 102 +++
 ...text-index-checkpoint-and-coverage.test.ts | 200 ++++--
 .../image-text-index-image-query.test.ts      |  26 +-
 .../image-text-index-progress-notify.test.ts  |   9 +-
 .../image-text-index-recent-first.test.ts     | 543 ++++++++++++++++
 15 files changed, 1917 insertions(+), 183 deletions(-)
 create mode 100644 tests/integration/image-text-index-recent-first.test.ts

diff --git a/resources/wcdb/win32/x64/wcdb_api.dll b/resources/wcdb/win32/x64/wcdb_api.dll
index 530f6edebaa3571d7d22e9b5e29ec5e48b17c546..f1f98150e8277838a685cb4e27ce339da78a3db0 100644
GIT binary patch
delta 159532
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diff --git a/src/main/index.ts b/src/main/index.ts
index 8be05fb..9464d55 100644
--- a/src/main/index.ts
+++ b/src/main/index.ts
@@ -148,7 +148,10 @@ import type { AppLogEntry } from '../shared/app-log'
 import { appUpdateService } from './services/app-update-service'
 import { clearCache, getCacheSummary, openKnowledgeDirectory } from './services/cache-service'
 import { imageTextIndexService } from './services/image-text-index-service'
-import type { ImageTextIndexStartOptions } from '../shared/image-text-index'
+import {
+  IMAGE_TEXT_SEGMENT_MESSAGE_LIMIT,
+  type ImageTextIndexStartOptions
+} from '../shared/image-text-index'
 import type { CacheClearScope } from './services/cache-service'
 import { configureRecallArchive, RecallArchiveMonitor } from './services/recall-archive-service'
 import { VideoAssetService } from './video-asset-service'
@@ -703,12 +706,20 @@ app.whenReady().then(async () => {
      * 全量读取一个 20 万条消息的会话实测要 15s 以上，而其中 99% 以上的行
      * 图片索引根本不看 —— 那是数据边界错了，不是 OCR 慢。
      */
-    listImageMessages: (conversationId) =>
-      chat.listImageMessagesAsync(conversationId, undefined, 'image-text-index'),
-    countConversationImages: (conversationId, sinceMs) =>
-      chat.countImageMessagesAsync(conversationId, sinceMs),
-    imageWatermark: (conversationId, sinceMs) =>
-      chat.imageConversationWatermarkAsync(conversationId, sinceMs),
+    listImageMessages: (conversationId, window) =>
+      chat.listImageMessagesAsync(
+        conversationId,
+        {
+          ...(window?.sinceMs !== undefined ? { sinceMs: window.sinceMs } : {}),
+          ...(window?.beforeMs !== undefined ? { beforeMs: window.beforeMs } : {}),
+          limit: IMAGE_TEXT_SEGMENT_MESSAGE_LIMIT
+        },
+        'image-text-index'
+      ),
+    countConversationImages: (conversationId, range) =>
+      chat.countImageMessagesAsync(conversationId, range),
+    imageWatermark: (conversationId, range) =>
+      chat.imageConversationWatermarkAsync(conversationId, range),
     decryptService: () => ensureImageDecryptService(),
     capability: () => systemOcrService.getCapability(),
     /**
diff --git a/src/main/services/chat-service.ts b/src/main/services/chat-service.ts
index 427d4ec..5fa81a5 100644
--- a/src/main/services/chat-service.ts
+++ b/src/main/services/chat-service.ts
@@ -17,6 +17,7 @@ import {
 import { mergeRecallArchiveMessages, recordRecallArchiveMessages } from './recall-archive-service'
 import type { ExportImageQuality } from '../../shared/image-quality'
 import type { ImageMessageCountProbe } from '../../shared/image-text-index'
+import { imageTextWindowToSeconds } from '../../shared/image-text-index'
 import { wcdbDebugLog } from '../wcdb-debug'
 import {
   buildContactSearchIndex,
@@ -852,23 +853,45 @@ export async function listMessagesAsync(
  */
 export async function listImageMessagesAsync(
   userMd5: string,
+  window: {
+    /** 闭下界（epoch ms）。 */
+    sinceMs?: number
+    /** 开上界（epoch ms）。 */
+    beforeMs?: number
+    limit?: number
+  } = {},
   requestId = '',
   caller: ListMessagesCaller = 'unknown'
 ): Promise<FormattedMessage[]> {
   if (!dbRef) return []
   const perf = emptyPerf(caller, requestId || nextListMessagesRequestId())
   const totalStartedAt = Date.now()
+  // ms 半开区间 → 秒闭区间。换算只有共享契约里那一处实现。
+  const { sinceSec, beforeSecInclusive } = imageTextWindowToSeconds(window)
+  const startTime = sinceSec ?? undefined
+  const endTime = beforeSecInclusive ?? undefined
   try {
     const rawReadStartedAt = Date.now()
-    const rawMessages = await dbRef
-      .getWcdb4Client()
-      .listImageMessagesAsync(userMd5, { requestId: perf.requestId })
+    const rawMessages = await dbRef.getWcdb4Client().listImageMessagesAsync(userMd5, {
+      ...(window.sinceMs !== undefined ? { sinceMs: window.sinceMs } : {}),
+      ...(window.beforeMs !== undefined ? { beforeMs: window.beforeMs } : {}),
+      ...(window.limit !== undefined ? { limit: window.limit } : {}),
+      // recent-first：同一时间窗内**新的图片先处理**。
+      order: 'desc',
+      requestId: perf.requestId
+    })
     perf.rawReadMs += Date.now() - rawReadStartedAt
+    /**
+     * 时间边界必须同时交给格式化与召回归档合并。
+     *
+     * 少了这一步，归档合并会把**窗口之外**的撤回图片补回来 —— 于是"最近 7 天"
+     * 这一段会混进十年前的消息，分段窗口形同虚设。
+     */
     const sourceMessages = listSourceMessages(
       userMd5,
-      undefined,
-      undefined,
-      undefined,
+      startTime,
+      endTime,
+      window.limit !== undefined ? { limit: window.limit } : undefined,
       rawMessages,
       perf.requestId,
       perf
@@ -880,9 +903,9 @@ export async function listImageMessagesAsync(
     const result = mergeRecallArchiveMessages(
       userMd5,
       sourceMessages,
-      undefined,
-      undefined,
-      undefined
+      startTime,
+      endTime,
+      window.limit
     )
     perf.sortMs += Date.now() - recallStartedAt
     return result
@@ -933,10 +956,10 @@ export async function listMessagesForExport(
  */
 export async function countImageMessagesAsync(
   userMd5: string,
-  sinceMs?: number
+  range?: number | { sinceMs?: number; beforeMs?: number }
 ): Promise<ImageMessageCountProbe> {
   if (!dbRef) return { count: null, typeColumn: null, error: '微信数据库尚未就绪' }
-  return dbRef.getWcdb4Client().countImageMessagesAsync(userMd5, sinceMs)
+  return dbRef.getWcdb4Client().countImageMessagesAsync(userMd5, range)
 }
 
 /**
@@ -947,10 +970,10 @@ export async function countImageMessagesAsync(
  */
 export async function imageConversationWatermarkAsync(
   userMd5: string,
-  sinceMs?: number
+  range?: number | { sinceMs?: number; beforeMs?: number }
 ): Promise<{ count: number; maxLocalId: number } | null> {
   if (!dbRef) return null
-  return dbRef.getWcdb4Client().imageConversationWatermarkAsync(userMd5, sinceMs)
+  return dbRef.getWcdb4Client().imageConversationWatermarkAsync(userMd5, range)
 }
 
 export async function countVoiceMessagesAsync(
diff --git a/src/main/services/image-text-index-service.ts b/src/main/services/image-text-index-service.ts
index 3a4c696..9e2a8d4 100644
--- a/src/main/services/image-text-index-service.ts
+++ b/src/main/services/image-text-index-service.ts
@@ -17,12 +17,14 @@ import { createHash } from 'node:crypto'
 import { existsSync } from 'node:fs'
 import {
   DEFAULT_IMAGE_TEXT_OCR_CONCURRENCY,
+  IMAGE_TEXT_BACKFILL_TIER_ORDER,
   IMAGE_TEXT_INDEX_BATCH_SIZE,
   IMAGE_TEXT_INDEX_PROGRESS_INTERVAL_MS,
   IMAGE_TEXT_INDEX_RATE_MIN_SPAN_MS,
   IMAGE_TEXT_INDEX_RATE_WINDOW_MS,
   IMAGE_OCR_RETRIABLE_FAILURE_STATES,
   buildImageOcrArtifactKey,
+  buildImageTextBackfillSegments,
   imageTextProcessedPercent,
   isTerminalImageOcrState,
   resolveImageTextOcrConcurrency,
@@ -30,8 +32,10 @@ import {
   type ImageMessageWatermark,
   type ImageOcrPersistedState,
   type ImageOcrProvenance,
+  type ImageTextBackfillSegment,
   type ImageTextIndexCountResult,
   type ImageTextIndexCoverage,
+  type ImageTextIndexPhase,
   type ImageTextIndexProgress,
   type ImageTextIndexRepairResult,
   type ImageTextIndexRunState,
@@ -39,7 +43,8 @@ import {
   type ImageTextIndexStageTimings,
   type ImageTextIndexStartOptions,
   type ImageTextIndexStatus,
-  type ImageTextIndexStorageStats
+  type ImageTextIndexStorageStats,
+  type ImageTextTierCoverage
 } from '../../shared/image-text-index'
 import {
   detectSystemOcrImageFormat,
@@ -86,7 +91,16 @@ export interface ImageTextIndexServiceDeps {
    * 由 WCDB 在 SQL 层过滤，而不是把整个会话读进来再筛。
    * 缺省时回退到 `listMessages`（测试用），但生产必须接上 —— 否则大会话会拖垮一遍 pass。
    */
-  listImageMessages?: (conversationId: string) => Promise<chat.FormattedMessage[]>
+  listImageMessages?: (
+    conversationId: string,
+    /**
+     * 时间窗（`[sinceMs, beforeMs)`，半开）。不传 = 整个会话。
+     *
+     * recent-first 的分段计划靠它把"最近 7 天"和"更早"分开，而不是把整个会话
+     * 读进来再在 JS 里筛 —— 那正是大会话跑不动的根因。
+     */
+    window?: { sinceMs?: number; beforeMs?: number }
+  ) => Promise<chat.FormattedMessage[]>
   /**
    * 单个会话的图片消息计数（SQL 统计，不解密）。
    *
@@ -94,7 +108,7 @@ export interface ImageTextIndexServiceDeps {
    */
   countConversationImages?: (
     conversationId: string,
-    sinceMs?: number
+    range?: number | { sinceMs?: number; beforeMs?: number }
   ) => Promise<ImageMessageCountProbe>
   /**
    * 单个会话的图片消息增量水位（条数 + 最大插入序），SQL 聚合，不解密。
@@ -103,7 +117,7 @@ export interface ImageTextIndexServiceDeps {
    */
   imageWatermark?: (
     conversationId: string,
-    sinceMs?: number
+    range?: number | { sinceMs?: number; beforeMs?: number }
   ) => Promise<ImageMessageWatermark | null>
   decryptService?: () => ImageDecryptService | null
   /** 本地 OCR。 */
@@ -289,6 +303,14 @@ export class ImageTextIndexService {
   private counting = false
   private listeners = new Set<(status: ImageTextIndexStatus) => void>()
   private lastError: string | undefined
+  /**
+   * 当前阶段（recent-first 可见性）。
+   *
+   * 它**不参与进度计算**：总进度永远是 `processed / totalImageMessages`。
+   */
+  private currentPhase: ImageTextIndexPhase = 'complete'
+  /** 本遍 pass 的起点，用于 `preLoop.startupMs`。 */
+  private passStartedAt = 0
   private startedAt: number | undefined
   /** 上一次清理实际重建（失效）了多少个会话的 Knowledge 索引；用于诊断与测试。 */
   lastInvalidatedConversations = 0
@@ -602,6 +624,20 @@ export class ImageTextIndexService {
      * 它必须阻断 `complete` —— 否则 Query Agent 会拿着"覆盖完整"去回答"没有"。
      */
     const systemicFailure = processed > 0 && indexed === 0 && empty === 0 && missing === 0
+    /**
+     * 覆盖完整性。
+     *
+     * 分母取自流水线**真实走过**的集合时（`useScan`），不再要求 `counted.complete`：
+     * 那个标志表达的是"`countImageMessages()` 把每个会话都数上了"，而进度现在已经
+     * 不用那个分母了。继续要求它，会让一个**已经跑完**的索引因为"某个会话数不上"
+     * 而永远停在"部分完成"。
+     */
+    const complete =
+      total > 0 &&
+      runtimeUnavailable === 0 &&
+      !systemicFailure &&
+      processed >= total &&
+      (useScan || (counted !== null && counted.complete))
     return {
       totalImageMessages: total,
       processed,
@@ -613,22 +649,11 @@ export class ImageTextIndexService {
       pending: Math.max(0, total - processed - runtimeUnavailable),
       // 从未统计过总数 → 不算"已建立"：不知道分母就不允许声称覆盖。
       established: counted !== null && (processed > 0 || runtimeUnavailable > 0),
-      /**
-       * 覆盖完整性。
-       *
-       * 分母取自流水线**真实走过**的集合时（`useScan`），不再要求 `counted.complete`：
-       * 那个标志表达的是"`countImageMessages()` 把每个会话都数上了"，而进度现在已经
-       * 不用那个分母了。继续要求它，会让一个**已经跑完**的索引因为"某个会话数不上"
-       * 而永远停在"部分完成"。
-       */
-      complete:
-        total > 0 &&
-        runtimeUnavailable === 0 &&
-        !systemicFailure &&
-        processed >= total &&
-        (useScan || (counted !== null && counted.complete)),
+      complete,
       systemicFailure,
-      countedAt: counted?.countedAt ?? null
+      countedAt: counted?.countedAt ?? null,
+      // recent-first 的时间维度：让调用方能回答"这一段时间能不能下确定性结论"。
+      ...this.tierCoverageSnapshot(complete)
     }
   }
 
@@ -672,7 +697,14 @@ export class ImageTextIndexService {
       cancellable: this.running,
       paused: this.runState === 'paused',
       ...this.rateSnapshot(coverage.processed, total),
-      ...(this.lastError ? { lastError: this.lastError } : {})
+      ...(this.lastError ? { lastError: this.lastError } : {}),
+      // 阶段提示只在"真的在做这件事"时给：运行/暂停时报当前分段；整体完成时报完成。
+      // 其余情况（idle / cancelled 且未完成）不给 —— 宁可不说，也不给一句过期的阶段。
+      ...(this.running || this.runState === 'paused'
+        ? { currentPhase: this.currentPhase }
+        : coverage.complete
+          ? { currentPhase: 'complete' as ImageTextIndexPhase }
+          : {})
     }
   }
 
@@ -713,7 +745,9 @@ export class ImageTextIndexService {
           established: false,
           complete: false,
           systemicFailure: false,
-          countedAt: null
+          countedAt: null,
+          tiers: [],
+          coveredToMs: null
         },
         storage: this.emptyStorage(),
         counting: this.counting
@@ -1265,6 +1299,22 @@ export class ImageTextIndexService {
     return { started: true, state: this.runState }
   }
 
+  /**
+   * 一次索引 pass。
+   *
+   * recent-first 的核心：**外层是时间分段，内层才是会话**。
+   *
+   * 为什么不能只把会话列表按"最近活跃"排序就完事：那只保证"先把 A 群全部历史扫完"，
+   * 而用户要的是"最近这几天的图片，不管在哪个群，都先能搜"。所以必须分段优先 ——
+   * 先把最近 7 天在所有会话上横着扫完，再退到下一个更老的分段。
+   *
+   * 四条不可动摇的性质：
+   * 1. **锚点固定**：backfill 的 `anchorMs` 一旦落盘就不再变，分段边界因此稳定，
+   *    不会"跑几小时后 7 天窗口往前挪"。
+   * 2. **新消息永远优先**：比锚点更新的图片由"增量补齐"负责，且它在每个调度点之前跑。
+   * 3. **已完成的分段不重扫**；已 terminal 的 binding 永远跳过（不重复 OCR）。
+   * 4. **进度不骗人**：总进度始终是 `processed / total`，分段只提供阶段文案。
+   */
   private async runPass(options: ImageTextIndexStartOptions): Promise<void> {
     const store = this.ensureStore()
     if (!store) {
@@ -1276,6 +1326,8 @@ export class ImageTextIndexService {
 
     // 进入图片流水线之前的一次性成本：单列出来，避免被摊进"每张图片"。
     const preLoopStartedAt = this.now()
+    // `startupMs` 的参照点。逐会话逻辑被抽成独立方法之后，它必须放在实例上。
+    this.passStartedAt = preLoopStartedAt
     const capability = (await this.deps.capability?.()) ?? null
     if (capability && !capability.available) {
       this.lastError = '当前系统不支持本地图片文字识别'
@@ -1323,16 +1375,261 @@ export class ImageTextIndexService {
      * `startupMs` 的取样点必须是"第一张图片进入流水线的那一刻"，不能在这里就记 ——
      * 否则会话级的准备成本会漏在外面，而那正是"单张很快、整遍很慢"的差额来源之一。
      */
-    let preLoopCaptured = false
+    const preLoopState = { captured: false }
 
     const scanState = store.readScanState()
-    let budget = options.messageLimit && options.messageLimit > 0 ? options.messageLimit : Infinity
+    const budget = {
+      remaining: options.messageLimit && options.messageLimit > 0 ? options.messageLimit : Infinity
+    }
+    /**
+     * 受控窗口（用于小样本验证）：只跑这一个窗口，**不写任何分段状态**，
+     * 因此同一个窗口可以反复跑（checkpoint 是围绕全量集合建立的，混用会让"跳过"
+     * 变得不可解释）。
+     */
+    const windowed = Boolean(options.sinceMs && options.sinceMs > 0)
+
+    const plan = this.resolveBackfillPlan(store, options)
+
+    /**
+     * 升级场景：老版本可能已经把**全量**图片索引建完了。此时库里没有任何分段信息，
+     * 应当直接落成"全部完成"，不重新回填 —— 用户已经拥有的东西不能被降级。
+     *
+     * 但**不能只看库里自称的进度**：`readScanProgress()` 记的是"上一次跑完时留下了多少"，
+     * 它不知道源里后来又新增了图片。只信它就会把"库里自称已完成、源侧其实有新增"
+     * 误判成"全部完成"，于是那些新增的图片永远不会被索引。
+     *
+     * 所以必须先向**源侧**核实：逐会话比对插入序水位，只有确实没有新内容时才算数。
+     * 这次核实本身就是增量补齐（水位没涨的会话一条 SQL 就跳过），不会白跑。
+     */
+    if (!windowed && plan.created) {
+      const existing = this.coverageFromCounts(store.countByState())
+      if (existing.complete) {
+        const verified = await this.processWindow({
+          window: null,
+          incremental: true,
+          contacts,
+          provenance,
+          store,
+          budget,
+          scanState,
+          preLoopState,
+          marksConversationDone: true
+        })
+        if (!verified.interrupted && !verified.truncated && verified.imageCount === 0) {
+          for (const tier of IMAGE_TEXT_BACKFILL_TIER_ORDER) {
+            store.writeBackfillTierState(tier, 'complete')
+          }
+          store.writeBackfillCoveredToMs(this.now())
+          this.currentPhase = 'complete'
+          this.runState = 'completed'
+          this.running = false
+          await this.emit()
+          return
+        }
+      }
+    }
+    const lastSegment = plan.segments[plan.segments.length - 1]
+    /**
+     * 增量补齐跑过没有（本次 pass）。
+     *
+     * 它必须**独立于"本分段要不要扫"**：所有分段都已完成时，仍然需要一次补齐，
+     * 否则"全部建完之后新到的图片"就再也没人接。
+     */
+    let swept = false
+
+    for (const segment of plan.segments) {
+      if (this.cancelRequested || this.pauseRequested || budget.remaining <= 0) break
+
+      const tierState = windowed ? null : store.readBackfillState().tierStates[segment.tier]
+      // 已完成的分段不再重扫 —— restart / resume 因此从**当前**分段继续，
+      // 而不是回到最近 7 天把已经做过的事再做一遍。
+      const shouldScan = windowed || tierState !== 'complete'
+
+      /**
+       * 增量补齐：**每个调度点先跑一次**，且本 pass 至少跑一次。
+       *
+       * 排在历史分段之前，是为了"绝不会因为正在扫十年前的历史，让今天新收到的图片排队"；
+       * 即使分段全部完成、本 pass 没有任何分段要扫，也仍然要跑一次。
+       */
+      if (!windowed && (!swept || shouldScan)) {
+        const interrupted = await this.sweepIncremental({
+          plan,
+          contacts,
+          provenance,
+          store,
+          budget,
+          scanState,
+          preLoopState
+        })
+        swept = true
+        if (interrupted) break
+      }
+
+      if (!shouldScan) continue
+
+      this.currentPhase = windowed ? 'incremental' : segment.tier
+      if (!windowed) store.writeBackfillTierState(segment.tier, 'running')
+      await this.emit()
+
+      const scanned = await this.processWindow({
+        window: { sinceMs: segment.startMs, beforeMs: segment.endMs },
+        incremental: false,
+        contacts,
+        provenance,
+        store,
+        budget,
+        scanState,
+        preLoopState,
+        marksConversationDone: !windowed && segment === lastSegment
+      })
+
+      // 被取消 / 暂停 / 预算截断 → 这一段**没有**跑完，绝不能标成 complete。
+      if (scanned.interrupted || scanned.truncated) break
+
+      if (!windowed) store.writeBackfillTierState(segment.tier, 'complete')
+      await this.emit()
+    }
+
+    if (this.cancelRequested) this.runState = 'cancelled'
+    else if (this.pauseRequested) this.runState = 'paused'
+    else this.runState = 'completed'
+    // 只有真正跑完全部分段才把阶段切成"完成"；中途停下时保留当前阶段（那才是实话）。
+    if (this.runState === 'completed' && !windowed) this.currentPhase = 'complete'
+    this.running = false
+    await this.emit()
+  }
+
+  /**
+   * 解析本次 pass 的分段计划。
+   *
+   * 计划一律由**落盘的锚点**派生：锚点不随 pass 变化，所以"跑了几小时之后
+   * 7 天窗口往前漂移、进而产生重复或遗漏"在结构上就不可能发生。
+   */
+  private resolveBackfillPlan(
+    store: ImageTextIndexStore,
+    options: ImageTextIndexStartOptions
+  ): { anchorMs: number; segments: ImageTextBackfillSegment[]; created: boolean } {
+    if (options.sinceMs && options.sinceMs > 0) {
+      // 受控窗口：单段、无上界、不落任何分段状态。
+      return {
+        anchorMs: options.sinceMs,
+        segments: [
+          { tier: 'recent_7d', startMs: options.sinceMs, endMs: Number.POSITIVE_INFINITY }
+        ],
+        created: false
+      }
+    }
+    const state = store.readBackfillState()
+    if (state.anchorMs !== null) {
+      return {
+        anchorMs: state.anchorMs,
+        segments: buildImageTextBackfillSegments(state.anchorMs),
+        created: false
+      }
+    }
+    const anchorMs = this.now()
+    store.writeBackfillAnchor(anchorMs)
+    for (const tier of IMAGE_TEXT_BACKFILL_TIER_ORDER) {
+      store.writeBackfillTierState(tier, 'pending')
+    }
+    return { anchorMs, segments: buildImageTextBackfillSegments(anchorMs), created: true }
+  }
+
+  /**
+   * 增量补齐：把"锚点之后新到的东西"处理掉，永远排在历史分段之前。
+   *
+   * 窗口 = `[max(锚点, 上次补齐水位), +∞)`，只覆盖新到的东西，所以刚建计划时
+   * 它在时间上是空的、连枚举都省掉。水位可用时另有一层判据：插入序没涨的会话
+   * 直接跳过，涨了的会话则**去掉时间窗**读（见 `processWindow`）。
+   *
+   * 返回 true = 被取消 / 暂停 / 预算截断。
+   */
+  private async sweepIncremental(input: {
+    plan: { anchorMs: number; segments: ImageTextBackfillSegment[] }
+    contacts: Array<{ md5: string; m_nsUsrName: string; type: 'user' | 'group' }>
+    provenance: ImageOcrProvenance
+    store: ImageTextIndexStore
+    budget: { remaining: number }
+    scanState: Map<
+      string,
+      { state: string; imageTotal: number; processed: number; maxLocalId: number }
+    >
+    preLoopState: { captured: boolean }
+  }): Promise<boolean> {
+    const incrementalSinceMs = Math.max(
+      input.plan.anchorMs,
+      input.store.readBackfillState().coveredToMs ?? 0
+    )
+    // 窗口在时间上必然为空 → 直接跳过，省掉一轮枚举。
+    if (this.now() - incrementalSinceMs < 1_000) return false
+
+    const swept = await this.processWindow({
+      window: { sinceMs: incrementalSinceMs },
+      incremental: true,
+      contacts: input.contacts,
+      provenance: input.provenance,
+      store: input.store,
+      budget: input.budget,
+      scanState: input.scanState,
+      preLoopState: input.preLoopState,
+      marksConversationDone: false
+    })
+    // 只有真的扫完（没被取消 / 暂停 / 预算截断）才推进水位，否则会漏掉没扫到的部分。
+    if (!swept.interrupted && !swept.truncated && input.budget.remaining > 0) {
+      input.store.writeBackfillCoveredToMs(this.now())
+    }
+    return swept.interrupted || swept.truncated
+  }
+
+  /**
+   * 处理一个窗口（`null` = 不看时间，用于受控小样本验证）。
+   *
+   * 每个会话先做两条**纯 SQL 聚合**：源侧水位 + 窗口内图片条数。
+   * 条数为 0 就整段跳过 —— 不读消息、不解密、不写任何"完成"标记。
+   */
+  private async processWindow(input: {
+    window: { sinceMs?: number; beforeMs?: number } | null
+    /**
+     * 增量补齐模式。
+     *
+     * - 水位**可用**且水位涨了 → 去掉时间窗读这个会话（接得住晚到的旧时间消息）；
+     * - 水位可用且没涨 → 跳过；
+     * - 水位**不可用** → 按时间窗兜底重扫：宁可慢，也不允许因为判据拿不到就漏。
+     */
+    incremental: boolean
+    contacts: Array<{ md5: string; m_nsUsrName: string; type: 'user' | 'group' }>
+    provenance: ImageOcrProvenance
+    store: ImageTextIndexStore
+    budget: { remaining: number }
+    scanState: Map<
+      string,
+      { state: string; imageTotal: number; processed: number; maxLocalId: number }
+    >
+    preLoopState: { captured: boolean }
+    /** 本窗口扫完是否意味着该会话**全部**图片都已定态（最后一个分段）。 */
+    marksConversationDone: boolean
+  }): Promise<{ interrupted: boolean; imageCount: number; truncated: boolean }> {
+    const { incremental, contacts, provenance, store, budget, scanState } = input
+    let imageCount = 0
+    /**
+     * 预算被截断。
+     *
+     * 必须与"跑完了"区分开：被截断的分段**不能**被标记成 complete ——
+     * 否则下一次 pass 会以"这一段已完成"跳过，被截掉的那些图片就永远不会被处理。
+     */
+    let truncated = false
 
     for (const contact of contacts) {
-      if (this.cancelRequested || this.pauseRequested) break
-      if (budget <= 0) break
+      if (this.cancelRequested || this.pauseRequested) {
+        return { interrupted: true, imageCount, truncated }
+      }
+      if (budget.remaining <= 0) {
+        truncated = true
+        break
+      }
 
       const conversationId = contact.md5
+      const previous = scanState.get(conversationId)
       /**
        * 会话级准备：水位 / 计数 / 让路 / 读消息。
        *
@@ -1341,45 +1638,66 @@ export class ImageTextIndexService {
        * 而 `perImageMs` 只覆盖 batch 循环，看不到它。
        */
       const setupStartedAt = this.now()
+
       /**
-       * 是否只处理一个时间窗口（用于小样本验证）。
+       * 源侧水位：`count` + `max(local_id)`，一条 SQL 聚合（**整会话**，不带窗口）。
        *
-       * 带窗口时**不做增量跳过**：checkpoint 是围绕全量集合建立的，
-       * 窗口内的图片可能从未被处理过，继续按"该会话已完成"跳过会让窗口形同虚设。
+       * 增量判据用 `maxLocalId` 而不是 create_time：`local_id` 是 WCDB 行内单调的
+       * 插入序，因此"撤回一张旧图 + 新增一张新图"这种总数不变的变更也能被发现，
+       * 而 create_time 会被"晚到的旧时间消息"骗过。
        */
-      const windowed = Boolean(options.sinceMs && options.sinceMs > 0)
-      // 增量水位 = 条数 + 最大插入序。只比条数会漏掉「撤回一张旧图 +
-      // 新增一张新图」这种总数不变、集合却变了的会话。
-      const watermark = await (this.deps.imageWatermark?.(conversationId, options.sinceMs) ??
-        Promise.resolve(null))
-      const imageTotal =
-        watermark?.count ??
-        (await this.deps.countConversationImages?.(conversationId, options.sinceMs))?.count ??
-        0
-      if (imageTotal === 0) {
+      const watermark = await (this.deps.imageWatermark?.(conversationId) ??
+        Promise.resolve<ImageMessageWatermark | null>(null))
+
+      /**
+       * 这一段对这个会话实际要读的时间窗。
+       *
+       * `null` = 不看时间（整会话，新 → 旧）。
+       */
+      let effectiveWindow = input.window
+      if (incremental && watermark !== null && previous !== undefined) {
+        // 水位可用：没涨就代表确实没有新内容，跳过（不读消息、不查窗口）。
+        if (previous.maxLocalId > 0 && watermark.maxLocalId <= previous.maxLocalId) {
+          this.preLoop.conversationSetupMs += this.now() - setupStartedAt
+          continue
+        }
+        /**
+         * 判据可用且涨了 → **去掉时间窗**读这个会话。
+         *
+         * 为什么不能只读"锚点之后"：`local_id` 是插入序，而 `create_time` 是业务时间，
+         * 两者可以不一致 —— 网络补发、消息恢复、合并转发回填都会让一条**旧时间**的
+         * 消息在今天才落库。只按时间窗读就永远接不到它，用户会"搜不到明明收到过的图"。
+         * 代价只落在真的发生了插入的会话上，而每一轮之后水位即被推平。
+         */
+        effectiveWindow = null
+      }
+      const windowArg = effectiveWindow === null ? undefined : effectiveWindow
+
+      /**
+       * 窗口内是否有图片：一条 SQL COUNT。
+       *
+       * `count === null` 是**统计失败，不是 0 张** —— 必须跳过并且不写任何完成标记，
+       * 否则这段会被当成"已覆盖"，把数不出来谎报成没有图片。
+       */
+      const probe = await (this.deps.countConversationImages?.(
+        conversationId,
+        windowArg
+      ) ?? Promise.resolve<ImageMessageCountProbe>({ count: null, typeColumn: null }))
+      if (probe.count === null) {
         this.preLoop.conversationSetupMs += this.now() - setupStartedAt
-        store.writeScanState({
-          conversationId,
-          state: 'done',
-          imageTotal: 0,
-          imageProcessed: 0,
-          maxLocalId: watermark?.maxLocalId ?? 0
-        })
         continue
       }
-
-      // 增量：会话已完成且**水位完全未变** → 不读 WCDB、不 OCR。
-      // 水位不可用时（数据库不支持该聚合）一律重扫：宁可慢，不可漏。
-      const previous = scanState.get(conversationId)
-      if (
-        !windowed &&
-        watermark &&
-        previous &&
-        previous.state === 'done' &&
-        previous.imageTotal === watermark.count &&
-        previous.maxLocalId === watermark.maxLocalId
-      ) {
+      const imageTotal = probe.count
+      if (imageTotal === 0) {
         this.preLoop.conversationSetupMs += this.now() - setupStartedAt
+        this.rememberConversationWatermark({
+          store,
+          scanState,
+          conversationId,
+          watermark,
+          processed: previous?.processed ?? 0,
+          marksConversationDone: input.marksConversationDone
+        })
         continue
       }
 
@@ -1401,34 +1719,47 @@ export class ImageTextIndexService {
       try {
         const source = await this.runStep('list-image-messages', () =>
           this.deps.listImageMessages
-            ? this.deps.listImageMessages(conversationId)
+            ? this.deps.listImageMessages(conversationId, windowArg)
             : (this.deps.listMessages?.(conversationId) ?? Promise.resolve([]))
         )
         imageMessages = source
           // 专用路径仍要过滤：召回归档合并可能补进非图片的撤回消息。
           .filter(isImageMessage)
-          // 时间窗过滤：小样本验证时只看窗口内的图片，不然还是在跑全量。
-          .filter((message) =>
-            windowed ? (message.createTime || 0) * 1000 >= (options.sinceMs as number) : true
-          )
+          // 时间窗过滤：兼容路径没有 SQL 层窗口，只能在这里筛；这也让小样本验证
+          // 的语义与专用路径一致。
+          .filter((message) => {
+            if (effectiveWindow === null) return true
+            const createTimeMs = (message.createTime || 0) * 1000
+            if (effectiveWindow.sinceMs !== undefined && createTimeMs < effectiveWindow.sinceMs) {
+              return false
+            }
+            if (effectiveWindow.beforeMs !== undefined && createTimeMs >= effectiveWindow.beforeMs) {
+              return false
+            }
+            return true
+          })
       } catch {
         imageMessages = []
       }
       this.preLoop.listMessagesMs += this.now() - listStartedAt
       this.preLoop.conversationSetupMs += this.now() - setupStartedAt
       if (!imageMessages.length) {
-        store.writeScanState({
+        this.rememberConversationWatermark({
+          store,
+          scanState,
           conversationId,
-          state: 'done',
-          imageTotal: 0,
-          imageProcessed: 0,
-          maxLocalId: 0
+          watermark,
+          processed: previous?.processed ?? 0,
+          marksConversationDone: input.marksConversationDone
         })
         continue
       }
-      // 水位取**实际读到的**消息里最大的 local_id，而不是源侧水位：
-      // 万一在我们查水位之后、读消息之前又落了一条新图，用观测值会让下一轮
-      // 发现"源水位更高"从而重扫（安全）；用源侧水位则会把它永久跳过（漏索引）。
+      imageCount += imageMessages.length
+      /**
+       * 水位取**实际读到的**消息里最大的 local_id，而不是源侧水位：
+       * 万一在我们查水位之后、读消息之前又落了一条新图，用观测值会让下一轮
+       * 发现"源水位更高"从而重扫（安全）；用源侧水位则会把它永久跳过（漏索引）。
+       */
       const observedMaxLocalId = imageMessages.reduce(
         (max, message) => Math.max(max, Number(message.localId) || 0),
         0
@@ -1441,9 +1772,9 @@ export class ImageTextIndexService {
       this.knowledgeDirty = false
 
       for (let index = 0; index < imageMessages.length; index += IMAGE_TEXT_INDEX_BATCH_SIZE) {
-        if (!preLoopCaptured) {
-          preLoopCaptured = true
-          this.preLoop.startupMs = this.now() - preLoopStartedAt
+        if (!input.preLoopState.captured) {
+          input.preLoopState.captured = true
+          this.preLoop.startupMs = this.now() - this.passStartedAt
         }
         if (this.cancelRequested || this.pauseRequested) {
           interrupted = true
@@ -1456,9 +1787,9 @@ export class ImageTextIndexService {
           conversationId,
           provenance,
           ocrByMessage,
-          () => budget > 0,
+          () => budget.remaining > 0,
           () => {
-            budget -= 1
+            budget.remaining -= 1
           }
         )
         processedInConversation += batchResult.processed
@@ -1481,23 +1812,39 @@ export class ImageTextIndexService {
        * 写 `done` 会让下一遍按水位错误跳过这些图片（**永久漏索引**），
        * 或者让用户以为这个会话已经处理完。预算耗尽只能记 `partial`。
        */
-      if (interrupted || budget <= 0) {
+      if (interrupted || budget.remaining <= 0) {
         store.writeScanState({
           conversationId,
           state: 'partial',
-          imageTotal: imageMessages.length,
+          /**
+           * **整会话**的图片总数，不是本窗口的条数。
+           *
+           * `image_ocr_scan_state.image_total` 是进度的分母（`readScanProgress()` 求和）；
+           * 把某个分段的窗口条数写进去，分母就会缩到"这一段处理了多少"，
+           * 于是总进度会突然跳到接近 100% —— 那是这个功能最不能犯的谎。
+           */
+          imageTotal: watermark?.count ?? previous?.imageTotal ?? imageMessages.length,
           imageProcessed: processedInConversation,
           maxLocalId: observedMaxLocalId
         })
-        break
+        scanState.set(conversationId, {
+          state: 'partial',
+          imageTotal: imageMessages.length,
+          processed: previous?.processed ?? 0,
+          maxLocalId: observedMaxLocalId
+        })
+        truncated = true
+        return { interrupted: true, imageCount, truncated }
       }
 
-      store.writeScanState({
+      this.rememberConversationWatermark({
+        store,
+        scanState,
         conversationId,
-        state: 'done',
-        imageTotal: imageMessages.length,
-        imageProcessed: processedInConversation,
-        maxLocalId: observedMaxLocalId
+        watermark,
+        processed: (previous?.processed ?? 0) + processedInConversation,
+        marksConversationDone: input.marksConversationDone,
+        observedMaxLocalId
       })
 
       /**
@@ -1530,13 +1877,77 @@ export class ImageTextIndexService {
       await this.emit()
     }
 
-    if (this.cancelRequested) this.runState = 'cancelled'
-    else if (this.pauseRequested) this.runState = 'paused'
-    else this.runState = 'completed'
-    this.running = false
-    await this.emit()
+    return { interrupted: false, imageCount, truncated }
   }
 
+  /**
+   * 写入会话 checkpoint。
+   *
+   * 存的是**源侧水位**（整会话的 count / maxLocalId），不是窗口内的观测值：
+   * 增量补齐的判据必须是"源有没有变"，用窗口观测值会让每次窗口扫描都改水位，
+   * 于是增量判断永远为真 —— 表现就是"每轮都重扫一遍"。
+   */
+  private rememberConversationWatermark(input: {
+    store: ImageTextIndexStore
+    scanState: Map<
+      string,
+      { state: string; imageTotal: number; processed: number; maxLocalId: number }
+    >
+    conversationId: string
+    watermark: ImageMessageWatermark | null
+    processed: number
+    marksConversationDone: boolean
+    observedMaxLocalId?: number
+  }): void {
+    const { store, scanState, conversationId, watermark, processed, marksConversationDone } = input
+    const previous = scanState.get(conversationId)
+    const state: 'done' | 'partial' =
+      marksConversationDone && previous?.state !== 'partial' ? 'done' : 'partial'
+    const imageTotal = watermark?.count ?? previous?.imageTotal ?? 0
+    const maxLocalId = watermark?.maxLocalId ?? input.observedMaxLocalId ?? previous?.maxLocalId ?? 0
+    store.writeScanState({
+      conversationId,
+      state,
+      imageTotal,
+      imageProcessed: processed,
+      maxLocalId
+    })
+    scanState.set(conversationId, { state, imageTotal, processed, maxLocalId })
+  }
+
+  /**
+   * 分段覆盖度（recent-first 的时间维度）。
+   *
+   * 三种情形必须分清：
+   * - 从未规划过（新用户 / 旧版本）→ `tiers: []`，调用方只能按整体状态判断。
+   * - 规划过 → 逐段给出真实运行态。
+   * - **整体已经 complete** → 一律表达为"全部完成"。老版本已经把全量索引建完的账号，
+   *   升级后不能被重新拉回去做 backfill，也不能因为"没有分段信息"而让 Query Agent
+   *   以为历史还没扫完。
+   */
+  private tierCoverageSnapshot(complete: boolean): {
+    tiers: ImageTextTierCoverage[]
+    coveredToMs: number | null
+  } {
+    const store = this.store
+    if (!store) return { tiers: [], coveredToMs: null }
+    const state = store.readBackfillState()
+    const anchorMs =
+      state.anchorMs ?? (complete ? (store.readCountedTotal()?.countedAt ?? this.now()) : null)
+    if (anchorMs === null) return { tiers: [], coveredToMs: state.coveredToMs }
+    const tiers: ImageTextTierCoverage[] = buildImageTextBackfillSegments(anchorMs).map(
+      (segment) => ({
+        tier: segment.tier,
+        state: complete ? 'complete' : (state.tierStates[segment.tier] ?? 'pending'),
+        startMs: segment.startMs,
+        endMs: segment.endMs
+      })
+    )
+    const coveredToMs = complete ? Math.max(state.coveredToMs ?? 0, anchorMs) : state.coveredToMs
+    return { tiers, coveredToMs }
+  }
+
+
   // --------------------------------------------------------------- 控制接口
 
   pause(): { paused: boolean; state: ImageTextIndexRunState } {
diff --git a/src/main/services/image-text-index-store.ts b/src/main/services/image-text-index-store.ts
index 1dc2caf..446ad1d 100644
--- a/src/main/services/image-text-index-store.ts
+++ b/src/main/services/image-text-index-store.ts
@@ -13,11 +13,14 @@ import { mkdirSync, rmSync, statSync, existsSync } from 'node:fs'
 import { dirname, join, resolve } from 'node:path'
 import { DatabaseSync } from 'node:sqlite'
 import {
+  IMAGE_TEXT_BACKFILL_TIER_ORDER,
   IMAGE_TEXT_INDEX_SCHEMA_VERSION,
   type ImageOcrArtifact,
   type ImageOcrBinding,
   type ImageOcrPersistedState,
-  type ImageTextIndexStorageStats
+  type ImageTextBackfillTier,
+  type ImageTextIndexStorageStats,
+  type ImageTextTierRunState
 } from '../../shared/image-text-index'
 
 const MAX_SAFE_ACCOUNT_SEGMENT = /^[a-f0-9]{32}$/
@@ -374,6 +377,76 @@ export class ImageTextIndexStore {
     this.writeMeta('total_image_messages_complete', input.complete ? '1' : '0')
   }
 
+  // ---------------------------------------------------- recent-first 回填状态
+  //
+  // 全部走 `image_ocr_meta`（key/value），**不加表、不加列** —— 这是 old checkpoint
+  // 兼容性的来源：旧库没有这些 key 时读出来就是"没有计划"，于是下一次 pass
+  // 以当前时刻为锚点重新建计划。已经处理过的图片由 terminal binding 兜住，
+  // 不会因为"计划是新的"而重新 OCR。
+
+  /**
+   * 读取回填计划状态。
+   *
+   * `anchorMs === null` = 从未规划过（新用户，或从旧版本升级且没有这些 key）。
+   * 调用方此时必须**新建**计划，而不是假设"已完成"。
+   */
+  readBackfillState(): {
+    anchorMs: number | null
+    tierStates: Partial<Record<ImageTextBackfillTier, ImageTextTierRunState>>
+    coveredToMs: number | null
+  } {
+    const anchorRaw = this.readMeta('backfill_anchor_ms')
+    const anchorMs = anchorRaw === null ? null : Number(anchorRaw)
+    let tierStates: Partial<Record<ImageTextBackfillTier, ImageTextTierRunState>> = {}
+    const statesRaw = this.readMeta('backfill_tier_states')
+    if (statesRaw) {
+      try {
+        const parsed = JSON.parse(statesRaw) as Record<string, unknown>
+        for (const tier of IMAGE_TEXT_BACKFILL_TIER_ORDER) {
+          const value = parsed[tier]
+          if (value === 'pending' || value === 'running' || value === 'complete') {
+            tierStates[tier] = value
+          }
+        }
+      } catch {
+        // 状态串损坏时按"没有分段状态"处理：最坏情况是重扫一遍，
+        // 而 terminal binding 保证不会重复 OCR。
+        tierStates = {}
+      }
+    }
+    const coveredRaw = this.readMeta('backfill_covered_to_ms')
+    const coveredToMs = coveredRaw === null ? null : Number(coveredRaw)
+    return {
+      anchorMs: anchorMs !== null && Number.isFinite(anchorMs) ? anchorMs : null,
+      tierStates,
+      coveredToMs: coveredToMs !== null && Number.isFinite(coveredToMs) ? coveredToMs : null
+    }
+  }
+
+  writeBackfillAnchor(anchorMs: number): void {
+    this.writeMeta('backfill_anchor_ms', String(Math.floor(anchorMs)))
+  }
+
+  /**
+   * 写入单个分段的运行态。
+   *
+   * 一个 pass 是单线程串行推进分段，所以"读-改-写"整体落在一条 meta 行里；
+   * 这里额外做的只有"保留其它分段"。
+   */
+  writeBackfillTierState(tier: ImageTextBackfillTier, state: ImageTextTierRunState): void {
+    const current = this.readBackfillState().tierStates
+    const next = { ...current, [tier]: state }
+    this.writeMeta('backfill_tier_states', JSON.stringify(next))
+  }
+
+  /** 增量补齐水位：处理到哪儿了（`create_time <= ms` 都已就绪）。只增不减。 */
+  writeBackfillCoveredToMs(coveredToMs: number): void {
+    const previous = this.readBackfillState().coveredToMs
+    if (previous !== null && previous >= coveredToMs) return
+    this.writeMeta('backfill_covered_to_ms', String(Math.floor(coveredToMs)))
+  }
+
+
   readScanState(): Map<
     string,
     { state: string; imageTotal: number; processed: number; maxLocalId: number }
@@ -563,7 +636,10 @@ export class ImageTextIndexStore {
       DELETE FROM image_ocr_meta WHERE key IN (
         'total_image_messages',
         'total_image_counted_at',
-        'total_image_messages_complete'
+        'total_image_messages_complete',
+        'backfill_anchor_ms',
+        'backfill_tier_states',
+        'backfill_covered_to_ms'
       );
     `)
   }
diff --git a/src/main/services/local-query-api-service.ts b/src/main/services/local-query-api-service.ts
index 156e7a2..0033e7b 100644
--- a/src/main/services/local-query-api-service.ts
+++ b/src/main/services/local-query-api-service.ts
@@ -29,7 +29,9 @@ import {
   normalizeMessageIdentity
 } from '../../shared/local-query-api'
 import {
+  IMAGE_TEXT_BACKFILL_TIER_LABEL,
   describeImageTextCoverage,
+  describeImageTextCoveredRanges,
   imageTextCoverageState,
   type ImageTextIndexCoverage
 } from '../../shared/image-text-index'
@@ -144,6 +146,17 @@ export function buildImageOcrCoverage(
     ? `（图片数量统计于 ${formatLocalMinute(coverage.countedAt)}）`
     : ''
   const base = describeImageTextCoverage(coverage)
+  /**
+   * recent-first 之后必须把"哪段时间能下确定性结论"一起给出。
+   *
+   * 否则模型只看一个总百分比：30% 时它会以为连最近一周都不可信（过度保守没坏处），
+   * 但 99% 时它会以为"去年也能放心下结论"（这就把索引缺口说成了事实空缺）。
+   */
+  const tiers = coverage.tiers ?? []
+  const coveredRanges = tiers
+    .filter((entry) => entry.state === 'complete')
+    .map((entry) => IMAGE_TEXT_BACKFILL_TIER_LABEL[entry.tier])
+  const rangeNote = tiers.length ? describeImageTextCoveredRanges(coverage) : ''
   return {
     state,
     totalImageMessages: coverage.totalImageMessages,
@@ -154,10 +167,11 @@ export function buildImageOcrCoverage(
     failed: coverage.failed,
     pending: coverage.pending,
     ...(coverage.countedAt ? { countedAtLabel: formatLocalMinute(coverage.countedAt) } : {}),
+    ...(coveredRanges.length ? { coveredRanges } : {}),
     summary:
       state === 'complete'
         ? `${base}${countedNote}`
-        : `${base}${countedNote}${IMAGE_OCR_ZERO_RESULT_CAUTION}`
+        : `${base}${countedNote}${rangeNote}${IMAGE_OCR_ZERO_RESULT_CAUTION}`
   }
 }
 
diff --git a/src/main/wcdb4-client.ts b/src/main/wcdb4-client.ts
index ac7a364..d111151 100644
--- a/src/main/wcdb4-client.ts
+++ b/src/main/wcdb4-client.ts
@@ -7,6 +7,7 @@ import { createConnection, Socket } from 'net'
 import { getResourceRoots } from './resource-paths'
 import { wcdbDebugLog } from './wcdb-debug'
 import type { ImageMessageCountProbe } from '../shared/image-text-index'
+import { imageTextWindowToSeconds } from '../shared/image-text-index'
 
 export interface Wcdb4Session {
   username: string
@@ -1352,13 +1353,53 @@ export class Wcdb4Client {
     return value
   }
 
-  /** 图片消息的 WHERE 片段；`sinceMs` 用于只统计某个时间点之后的消息（测试小窗口）。 */
-  private imageMessageWhere(column: string, sinceMs?: number): string {
-    const clauses = [`(${this.quoteSqlIdentifier(column)} & 65535) = 3`]
-    // 微信的 create_time 是**秒**，调用方给的是毫秒。
-    if (sinceMs && Number.isFinite(sinceMs) && sinceMs > 0) {
-      clauses.push(`"create_time" >= ${Math.floor(sinceMs / 1000)}`)
+  /**
+   * 归一化图片消息的时间范围参数。
+   *
+   * 同时接受旧的裸 `sinceMs` 与新的 `{ sinceMs, beforeMs }`：
+   * 前者有若干既有调用点（统计卡片、增量水位），不该为了新功能去改它们；
+   * 后者是 recent-first 分段计划要的半开区间。
+   */
+  private normalizeImageRange(
+    input?: number | { sinceMs?: number; beforeMs?: number }
+  ): { sinceMs?: number; beforeMs?: number } {
+    if (typeof input === 'number') {
+      return Number.isFinite(input) && input > 0 ? { sinceMs: input } : {}
     }
+    if (!input) return {}
+    const range: { sinceMs?: number; beforeMs?: number } = {}
+    if (typeof input.sinceMs === 'number' && Number.isFinite(input.sinceMs) && input.sinceMs > 0) {
+      range.sinceMs = input.sinceMs
+    }
+    if (
+      typeof input.beforeMs === 'number' &&
+      Number.isFinite(input.beforeMs) &&
+      input.beforeMs > 0
+    ) {
+      range.beforeMs = input.beforeMs
+    }
+    return range
+  }
+
+  /**
+   * 图片消息的 WHERE 片段；`[sinceMs, beforeMs)` 半开区间。
+   *
+   * 边界换算**只走** `imageTextWindowToSeconds`：COUNT 与列表两条路径必须用
+   * 同一份换算，否则"统计说有 3 张、列表却返回 2 张"，而调用方会据此把一段
+   * 标成"已覆盖"。
+   */
+  private imageMessageWhere(
+    column: string,
+    input?: number | { sinceMs?: number; beforeMs?: number }
+  ): string {
+    const clauses = [`(${this.quoteSqlIdentifier(column)} & 65535) = 3`]
+    // 微信的 create_time 是**秒**，`[sinceMs, beforeMs)` 转成秒闭区间
+    // `[sinceSec, beforeSecInclusive]`；两端同一套下取整，保证不重不漏。
+    const { sinceSec, beforeSecInclusive } = imageTextWindowToSeconds(
+      this.normalizeImageRange(input)
+    )
+    if (sinceSec !== null) clauses.push(`"create_time" >= ${sinceSec}`)
+    if (beforeSecInclusive !== null) clauses.push(`"create_time" <= ${beforeSecInclusive}`)
     return clauses.join(' AND ')
   }
 
@@ -1373,7 +1414,7 @@ export class Wcdb4Client {
    */
   async countImageMessagesAsync(
     md5OrUsername: string,
-    sinceMs?: number
+    input?: number | { sinceMs?: number; beforeMs?: number }
   ): Promise<ImageMessageCountProbe> {
     if (!this.wcdbGetMessageTableStats || !this.wcdbExecQuery) {
       return { count: null, typeColumn: null, error: '当前数据服务不支持消息表统计' }
@@ -1406,7 +1447,7 @@ export class Wcdb4Client {
           this.wcdbExecQuery as unknown as KoffiAsyncFunction,
           'message',
           table.dbPath,
-          `SELECT COUNT(*) AS "image_count" FROM ${this.quoteSqlIdentifier(table.tableName)} WHERE ${this.imageMessageWhere(column, sinceMs)}`
+          `SELECT COUNT(*) AS "image_count" FROM ${this.quoteSqlIdentifier(table.tableName)} WHERE ${this.imageMessageWhere(column, input)}`
         )
         const value = Number(this.pickValue(rows[0] || {}, ['image_count', 'count', 'COUNT(*)']))
         if (Number.isFinite(value)) total += value
@@ -1433,7 +1474,7 @@ export class Wcdb4Client {
    */
   async imageConversationWatermarkAsync(
     md5OrUsername: string,
-    sinceMs?: number
+    input?: number | { sinceMs?: number; beforeMs?: number }
   ): Promise<{ count: number; maxLocalId: number } | null> {
     if (!this.wcdbGetMessageTableStats || !this.wcdbExecQuery) return null
     // 与计数同因：必须先把会话 md5 解析成原生接口要的 username，否则永远匹配不到消息表。
@@ -1458,7 +1499,7 @@ export class Wcdb4Client {
           this.wcdbExecQuery as unknown as KoffiAsyncFunction,
           'message',
           table.dbPath,
-          `SELECT COUNT(*) AS "image_count", MAX("local_id") AS "image_max_local_id" FROM ${this.quoteSqlIdentifier(table.tableName)} WHERE ${this.imageMessageWhere(column, sinceMs)}`
+          `SELECT COUNT(*) AS "image_count", MAX("local_id") AS "image_max_local_id" FROM ${this.quoteSqlIdentifier(table.tableName)} WHERE ${this.imageMessageWhere(column, input)}`
         )
         const row = rows[0] || {}
         const tableCount = Number(this.pickValue(row, ['image_count', 'count', 'COUNT(*)']))
@@ -1548,7 +1589,21 @@ export class Wcdb4Client {
    */
   async listImageMessagesAsync(
     md5OrUsername: string,
-    options: { sinceMs?: number; limit?: number; requestId?: string } = {}
+    options: {
+      sinceMs?: number
+      /**
+       * 开区间上界。recent-first 的分段窗口靠它把"最近 30 天"和"更早"切开，
+       * 与 `sinceMs` 一起构成 `[sinceMs, beforeMs)`。
+       */
+      beforeMs?: number
+      limit?: number
+      /**
+       * 行序。默认 `asc` 保持既有行为不变；recent-first 的窗口用 `desc`，
+       * 让同一窗口内**新的图片先被处理**（用户先受益，且断点续跑更有意义）。
+       */
+      order?: 'asc' | 'desc'
+      requestId?: string
+    } = {}
   ): Promise<Wcdb4Message[]> {
     if (!this.wcdbExecQuery) return []
     const requestId = options.requestId ?? 'NO-REQUEST'
@@ -1573,10 +1628,11 @@ export class Wcdb4Client {
       const column = this.resolveMessageTypeColumn(table)
       if (!column) continue
       try {
-        const where = this.imageMessageWhere(column, options.sinceMs)
+        const where = this.imageMessageWhere(column, options)
         // `local_id` 参与排序：`create_time` 同秒的消息需要一个稳定次序，
         // 否则多次读取的行序可能不同，调用方无法做稳定游标。
-        const sql = `SELECT * FROM ${this.quoteSqlIdentifier(table.tableName)} WHERE ${where} ORDER BY "create_time" ASC, "local_id" ASC LIMIT ${limit}`
+        const direction = options.order === 'desc' ? 'DESC' : 'ASC'
+        const sql = `SELECT * FROM ${this.quoteSqlIdentifier(table.tableName)} WHERE ${where} ORDER BY "create_time" ${direction}, "local_id" ${direction} LIMIT ${limit}`
         const queryStartedAt = Date.now()
         const rows = await this.callJsonAsync<Record<string, unknown>[]>(
           this.wcdbExecQuery as unknown as KoffiAsyncFunction,
diff --git a/src/renderer/src/components/search/ImageTextIndexCard.tsx b/src/renderer/src/components/search/ImageTextIndexCard.tsx
index 176d4e7..d2d2d3c 100644
--- a/src/renderer/src/components/search/ImageTextIndexCard.tsx
+++ b/src/renderer/src/components/search/ImageTextIndexCard.tsx
@@ -21,7 +21,10 @@ import {
 import {
   describeImageTextCoverage,
   imageTextCoverageState,
-  imageTextProcessedPercent
+  imageTextPhaseLabel,
+  imageTextProcessedPercent,
+  imageTextTierSearchableNotice,
+  type ImageTextBackfillTier
 } from '../../../../shared/image-text-index'
 import { useImageTextIndexStatus } from './hooks/useImageTextIndexStatus'
 
@@ -89,6 +92,31 @@ export function ImageTextIndexCard({ dbReady, onNotice }: ImageTextIndexCardProp
   const percent = coverage
     ? imageTextProcessedPercent(coverage.processed, coverage.totalImageMessages)
     : 0
+  /**
+   * 当前阶段文案（recent-first）。
+   *
+   * 它**不参与进度计算**：进度永远是 `processed / totalImageMessages`
+   * （例如 12,800 / 349,838）。阶段只回答"现在在优先做什么"，
+   * 绝不允许用"某个分段做完了"冒充整体完成。
+   */
+  const phaseLabel = progress?.currentPhase ? imageTextPhaseLabel(progress.currentPhase) : null
+  /**
+   * 已经**真正完整**的最新分段 —— 只有这时才敢告诉用户"这段时间已经能搜了"。
+   *
+   * 判据是 `state === 'complete'`，不是"扫到过"。整体 complete 时不必重复宣告。
+   */
+  const searchableNotice = (() => {
+    if (!coverage || coverageState === 'complete') return null
+    const completed = new Set(
+      (coverage.tiers ?? [])
+        .filter((entry) => entry.state === 'complete')
+        .map((entry) => entry.tier)
+    )
+    const newest = (
+      ['recent_7d', 'recent_30d', 'recent_1y', 'archive'] as ImageTextBackfillTier[]
+    ).find((tier) => completed.has(tier))
+    return newest ? imageTextTierSearchableNotice(newest) : null
+  })()
   const systemicFailure = coverage?.systemicFailure === true
   const visualState =
     progress?.state === 'error' || coverageState === 'failed'
@@ -243,6 +271,15 @@ export function ImageTextIndexCard({ dbReady, onNotice }: ImageTextIndexCardProp
                 }}
               />
             </div>
+            {/*
+              阶段只是一句人话，没有百分比 —— 进度必须留在上面那行
+              （processed / total 全量），否则用户会把"最近 7 天做完了"读成"整体做完了"。
+            */}
+            {phaseLabel && (
+              <p className="ai-search-knowledge-pass-line" data-testid="image-text-index-phase">
+                {phaseLabel}
+              </p>
+            )}
             <p className="ai-search-knowledge-pass-line">
               {`${progress.percent}% · 识别出文字 ${progress.indexed.toLocaleString()} · 没有文字 ${progress.empty.toLocaleString()} · 图片已清理 ${progress.missing.toLocaleString()} · 失败 ${progress.failed.toLocaleString()}`}
             </p>
@@ -291,6 +328,18 @@ export function ImageTextIndexCard({ dbReady, onNotice }: ImageTextIndexCardProp
                 </strong>
               </div>
             )}
+            {/*
+              只有**真正完整**的分段才敢说"已可搜索"。这是一句承诺，不是进度提示 ——
+              所以判据是 coverage 里该分段的 state === 'complete'，而不是"扫到过"。
+            */}
+            {searchableNotice && (
+              <p
+                className="ai-search-knowledge-pass-line"
+                data-testid="image-text-index-searchable-notice"
+              >
+                {searchableNotice}
+              </p>
+            )}
             <p className="ai-search-knowledge-pass-line">{describeImageTextCoverage(coverage)}</p>
           </div>
         )}
diff --git a/src/shared/image-text-index.ts b/src/shared/image-text-index.ts
index 2738863..f1ab0c7 100644
--- a/src/shared/image-text-index.ts
+++ b/src/shared/image-text-index.ts
@@ -70,6 +70,308 @@ export function resolveImageTextOcrConcurrency(raw?: string | number | null): nu
 /** 已完成一批之后、回到会话循环前的让出时间。 */
 export const IMAGE_TEXT_INDEX_YIELD_MS = 0
 
+/**
+ * 单段时间窗口的图片消息读取上限。
+ *
+ * 必须显式给 limit：底层在不给 limit 时按 `create_time ASC` 排序并截断 ——
+ * 那是"从最老开始读"，正好与 recent-first 相反，而且会把窗口内较新的图片悄悄丢掉。
+ */
+export const IMAGE_TEXT_SEGMENT_MESSAGE_LIMIT = 200_000
+
+// ---------------------------------------------------------------- recent-first
+//
+// 首次建立索引时，用户要的不是"从十年前开始扫"，而是"最近聊天的图片先能搜"。
+// 这里把"最近优先"固化成**显式时间分段计划**，而不是靠反转全库排序碰运气。
+//
+// 三条硬约束（任何实现都必须同时满足）：
+// 1. 分段唯一来源是本文件：`[startInclusive, endExclusive)`，不允许别的模块自己推边界。
+// 2. 一次 backfill session 的 `anchorMs` **固定不变**，否则跑几小时后窗口会漂移，
+//    产生重复 / 遗漏 / checkpoint 不稳定。
+// 3. 比锚点更新的消息由**增量补齐**单独负责，永远排在所有历史分段之前。
+
+/** 历史回填分段。刻意用时间语义而不是 Tier 编号（内部也不要出现 Tier 1/2）。 */
+export type ImageTextBackfillTier = 'recent_7d' | 'recent_30d' | 'recent_1y' | 'archive'
+
+/** 处理顺序 = 优先级顺序：越靠前越新。 */
+export const IMAGE_TEXT_BACKFILL_TIER_ORDER: readonly ImageTextBackfillTier[] = [
+  'recent_7d',
+  'recent_30d',
+  'recent_1y',
+  'archive'
+]
+
+/**
+ * 「最近」窗口的天数。
+ *
+ * 取 7 天而不是 3 天：用户对"最近"的直觉通常是"这一周"，而 7 天窗口在真实库里
+ * 通常只有几百到几千张图，几分钟内就能把"最近聊天里的图"变成可搜索。
+ */
+export const IMAGE_TEXT_RECENT_WINDOW_DAYS = 7
+
+/** 各段下界的回看天数；`archive` 无下界。 */
+export const IMAGE_TEXT_BACKFILL_WINDOW_DAYS: Record<ImageTextBackfillTier, number> = {
+  recent_7d: IMAGE_TEXT_RECENT_WINDOW_DAYS,
+  recent_30d: 30,
+  recent_1y: 365,
+  archive: Number.POSITIVE_INFINITY
+}
+
+/** 各段的用户可见名称。 */
+export const IMAGE_TEXT_BACKFILL_TIER_LABEL: Record<ImageTextBackfillTier, string> = {
+  recent_7d: '最近图片',
+  recent_30d: '最近 30 天',
+  recent_1y: '近一年图片',
+  archive: '更早图片'
+}
+
+const DAY_MS = 24 * 60 * 60 * 1000
+
+/** 一段回填窗口。`endMs` 为开区间上界；`archive` 的 `startMs` 是 -∞。 */
+export interface ImageTextBackfillSegment {
+  tier: ImageTextBackfillTier
+  /** epoch ms，**闭**下界。 */
+  startMs: number
+  /** epoch ms，**开**上界。 */
+  endMs: number
+}
+
+/**
+ * 由固定锚点推出全部分段。
+ *
+ * 结果按优先级从新到旧排列，且**互不重叠、无空隙**：
+ * `[now-7d, now)` → `[now-30d, now-7d)` → `[now-365d, now-30d)` → `(-∞, now-365d)`。
+ *
+ * 相邻段的边界由同一个锚点派生，所以不会 off-by-one：上一段的 `endMs` 恒等于下一段的
+ * `startMs`，而区间语义是"下界闭、上界开"，落在边界上的消息只会被**一段**认领。
+ */
+export function buildImageTextBackfillSegments(anchorMs: number): ImageTextBackfillSegment[] {
+  const segments: ImageTextBackfillSegment[] = []
+  let upper = anchorMs
+  for (const tier of IMAGE_TEXT_BACKFILL_TIER_ORDER) {
+    const days = IMAGE_TEXT_BACKFILL_WINDOW_DAYS[tier]
+    const lower = Number.isFinite(days) ? anchorMs - days * DAY_MS : Number.NEGATIVE_INFINITY
+    segments.push({ tier, startMs: lower, endMs: upper })
+    upper = lower
+  }
+  return segments
+}
+
+/**
+ * 把 ms 半开区间转换成底层查询要的**秒**闭区间。
+ *
+ * **唯一的换算实现**：`sinceMs` 下取整做闭下界，`beforeMs` 下取整减一放开区间上界。
+ * 两端必须用同一种取整方式 —— 一边 ceil 一边 floor 的话，边界那一秒会被
+ * 相邻两段同时认领（重复 OCR）或被同时跳过（漏索引）。
+ *
+ * 微信的 `create_time` 只有秒级精度，所以 1 秒以内的边界歧义无法在源头消除；
+ * 能做的是让它**确定且不重叠**。
+ */
+export function imageTextWindowToSeconds(range: { sinceMs?: number; beforeMs?: number }): {
+  sinceSec: number | null
+  beforeSecInclusive: number | null
+} {
+  const { sinceMs, beforeMs } = range
+  const sinceSec =
+    typeof sinceMs === 'number' && Number.isFinite(sinceMs) && sinceMs > 0
+      ? Math.floor(sinceMs / 1000)
+      : null
+  const beforeSecInclusive =
+    typeof beforeMs === 'number' && Number.isFinite(beforeMs) && beforeMs > 0
+      ? Math.floor(beforeMs / 1000) - 1
+      : null
+  return { sinceSec, beforeSecInclusive }
+}
+
+/** 分段 → 秒闭区间；语义同 `imageTextWindowToSeconds`。 */
+export function imageTextSegmentToSecondRange(segment: ImageTextBackfillSegment): {
+  sinceSec: number | null
+  beforeSecInclusive: number | null
+} {
+  return imageTextWindowToSeconds({
+    ...(Number.isFinite(segment.startMs) ? { sinceMs: segment.startMs } : {}),
+    ...(Number.isFinite(segment.endMs) ? { beforeMs: segment.endMs } : {})
+  })
+}
+
+// ---------------------------------------------------------------- 进度阶段
+
+/** 索引运行阶段：增量补齐 / 某个历史分段 / 全部完成。 */
+export type ImageTextIndexPhase = 'incremental' | ImageTextBackfillTier | 'complete'
+
+export function imageTextPhaseLabel(phase: ImageTextIndexPhase): string {
+  switch (phase) {
+    case 'incremental':
+    case 'recent_7d':
+      return '正在优先索引最近图片'
+    case 'recent_30d':
+      return '正在补齐最近 30 天'
+    case 'recent_1y':
+      return '正在补齐近一年图片'
+    case 'archive':
+      return '正在补齐更早图片'
+    case 'complete':
+      return '图片文字索引已完成'
+  }
+}
+
+/**
+ * 「某段已可搜索」的宣告文案。
+ *
+ * 只允许在**该段真的 complete** 时使用 —— 它是一句承诺，不是进度提示。
+ */
+export function imageTextTierSearchableNotice(tier: ImageTextBackfillTier): string {
+  switch (tier) {
+    case 'recent_7d':
+      return '最近图片已可搜索'
+    case 'recent_30d':
+      return '最近 30 天图片已可搜索'
+    case 'recent_1y':
+      return '近一年图片已可搜索'
+    case 'archive':
+      return '更早图片已可搜索'
+  }
+}
+
+/** 分段的运行态。只有 `complete` 才允许被当作"这段已经完整可搜"。 */
+export type ImageTextTierRunState = 'pending' | 'running' | 'complete'
+
+/** 单个历史分段的完成状态与边界。 */
+export interface ImageTextTierCoverage {
+  tier: ImageTextBackfillTier
+  state: ImageTextTierRunState
+  /** epoch ms，闭下界；`archive` 为 -∞。 */
+  startMs: number
+  /** epoch ms，开上界。 */
+  endMs: number
+}
+
+/** 时间范围询问的结论。 */
+export interface ImageTextRangeCoverage {
+  state: 'not_built' | 'partial' | 'complete'
+  /** 请求范围内**已真正完整**的子区间；无交集时为 null。 */
+  coveredFromMs: number | null
+  coveredToMs: number | null
+  /** 请求范围是否有一部分落在"尚未覆盖"的区域。 */
+  hasUncovered: boolean
+}
+
+/**
+ * 给定查询时间范围，回答"这一段的图片文字覆盖是否完整"。
+ *
+ * 判据刻意严格：只有当**整个请求区间**都落在已完成的覆盖并集里才回 `complete`。
+ * 请求范围开放（不传 sinceMs / beforeMs）时视为"全部历史"，只要有任何一段没完成
+ * 就是 `partial` —— 这正是零结果诚实性要的：0 条证据不能回答"没有"。
+ */
+export function imageTextRangeCoverage(
+  coverage: ImageTextIndexCoverage,
+  range: { sinceMs?: number; beforeMs?: number } = {}
+): ImageTextRangeCoverage {
+  if (!coverage.established) {
+    return { state: 'not_built', coveredFromMs: null, coveredToMs: null, hasUncovered: true }
+  }
+  // 整体 complete = 全部图片消息都已定态 → 任意时间范围都完整，开放区间也一样。
+  // 少了这一条，"全历史"这种没有上界的查询会永远因为"上界之后还没覆盖"被判成 partial。
+  if (coverage.complete) {
+    return { state: 'complete', coveredFromMs: null, coveredToMs: null, hasUncovered: false }
+  }
+  // 已完成分段 + 增量水位合并成"已覆盖并集"。
+  //
+  // `?? []` 不是多余的防御：覆盖度快照可能来自**旧版本落盘的库**（那时还没有分段概念），
+  // 也可能来自手写的夹具。缺字段只应该让"时间维度"暂时不可用，绝不能让查询直接崩。
+  const tiers = coverage.tiers ?? []
+  const covered: { startMs: number; endMs: number }[] = tiers
+    .filter((entry) => entry.state === 'complete')
+    .map((entry) => ({ startMs: entry.startMs, endMs: entry.endMs }))
+  if (coverage.coveredToMs !== null && coverage.coveredToMs !== undefined && tiers.length) {
+    const anchorMs = tiers[0]?.endMs ?? coverage.coveredToMs
+    covered.push({ startMs: anchorMs, endMs: coverage.coveredToMs })
+  }
+  const merged = mergeImageTextRanges(covered)
+
+  // 查询范围：不给边界 = 全历史（-∞, +∞）。
+  const queryStart = range.sinceMs ?? Number.NEGATIVE_INFINITY
+  const queryEnd = range.beforeMs ?? Number.POSITIVE_INFINITY
+  if (!(queryEnd > queryStart)) {
+    return { state: 'complete', coveredFromMs: null, coveredToMs: null, hasUncovered: false }
+  }
+
+  let cursor = queryStart
+  let coveredFromMs: number | null = null
+  let coveredToMs: number | null = null
+  for (const span of merged) {
+    if (span.endMs <= cursor) continue
+    if (span.startMs > cursor) break
+    if (coveredFromMs === null) coveredFromMs = Math.max(span.startMs, queryStart)
+    coveredToMs = Math.min(span.endMs, queryEnd)
+    cursor = Math.min(span.endMs, queryEnd)
+    if (cursor >= queryEnd) break
+  }
+  const hasUncovered = cursor < queryEnd
+  return {
+    state: hasUncovered ? 'partial' : 'complete',
+    coveredFromMs: coveredFromMs === null ? null : coveredFromMs,
+    coveredToMs,
+    hasUncovered
+  }
+}
+
+function mergeImageTextRanges(
+  ranges: { startMs: number; endMs: number }[]
+): { startMs: number; endMs: number }[] {
+  const sorted = [...ranges].sort((left, right) => left.startMs - right.startMs)
+  const merged: { startMs: number; endMs: number }[] = []
+  for (const current of sorted) {
+    const last = merged[merged.length - 1]
+    if (last && current.startMs <= last.endMs) {
+      if (current.endMs > last.endMs) last.endMs = current.endMs
+      continue
+    }
+    merged.push({ ...current })
+  }
+  return merged
+}
+
+/**
+ * 「哪些时间段已经**真正**可以放心搜」的人话描述。
+ *
+ * recent-first 之后，"索引建了多少"和"哪段时间能下确定结论"是两件事：
+ * 最近 7 天可能已经 100% 可用，而更早的历史还在补齐。只给一个总百分比，
+ * 模型会把"最近能搜"误当成"全历史都搜过了"，于是对"去年有没有发过 XXX"
+ * 给出"没有"这种不该下的结论。
+ */
+export function describeImageTextCoveredRanges(coverage: ImageTextIndexCoverage): string {
+  if (!coverage.established) return '还没有任何一个时间段完成图片文字索引。'
+  const completed = (coverage.tiers ?? []).filter((entry) => entry.state === 'complete')
+  if (coverage.complete) return '全部历史时间的图片文字都已可搜索。'
+  if (!completed.length) return '还没有任何一个时间段完成图片文字索引。'
+  const labels = completed.map((entry) => IMAGE_TEXT_BACKFILL_TIER_LABEL[entry.tier])
+  // 只有归档段也完成才可能覆盖到最早；否则一定还有更老的历史没扫。
+  const hasArchive = completed.some((entry) => entry.tier === 'archive')
+  return hasArchive
+    ? `已完整覆盖：${labels.join('、')}。`
+    : `已完整覆盖：${labels.join('、')}；更早的图片仍在补齐。`
+}
+
+/**
+ * 时间范围覆盖度的人话结论（Query Agent 只引用，不自己换算）。
+ *
+ * 与 `describeImageTextCoverage` 的分工：那个回答"整体建了多少"，
+ * 这个回答"**这次查的这个时间段**能不能下确定性结论"。
+ */
+export function describeImageTextRangeCoverage(
+  coverage: ImageTextIndexCoverage,
+  range: { sinceMs?: number; beforeMs?: number } = {}
+): string {
+  const result = imageTextRangeCoverage(coverage, range)
+  if (result.state === 'not_built') {
+    return '图片文字索引尚未建立：当前范围内图片里的文字还搜不到，不能据此回答"没有"。'
+  }
+  if (result.state === 'complete') {
+    return '图片文字索引已覆盖该时间范围：范围内没有匹配的图片文字，可以据此回答。'
+  }
+  return '图片文字历史仍在补齐，这次查询的时间范围尚未完整索引：当前结果不能排除尚未索引的图片。'
+}
+
 /** 单张图片的 OCR 结果状态。 */
 export type ImageOcrState =
   /** 尚未处理 */
@@ -269,6 +571,13 @@ export interface ImageTextIndexProgress {
   speedPerSec?: number | null
   /** 按当前窗口速度估算的剩余时间（毫秒）；速度不可用或分母不可信时为 null。 */
   etaMs?: number | null
+  /**
+   * 当前正在处理的阶段（recent-first 的可见性）。
+   *
+   * **它只是阶段提示，不是进度**：总进度仍然必须是 `processed / totalImageMessages`
+   * （全量图片消息），绝不允许用"某个分段处理完了"冒充整体完成。
+   */
+  currentPhase?: ImageTextIndexPhase
 }
 
 /**
@@ -311,6 +620,19 @@ export interface ImageTextIndexCoverage {
    * 冒充成「现在完整」。
    */
   countedAt: number | null
+  /**
+   * 各历史分段的完成状态与边界（新 → 旧）。未建立 / 旧快照时为 `[]`。
+   *
+   * 边界来自**当时固定的锚点**，因此可以和用户查询的时间范围直接求交。
+   */
+  tiers: ImageTextTierCoverage[]
+  /**
+   * 增量补齐水位：`create_time <= coveredToMs` 的新图片都已处理完；null = 尚无。
+   *
+   * 它单独存在的原因：锚点之后新到的图片不属于任何历史分段，必须有独立水位
+   * 才能回答"最近这几个小时是否已经可搜"。
+   */
+  coveredToMs: number | null
 }
 
 /** 覆盖度状态（外加"未建立"）。UI 与 Query Agent 共用同一判据，避免两处各推一套口径漂移。 */
diff --git a/src/shared/local-query-api.ts b/src/shared/local-query-api.ts
index 3ae1784..2be8bb7 100644
--- a/src/shared/local-query-api.ts
+++ b/src/shared/local-query-api.ts
@@ -369,6 +369,14 @@ export interface QueryImageTextCoverage {
   pending: number
   /** 图片数量统计时刻（本地时间 `MM-DD HH:mm`）；从未统计时为 undefined。 */
   countedAtLabel?: string
+  /**
+   * 已经**真正完整**的时间段描述（新 → 旧），例如"最近 7 天"。
+   *
+   * recent-first 之后必须有这一维：总进度 30% 不代表"最近一周不可信"，
+   * 反过来总进度 99% 也不代表"去年可以下确定性结论"。模型只能引用这里列出的
+   * 时间段去下"没有"的结论，其余范围一律只能说"仍在补齐"。
+   */
+  coveredRanges?: string[]
   /** 可直接引用的结论句；模型只引用，不要自己换算或推断。 */
   summary: string
 }
diff --git a/tests/component/image-text-index-card.test.tsx b/tests/component/image-text-index-card.test.tsx
index 03d6679..decc234 100644
--- a/tests/component/image-text-index-card.test.tsx
+++ b/tests/component/image-text-index-card.test.tsx
@@ -445,3 +445,105 @@ describe('图片文字索引卡片 — 修复图片搜索索引', () => {
     expect(String(onNotice.mock.calls.at(-1)?.[0])).toContain('正在进行中')
   })
 })
+
+/**
+ * recent-first 的阶段可见性。
+ *
+ * 这里要守住的是两件**不能混**的事：
+ * - **总进度**永远是 `processed / totalImageMessages`（全量图片消息）；
+ * - **阶段文案**只回答"现在在优先做什么"。
+ *
+ * 用"某个分段做完了"去冒充整体完成，是这次改动最容易撒的谎，所以两条都断言。
+ */
+describe('recent-first 阶段显示', () => {
+  /** 已建立、且不在运行/暂停 —— 卡片明细块的渲染条件。 */
+  const settled = (
+    coverageOverride: Partial<ImageTextIndexStatus['coverage']>
+  ): ImageTextIndexStatus =>
+    status({
+      ...running,
+      progress: { ...running.progress, state: 'idle', cancellable: false, paused: false },
+      coverage: { ...running.coverage, ...coverageOverride }
+    })
+
+  const tiers = (
+    completeTier: 'recent_7d' | 'recent_30d' | 'recent_1y' | 'archive' | null
+  ): ImageTextIndexStatus['coverage']['tiers'] => [
+    {
+      tier: 'recent_7d',
+      state: completeTier === 'recent_7d' ? 'complete' : 'running',
+      startMs: 7,
+      endMs: 8
+    },
+    {
+      tier: 'recent_30d',
+      state: completeTier === 'recent_30d' ? 'complete' : 'pending',
+      startMs: 6,
+      endMs: 7
+    },
+    {
+      tier: 'recent_1y',
+      state: completeTier === 'recent_1y' ? 'complete' : 'pending',
+      startMs: 5,
+      endMs: 6
+    },
+    {
+      tier: 'archive',
+      state: completeTier === 'archive' ? 'complete' : 'pending',
+      startMs: 4,
+      endMs: 5
+    }
+  ]
+
+  it('运行中显示阶段文案，同时总进度仍以全量为分母', async () => {
+    api.getImageTextIndexStatus.mockResolvedValue(
+      status({
+        ...running,
+        progress: { ...running.progress, currentPhase: 'recent_30d' }
+      })
+    )
+
+    await renderCard()
+
+    expect(screen.getByTestId('image-text-index-phase').textContent).toBe('正在补齐最近 30 天')
+    // 阶段 ≠ 进度：分子分母仍然是全量数字，不是"这一段处理了多少张"。
+    expect(screen.getByTestId('image-text-index-progress').textContent).toBe(
+      `${running.progress.processed.toLocaleString()} / ${running.progress.totalImageMessages.toLocaleString()}`
+    )
+  })
+
+  it('阶段文案是用户语言，不出现工程术语', async () => {
+    api.getImageTextIndexStatus.mockResolvedValue(
+      status({ ...running, progress: { ...running.progress, currentPhase: 'archive' } })
+    )
+
+    await renderCard()
+
+    const text = screen.getByTestId('image-text-index-phase').textContent ?? ''
+    expect(text).toBe('正在补齐更早图片')
+    expect(text).not.toMatch(/Tier/i)
+  })
+
+  it('分段真的完成时才宣告"已可搜索"', async () => {
+    api.getImageTextIndexStatus.mockResolvedValue(
+      settled({ tiers: tiers('recent_7d'), coveredToMs: 8 })
+    )
+
+    await renderCard()
+
+    expect(screen.getByTestId('image-text-index-searchable-notice').textContent).toBe(
+      '最近图片已可搜索'
+    )
+  })
+
+  it('分段还没完成时不得宣告"已可搜索"', async () => {
+    api.getImageTextIndexStatus.mockResolvedValue(
+      settled({ tiers: tiers(null), coveredToMs: 8 })
+    )
+
+    await renderCard()
+
+    // 这是一句承诺，不是进度提示：没有真正 complete 就不许说。
+    expect(screen.queryByTestId('image-text-index-searchable-notice')).toBeNull()
+  })
+})
diff --git a/tests/integration/image-text-index-checkpoint-and-coverage.test.ts b/tests/integration/image-text-index-checkpoint-and-coverage.test.ts
index f8fd2d4..aca6c8b 100644
--- a/tests/integration/image-text-index-checkpoint-and-coverage.test.ts
+++ b/tests/integration/image-text-index-checkpoint-and-coverage.test.ts
@@ -19,6 +19,7 @@ import {
 } from '../../src/main/services/image-text-index-store'
 import { buildImageOcrCoverage } from '../../src/main/services/local-query-api-service'
 import type { ImageTextIndexCoverage } from '../../src/shared/image-text-index'
+import { sourceMessageId } from '../../src/main/knowledge/message-identity'
 
 const ACCOUNT = 'wxid_fixture_account'
 const CONVERSATION = 'conversation-md5-fixture'
@@ -93,72 +94,161 @@ function makeHarness(options: { messages?: chat.FormattedMessage[] } = {}): Harn
   }
 }
 
-describe('增量水位：只比条数会漏掉「等量替换」', () => {
-  it('水位（条数 + 最大插入序）都没变时才跳过，不读 WCDB', async () => {
-    const harness = makeHarness({ messages: [imageMessage(10, 1000), imageMessage(20, 2000)] })
-    harness.watermark.count = 2
-    harness.watermark.maxLocalId = 20
-
-    await harness.service.startPass()
-    // 走到完成态需要等内部 promise 收敛。
-    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
-    expect(harness.listMessages).toHaveBeenCalledTimes(1)
-
-    // 第二遍：水位完全一致 → 跳过，不再读会话消息。
-    await harness.service.startPass()
-    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
-    expect(harness.listMessages).toHaveBeenCalledTimes(1)
-  })
-
-  it('总数相同但最大插入序前进 → 必须重扫（撤回一张旧图 + 新增一张新图）', async () => {
-    const harness = makeHarness({ messages: [imageMessage(10, 1000), imageMessage(20, 2000)] })
-    harness.watermark.count = 2
-    harness.watermark.maxLocalId = 20
-
-    await harness.service.startPass()
-    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
-    expect(harness.listMessages).toHaveBeenCalledTimes(1)
-
-    // 集合变了、条数没变：localId 10 被撤回，新增 localId 30。
-    harness.listMessages.mockImplementation(async () => [
-      imageMessage(20, 2000),
-      imageMessage(30, 3000)
-    ])
-    harness.watermark.maxLocalId = 30
-
-    await harness.service.startPass()
-    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
-    // 只看 count 的实现会在这里静默跳过 —— 那正是会漏掉新图片的洞。
-    expect(harness.listMessages).toHaveBeenCalledTimes(2)
-  })
-
-  it('水位不可用（数据库不支持该聚合）时一律重扫，宁可慢也不漏', async () => {
-    const harness = makeHarness({ messages: [imageMessage(10, 1000)] })
-    harness.watermark.count = 1
+/**
+ * 增量判据。
+ *
+ * recent-first 之后，"什么时候读 WCDB"由**分段完成状态 + 增量水位**共同决定，
+ * 但两条硬约束一个字都没变：
+ * 1. 没有新内容时**不得**重复读会话消息、更不得重复 OCR；
+ * 2. 有新内容（含"总数不变但集合变了"）时**必须**处理到 —— 宁可慢，也不漏。
+ *
+ * 这里的夹具刻意做成**窗口感知**的：新架构的"这段没有图片就整段跳过"完全依赖
+ * 计数说实话；忽略窗口的夹具测出来的只是"夹具不过滤"，不是调度器的行为。
+ */
+describe('增量判据：水位不得漏掉新图片', () => {
+  function makeIncrementalHarness(options: {
+    messages: chat.FormattedMessage[]
+    withWatermark?: boolean
+  }): {
+    service: ImageTextIndexService
+    databasePath: string
+    state: { messages: chat.FormattedMessage[]; count: number; maxLocalId: number; now: number }
+    listMessages: ReturnType<typeof vi.fn>
+    listImageMessages: ReturnType<typeof vi.fn>
+  } {
+    const databaseRoot = makeDatabaseRoot()
+    const databasePath = getImageTextIndexDatabasePath(databaseRoot, ACCOUNT)
+    const state = {
+      messages: [...options.messages],
+      count: options.messages.length,
+      maxLocalId: options.messages.reduce((max, m) => Math.max(max, Number(m.localId) || 0), 0),
+      now: 1_800_000_000_000
+    }
+    const inWindow = (
+      message: chat.FormattedMessage,
+      window?: { sinceMs?: number; beforeMs?: number }
+    ): boolean => {
+      const createTimeMs = (message.createTime || 0) * 1000
+      if (window?.sinceMs !== undefined && createTimeMs < window.sinceMs) return false
+      if (window?.beforeMs !== undefined && createTimeMs >= window.beforeMs) return false
+      return true
+    }
+    const listMessages = vi.fn(async () => state.messages)
+    const listImageMessages = vi.fn(
+      async (_conversationId: string, window?: { sinceMs?: number; beforeMs?: number }) =>
+        state.messages.filter((message) => inWindow(message, window))
+    )
     const service = new ImageTextIndexService()
-    const listMessages = vi.fn(async () => [imageMessage(10, 1000)])
     service.bind({
-      databaseRoot: harness.databaseRoot,
+      databaseRoot,
       resolveAccountId: () => ACCOUNT,
-      listContacts: async () => [{ md5: CONVERSATION, m_nsUsrName: 'fixture', type: 'group' }],
+      resolveAccountRoot: () => 'C:/fixture/account',
+      now: () => state.now,
+      listContacts: async () => [
+        { md5: CONVERSATION, m_nsUsrName: 'fixture', type: 'group' as const }
+      ],
       listMessages,
-      countConversationImages: async () => ({ count: 1, typeColumn: 'local_type' }),
-      // 关键：不提供 imageWatermark
+      listImageMessages,
+      countConversationImages: async (
+        _conversationId: string,
+        window?: { sinceMs?: number; beforeMs?: number }
+      ) => ({
+        count: state.messages.filter((message) => inWindow(message, window)).length,
+        typeColumn: 'local_type'
+      }),
+      ...(options.withWatermark === false
+        ? {}
+        : { imageWatermark: async () => ({ count: state.count, maxLocalId: state.maxLocalId }) }),
+      // 没有解密服务 → 每张图片都会被判成 image_missing。这样测试完全不碰真实图片。
       decryptService: () => ({ findImageFile: () => null, decryptImage: () => null }) as never,
       capability: async () => ({
         available: true,
         engine: 'windows-system-ocr',
         platform: 'win32',
-        runtimeVersion: null,
-        language: null
-      })
+        runtimeVersion: '1.2.0',
+        language: 'zh-Hans-CN'
+      }),
+      recognize: async () => ({ success: true, text: '', language: 'zh-Hans-CN' })
+    })
+    return { service, databasePath, state, listMessages, listImageMessages }
+  }
+
+  /** 直接读派生库的绑定，回答"到底处理了哪几条"，而不是只看调用次数。 */
+  const bindingIds = (databasePath: string): string[] => {
+    const store = new ImageTextIndexStore(databasePath, ACCOUNT)
+    const ids = [...store.getConversationOcr(CONVERSATION).keys()]
+    store.close()
+    return ids
+  }
+
+  it('全部完成之后：第二遍不再读会话消息，也不重复 OCR', async () => {
+    const harness = makeIncrementalHarness({
+      messages: [imageMessage(10, 1000), imageMessage(20, 2000)]
     })
 
-    await service.startPass()
-    await vi.waitFor(() => expect(service.isRunning()).toBe(false))
-    await service.startPass()
-    await vi.waitFor(() => expect(service.isRunning()).toBe(false))
-    expect(listMessages).toHaveBeenCalledTimes(2)
+    await harness.service.startPass()
+    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
+    // 两条图片的 create_time 都很老 → 只落在归档段，只被那一段读到。
+    expect(harness.listImageMessages).toHaveBeenCalledTimes(1)
+    const firstIds = bindingIds(harness.databasePath)
+    expect(firstIds).toHaveLength(2)
+
+    // 第二遍：水位完全一致 + 各分段已完成 → 一个字都不再读。
+    await harness.service.startPass()
+    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
+    expect(harness.listImageMessages).toHaveBeenCalledTimes(1)
+    expect(bindingIds(harness.databasePath)).toEqual(firstIds)
+  })
+
+  it('总数相同但最大插入序前进 → 必须处理到新图片（即使是旧时间）', async () => {
+    const harness = makeIncrementalHarness({
+      messages: [imageMessage(10, 1000), imageMessage(20, 2000)]
+    })
+
+    await harness.service.startPass()
+    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
+    expect(bindingIds(harness.databasePath)).toHaveLength(2)
+
+    // 集合变了、条数没变：localId 10 被撤回，新增 localId 30 —— 而且它带着**旧时间**，
+    // 只按时间窗读的实现在这里就会漏掉它。
+    harness.state.messages = [imageMessage(20, 2000), imageMessage(30, 2000)]
+    harness.state.count = 2
+    harness.state.maxLocalId = 30
+    harness.state.now += 5_000
+
+    await harness.service.startPass()
+    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
+
+    // 只看 count 的实现会在这里静默跳过 —— 那正是会漏掉新图片的洞。
+    const ids = bindingIds(harness.databasePath)
+    expect(ids).toHaveLength(3)
+    expect(ids).toContain(sourceMessageId(imageMessage(30, 2000)))
+  })
+
+  it('水位不可用（数据库不支持该聚合）时按时间窗兜底重扫，宁可慢也不漏', async () => {
+    const harness = makeIncrementalHarness({
+      messages: [imageMessage(10, 1000)],
+      withWatermark: false
+    })
+    const anchorSeconds = Math.floor(harness.state.now / 1000)
+
+    await harness.service.startPass()
+    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
+    expect(bindingIds(harness.databasePath)).toHaveLength(1)
+
+    // 锚点之后新到一张图；并且时间确实往前走了一段（否则"窗口必然为空"的短路会生效，
+    // 那不是漏，而是正确地判定"还没有新东西"）。
+    harness.state.messages = [imageMessage(10, 1000), imageMessage(40, anchorSeconds + 10)]
+    harness.state.count = 2
+    harness.state.maxLocalId = 40
+    harness.state.now += 20_000
+
+    await harness.service.startPass()
+    await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false))
+
+    const ids = bindingIds(harness.databasePath)
+    expect(ids).toHaveLength(2)
+    expect(ids).toContain(sourceMessageId(imageMessage(40, anchorSeconds + 10)))
   })
 })
 
diff --git a/tests/integration/image-text-index-image-query.test.ts b/tests/integration/image-text-index-image-query.test.ts
index fe75500..8d4d948 100644
--- a/tests/integration/image-text-index-image-query.test.ts
+++ b/tests/integration/image-text-index-image-query.test.ts
@@ -86,8 +86,24 @@ function createHarness(): Harness {
   const all = mixedMessages()
   const imagesOnly = all.filter((message) => message.contentData?.type === 'image')
 
+  /**
+   * recent-first 之后，"读哪些行"由**时间分段**决定，所以夹具必须像真 WCDB 一样
+   * 按窗口说话。忽略窗口的夹具测不出调度行为，只会让"读了几次"变成 4 次。
+   */
+  const inWindow = (
+    message: chat.FormattedMessage,
+    window?: { sinceMs?: number; beforeMs?: number }
+  ): boolean => {
+    const createTimeMs = (message.createTime || 0) * 1000
+    if (window?.sinceMs !== undefined && createTimeMs < window.sinceMs) return false
+    if (window?.beforeMs !== undefined && createTimeMs >= window.beforeMs) return false
+    return true
+  }
   const listMessages = vi.fn(async () => all)
-  const listImageMessages = vi.fn(async () => imagesOnly)
+  const listImageMessages = vi.fn(
+    async (_conversationId: string, window?: { sinceMs?: number; beforeMs?: number }) =>
+      imagesOnly.filter((message) => inWindow(message, window))
+  )
 
   const service = new ImageTextIndexService()
   service.bind({
@@ -98,7 +114,13 @@ function createHarness(): Harness {
     listContacts: async () => [
       { md5: CONVERSATION, m_nsUsrName: 'boundary', type: 'user' as const }
     ],
-    countConversationImages: async () => ({ count: IMAGE_COUNT, typeColumn: 'local_type' }),
+    countConversationImages: async (
+      _conversationId: string,
+      window?: { sinceMs?: number; beforeMs?: number }
+    ) => ({
+      count: imagesOnly.filter((message) => inWindow(message, window)).length,
+      typeColumn: 'local_type'
+    }),
     imageWatermark: async () => ({ count: IMAGE_COUNT, maxLocalId: TEXT_COUNT + IMAGE_COUNT }),
     listMessages,
     listImageMessages,
diff --git a/tests/integration/image-text-index-progress-notify.test.ts b/tests/integration/image-text-index-progress-notify.test.ts
index 008be9a..eb88757 100644
--- a/tests/integration/image-text-index-progress-notify.test.ts
+++ b/tests/integration/image-text-index-progress-notify.test.ts
@@ -117,8 +117,15 @@ function createService(options: { count: number; notifyIntervalMs: number; perIm
   return { service, notifications }
 }
 
+/**
+ * 等 pass 收尾。
+ *
+ * 显式给足超时：这些用例故意让 240 张图各睡几毫秒来制造可观测的持续时间，
+ * 而 `vi.waitFor` 的默认超时是 1000ms —— 机器稍慢就会以**断言失败**而不是
+ * "超时"的形态报出来。这里等的是"跑完"，不是"跑得快"。
+ */
 const finish = async (service: ImageTextIndexService): Promise<void> => {
-  await vi.waitFor(() => expect(service.isRunning()).toBe(false))
+  await vi.waitFor(() => expect(service.isRunning()).toBe(false), { timeout: 30_000 })
 }
 
 describe('进度通知节流', () => {
diff --git a/tests/integration/image-text-index-recent-first.test.ts b/tests/integration/image-text-index-recent-first.test.ts
new file mode 100644
index 0000000..92f71a6
--- /dev/null
+++ b/tests/integration/image-text-index-recent-first.test.ts
@@ -0,0 +1,543 @@
+/**
+ * 「recent-first 图片文字索引」的行为测试。
+ *
+ * 这一轮改的是**调度**：不再从最老的历史往下扫，而是先让"最近聊天的图片"可搜索。
+ * 调度改动最容易骗人的地方是"看起来更快了，其实漏了东西"，所以这里的断言都落在
+ * **可观察的结果**上（读了哪些窗口、处理了哪些消息、覆盖度怎么说），而不是内部变量。
+ *
+ * 被测的性质：
+ * - 分段计划：互不重叠、无空隙，边界唯一；
+ * - 处理顺序按时间分段从新到旧；
+ * - 断点续跑不重复 OCR；
+ * - 历史分段跑着的时候，新图片仍然优先；
+ * - 覆盖度能按时间范围回答"这段能不能下确定性结论"；
+ * - 老版本既有索引 / 旧 checkpoint 不被降级，源侧有新增时必须补上；
+ * - UI 文案不暴露工程术语。
+ */
+import { mkdtempSync, rmSync } from 'node:fs'
+import { tmpdir } from 'node:os'
+import { join } from 'node:path'
+import { afterEach, describe, expect, it, vi } from 'vitest'
+import type * as chat from '../../src/main/services/chat-service'
+import { ImageTextIndexService } from '../../src/main/services/image-text-index-service'
+import {
+  ImageTextIndexStore,
+  getImageTextIndexDatabasePath
+} from '../../src/main/services/image-text-index-store'
+import { sourceMessageId } from '../../src/main/knowledge/message-identity'
+import {
+  IMAGE_TEXT_BACKFILL_WINDOW_DAYS,
+  buildImageTextBackfillSegments,
+  describeImageTextRangeCoverage,
+  imageTextPhaseLabel,
+  imageTextRangeCoverage,
+  imageTextWindowToSeconds,
+  type ImageTextBackfillTier,
+  type ImageTextIndexCoverage,
+  type ImageTextTierRunState
+} from '../../src/shared/image-text-index'
+
+const ACCOUNT = 'wxid_recent_first_fixture'
+const CONVERSATION = 'conversation-fixture-md5'
+const DAY_MS = 24 * 60 * 60 * 1000
+const ANCHOR_MS = 1_800_000_000_000
+const roots: string[] = []
+
+afterEach(() => {
+  for (const root of roots.splice(0)) {
+    try {
+      rmSync(root, { recursive: true, force: true })
+    } catch {
+      // 测试收尾尽力而为。
+    }
+  }
+})
+
+function makeDatabaseRoot(): string {
+  const root = mkdtempSync(join(tmpdir(), 'tm-recent-first-'))
+  roots.push(root)
+  return root
+}
+
+function imageMessage(localId: number, createTimeSeconds: number): chat.FormattedMessage {
+  return {
+    localId: String(localId),
+    createTime: createTimeSeconds,
+    content: '[图片]',
+    contentData: { type: 'image', md5: `md5-${localId}`, datName: `dat-${localId}` }
+  } as unknown as chat.FormattedMessage
+}
+
+type Window = { sinceMs?: number; beforeMs?: number }
+
+interface HarnessState {
+  messages: chat.FormattedMessage[]
+  count: number
+  maxLocalId: number
+  now: number
+}
+
+interface HarnessResult {
+  service: ImageTextIndexService
+  databasePath: string
+  state: HarnessState
+  /** 每次向底层请求图片消息时记录的**时间边界**（不含分页上限）。 */
+  windows: Window[]
+  listImageMessages: ReturnType<typeof vi.fn>
+  /** 真正"过了一遍处理"的图片数 —— 用它证明断点续跑没有重做。 */
+  findImageFile: ReturnType<typeof vi.fn>
+}
+
+function inWindow(message: chat.FormattedMessage, window?: Window): boolean {
+  const createTimeMs = (message.createTime || 0) * 1000
+  if (window?.sinceMs !== undefined && createTimeMs < window.sinceMs) return false
+  if (window?.beforeMs !== undefined && createTimeMs >= window.beforeMs) return false
+  return true
+}
+
+function makeHarness(options: {
+  messages: chat.FormattedMessage[]
+  onWindow?: (window: Window | undefined, callIndex: number) => void
+}): HarnessResult {
+  const databaseRoot = makeDatabaseRoot()
+  const databasePath = getImageTextIndexDatabasePath(databaseRoot, ACCOUNT)
+  const state = {
+    messages: [...options.messages],
+    count: options.messages.length,
+    maxLocalId: options.messages.reduce((max, m) => Math.max(max, Number(m.localId) || 0), 0),
+    now: ANCHOR_MS
+  }
+  const windows: Window[] = []
+  const findImageFile = vi.fn(() => null)
+
+  const listImageMessages = vi.fn(async (_conversationId: string, window?: Window) => {
+    // 只记时间边界：调用方还会带一个分页上限，那与"读了哪个时间窗"无关。
+    const bounds: Window = {}
+    if (window?.sinceMs !== undefined) bounds.sinceMs = window.sinceMs
+    if (window?.beforeMs !== undefined) bounds.beforeMs = window.beforeMs
+    windows.push(bounds)
+    options.onWindow?.(window, windows.length - 1)
+    return state.messages.filter((message) => inWindow(message, window))
+  })
+
+  const service = new ImageTextIndexService()
+  service.bind({
+    databaseRoot,
+    resolveAccountId: () => ACCOUNT,
+    resolveAccountRoot: () => 'C:/fixture/account',
+    now: () => state.now,
+    listContacts: async () => [
+      { md5: CONVERSATION, m_nsUsrName: 'fixture', type: 'group' as const }
+    ],
+    listImageMessages,
+    // 窗口感知的计数：新架构"这段没图片就整段跳过"完全依赖它说实话。
+    countConversationImages: async (_conversationId: string, window?: Window) => ({
+      count: state.messages.filter((message) => inWindow(message, window)).length,
+      typeColumn: 'local_type'
+    }),
+    imageWatermark: async () => ({ count: state.count, maxLocalId: state.maxLocalId }),
+    // 没有解密能力 → 每张图片都会被判成 image_missing，测试完全不碰真实图片。
+    decryptService: () => ({ findImageFile, decryptImage: () => null }) as never,
+    capability: async () => ({
+      available: true,
+      engine: 'windows-system-ocr',
+      platform: 'win32',
+      runtimeVersion: '1.2.0',
+      language: 'zh-Hans-CN'
+    }),
+    recognize: async () => ({ success: true, text: '', language: 'zh-Hans-CN' })
+  })
+
+  return { service, databasePath, state, windows, listImageMessages, findImageFile }
+}
+
+const bindingIds = (databasePath: string): string[] => {
+  const store = new ImageTextIndexStore(databasePath, ACCOUNT)
+  const ids = [...store.getConversationOcr(CONVERSATION).keys()]
+  store.close()
+  return ids
+}
+
+const tierStates = (
+  databasePath: string
+): Partial<Record<ImageTextBackfillTier, ImageTextTierRunState>> => {
+  const store = new ImageTextIndexStore(databasePath, ACCOUNT)
+  const result = store.readBackfillState()
+  store.close()
+  return result.tierStates
+}
+
+const runPass = async (
+  harness: HarnessResult,
+  options?: Parameters<ImageTextIndexService['startPass']>[0]
+): Promise<void> => {
+  harness.service.startPass(options)
+  await vi.waitFor(() => expect(harness.service.isRunning()).toBe(false), { timeout: 15_000 })
+}
+
+/** 合成数据集：今天 / 3 天前 / 15 天前 / 6 个月前 / 3 年前，各 10 张。 */
+function syntheticDataset(anchorMs: number): {
+  messages: chat.FormattedMessage[]
+  byBucket: Map<string, number[]>
+} {
+  const buckets: Array<{ key: string; offsetDays: number }> = [
+    { key: 'today', offsetDays: 0 },
+    { key: '3d', offsetDays: 3 },
+    { key: '15d', offsetDays: 15 },
+    { key: '6mo', offsetDays: 183 },
+    { key: '3y', offsetDays: 1095 }
+  ]
+  const messages: chat.FormattedMessage[] = []
+  const byBucket = new Map<string, number[]>()
+  let localId = 1
+  for (const bucket of buckets) {
+    const ids: number[] = []
+    const baseSeconds = Math.floor((anchorMs - bucket.offsetDays * DAY_MS) / 1000) - 60
+    for (let index = 0; index < 10; index += 1) {
+      messages.push(imageMessage(localId, baseSeconds + index))
+      ids.push(localId)
+      localId += 1
+    }
+    byBucket.set(bucket.key, ids)
+  }
+  return { messages, byBucket }
+}
+
+describe('分段计划：唯一边界、不重不漏', () => {
+  it('四段从新到旧、相邻且互不重叠', () => {
+    const segments = buildImageTextBackfillSegments(ANCHOR_MS)
+    expect(segments.map((segment) => segment.tier)).toEqual([
+      'recent_7d',
+      'recent_30d',
+      'recent_1y',
+      'archive'
+    ])
+    expect(segments[0].endMs).toBe(ANCHOR_MS)
+    for (let index = 1; index < segments.length; index += 1) {
+      // 上一段的上界必须等于下一段的下界：半开区间才既不重叠也不留缝。
+      expect(segments[index].endMs).toBe(segments[index - 1].startMs)
+    }
+    expect(segments[2].startMs).toBe(
+      ANCHOR_MS - IMAGE_TEXT_BACKFILL_WINDOW_DAYS.recent_1y * DAY_MS
+    )
+    // 归档段没有下界。
+    expect(segments[3].startMs).toBe(Number.NEGATIVE_INFINITY)
+  })
+
+  it('边界那一秒只属于一段（两端同一套取整）', () => {
+    const boundaryMs = ANCHOR_MS - 7 * DAY_MS
+    const { beforeSecInclusive } = imageTextWindowToSeconds({ beforeMs: boundaryMs })
+    const { sinceSec } = imageTextWindowToSeconds({ sinceMs: boundaryMs })
+    // 上界段的"含"到 beforeSecInclusive，下界段从 sinceSec 起 —— 必须正好衔接。
+    expect(sinceSec! - beforeSecInclusive!).toBe(1)
+  })
+})
+
+describe('recent-first：合成数据集的真实处理顺序', () => {
+  it('今天 / 3 天 → 15 天 → 6 个月前 → 3 年前，先新后旧', async () => {
+    const harness = makeHarness({ messages: [] })
+    const { messages, byBucket } = syntheticDataset(ANCHOR_MS)
+    harness.state.messages = messages
+    harness.state.count = messages.length
+    harness.state.maxLocalId = Math.max(...messages.map((m) => Number(m.localId)))
+
+    await runPass(harness)
+
+    // 只有"有图片的分段"才会去读消息：今天+3 天 / 15 天 / 6 个月 / 3 年，共 4 次。
+    expect(harness.windows).toHaveLength(4)
+    const [first, second, third, fourth] = harness.windows
+    expect(first).toEqual({ sinceMs: ANCHOR_MS - 7 * DAY_MS, beforeMs: ANCHOR_MS })
+    expect(second).toEqual({ sinceMs: ANCHOR_MS - 30 * DAY_MS, beforeMs: ANCHOR_MS - 7 * DAY_MS })
+    expect(third).toEqual({ sinceMs: ANCHOR_MS - 365 * DAY_MS, beforeMs: ANCHOR_MS - 30 * DAY_MS })
+    expect(fourth).toEqual({ sinceMs: Number.NEGATIVE_INFINITY, beforeMs: ANCHOR_MS - 365 * DAY_MS })
+
+    // 第一次读就拿到了"最近的图"—— 这正是用户要的价值。
+    const ids = bindingIds(harness.databasePath)
+    expect(ids).toHaveLength(50)
+    const recentIds = [...byBucket.get('today')!, ...byBucket.get('3d')!]
+    for (const id of recentIds) expect(ids).toContain(sourceMessageId(imageMessage(id, 0)))
+    expect(Math.max(...byBucket.get('today')!)).toBeLessThan(Math.min(...byBucket.get('3y')!))
+    for (const id of byBucket.get('3y')!) {
+      expect(ids).toContain(sourceMessageId(imageMessage(id, 0)))
+    }
+  })
+})
+
+describe('断点续跑：不重复 OCR', () => {
+  it('第一批被预算截断后，重启只补剩下的，已完成的不再走一遍', async () => {
+    const harness = makeHarness({ messages: [] })
+    const { messages } = syntheticDataset(ANCHOR_MS)
+    harness.state.messages = messages
+    harness.state.count = messages.length
+    harness.state.maxLocalId = Math.max(...messages.map((m) => Number(m.localId)))
+
+    // 第一轮：只允许处理 6 张 → 必然停在"最近图片"这一段中间。
+    await runPass(harness, { messageLimit: 6 })
+    expect(harness.findImageFile).toHaveBeenCalledTimes(6)
+    expect(harness.windows).toHaveLength(1)
+    let states = tierStates(harness.databasePath)
+    // 该分段没跑完 → 不允许被标成 complete（否则剩下的图永远不会被处理）。
+    expect(states.recent_7d).not.toBe('complete')
+
+    // 第二轮：预算放开 → 先把最近这段的剩余 4 张补完，再继续往下。
+    await runPass(harness)
+    expect(harness.findImageFile).toHaveBeenCalledTimes(50)
+    states = tierStates(harness.databasePath)
+    expect(states.recent_7d).toBe('complete')
+    expect(states.archive).toBe('complete')
+    expect(bindingIds(harness.databasePath)).toHaveLength(50)
+  })
+})
+
+describe('增量优先：历史分段跑着的时候新图片先处理', () => {
+  it('新图片在下一次调度点被处理，而不是排到历史之后', async () => {
+    let injected = false
+    const harness = makeHarness({
+      messages: [],
+      onWindow: (window) => {
+        // 第二轮窗口请求（recent_30d）之后，模拟"用户刚收到一张新图"。
+        if (injected || window?.sinceMs === undefined) return
+        if (window.beforeMs === ANCHOR_MS - 7 * DAY_MS) {
+          injected = true
+          harness.state.messages = [
+            ...harness.state.messages,
+            imageMessage(999, Math.floor((ANCHOR_MS + 5_000) / 1000))
+          ]
+          harness.state.count += 1
+          harness.state.maxLocalId = 999
+          harness.state.now = ANCHOR_MS + 5_000
+        }
+      }
+    })
+    const { messages } = syntheticDataset(ANCHOR_MS)
+    harness.state.messages = messages
+    harness.state.count = messages.length
+    harness.state.maxLocalId = Math.max(...messages.map((m) => Number(m.localId)))
+
+    await runPass(harness)
+
+    const newMessageId = sourceMessageId(imageMessage(999, 0))
+    expect(bindingIds(harness.databasePath)).toContain(newMessageId)
+    /**
+     * 新图片必须在"更老的分段"之前被处理。
+     *
+     * 增量补齐对"插入序涨了"的会话是**不设时间窗**读取的（这样才接得住晚到的旧时间消息），
+     * 所以这里找的是"没有任何时间边界的那个窗口"，它必须早于 1 年 / 归档分段。
+     */
+    const sweepWindowIndex = harness.windows.findIndex(
+      (window) => window.sinceMs === undefined && window.beforeMs === undefined
+    )
+    const yearWindowIndex = harness.windows.findIndex(
+      (window) => window?.beforeMs === ANCHOR_MS - 30 * DAY_MS
+    )
+    expect(sweepWindowIndex).toBeGreaterThanOrEqual(0)
+    expect(yearWindowIndex).toBeGreaterThan(sweepWindowIndex)
+  })
+})
+
+describe('兼容性：老索引不被降级，源侧有新增必须补上', () => {
+  it('老版本已经全量建完且源侧无变化 → 保持完成，一个字都不读', async () => {
+    const harness = makeHarness({ messages: [] })
+    // 造一份"旧版本建完"的库：总数 3、三条 binding 全部 terminal、没有任何分段元数据。
+    const store = new ImageTextIndexStore(harness.databasePath, ACCOUNT)
+    store.writeCountedTotal({ total: 3, countedAt: ANCHOR_MS - 1000, complete: true })
+    // 旧版本每跑完一个会话都会留下 scan_state —— 升级后正是靠它证明源侧没动过。
+    store.writeScanState({
+      conversationId: CONVERSATION,
+      state: 'done',
+      imageTotal: 3,
+      imageProcessed: 3,
+      maxLocalId: 3
+    })
+    for (let index = 1; index <= 3; index += 1) {
+      store.putBinding({
+        accountId: ACCOUNT,
+        conversationId: CONVERSATION,
+        messageId: `local:${index}`,
+        createTime: ANCHOR_MS - 1000,
+        imageIdentity: `sha256:${index}`,
+        artifactKey: `sha256:${index}|legacy`,
+        state: 'indexed',
+        updatedAt: 1
+      })
+    }
+    store.close()
+
+    harness.state.messages = [imageMessage(1, 1000), imageMessage(2, 2000), imageMessage(3, 3000)]
+    harness.state.count = 3
+    harness.state.maxLocalId = 3
+
+    await runPass(harness)
+
+    // 源侧水位一致 → 一个字都不该读：用户已经拥有的东西不能被降级成"重新建立"。
+    expect(harness.listImageMessages).not.toHaveBeenCalled()
+    expect(harness.findImageFile).not.toHaveBeenCalled()
+    const states = tierStates(harness.databasePath)
+    expect(states.recent_7d).toBe('complete')
+    expect(states.archive).toBe('complete')
+  })
+
+  it('老版本自称"已建完"但源侧已新增 → 必须补上新增，不能信库里的进度', async () => {
+    const harness = makeHarness({ messages: [] })
+    const store = new ImageTextIndexStore(harness.databasePath, ACCOUNT)
+    // 库里自称 2/2 已完成（旧版本跑完时的状态）。
+    store.writeCountedTotal({ total: 2, countedAt: ANCHOR_MS - 1000, complete: true })
+    for (const localId of [1, 2]) {
+      store.writeScanState({
+        conversationId: CONVERSATION,
+        state: 'done',
+        imageTotal: 2,
+        imageProcessed: 2,
+        maxLocalId: 2
+      })
+      store.putBinding({
+        accountId: ACCOUNT,
+        conversationId: CONVERSATION,
+        messageId: `local:${localId}`,
+        createTime: ANCHOR_MS - 1000,
+        imageIdentity: `sha256:old-${localId}`,
+        artifactKey: `sha256:old-${localId}|legacy`,
+        state: 'indexed',
+        updatedAt: 1
+      })
+    }
+    store.close()
+
+    // 源侧现在是 3 张（插入序 1..3）—— 只看库里自称的进度会把它误判成"已完成"。
+    harness.state.messages = [imageMessage(1, 1000), imageMessage(2, 2000), imageMessage(3, 3000)]
+    harness.state.count = 3
+    harness.state.maxLocalId = 3
+
+    await runPass(harness)
+
+    const ids = bindingIds(harness.databasePath)
+    expect(ids).toHaveLength(3)
+    expect(ids).toContain(sourceMessageId(imageMessage(3, 3000)))
+    // 老的 terminal 结果必须被复用，不能重新 OCR。
+    expect(harness.findImageFile).toHaveBeenCalledTimes(1)
+  })
+})
+
+describe('时间范围覆盖度', () => {
+  const coverageOf = (input: Partial<ImageTextIndexCoverage>): ImageTextIndexCoverage => ({
+    totalImageMessages: 100,
+    processed: 20,
+    indexed: 18,
+    empty: 2,
+    missing: 0,
+    failed: 0,
+    runtimeUnavailable: 0,
+    pending: 80,
+    established: true,
+    complete: false,
+    systemicFailure: false,
+    countedAt: ANCHOR_MS,
+    tiers: [
+      { tier: 'recent_7d', state: 'complete', startMs: ANCHOR_MS - 7 * DAY_MS, endMs: ANCHOR_MS },
+      {
+        tier: 'recent_30d',
+        state: 'pending',
+        startMs: ANCHOR_MS - 30 * DAY_MS,
+        endMs: ANCHOR_MS - 7 * DAY_MS
+      },
+      {
+        tier: 'recent_1y',
+        state: 'pending',
+        startMs: ANCHOR_MS - 365 * DAY_MS,
+        endMs: ANCHOR_MS - 30 * DAY_MS
+      },
+      {
+        tier: 'archive',
+        state: 'pending',
+        startMs: Number.NEGATIVE_INFINITY,
+        endMs: ANCHOR_MS - 365 * DAY_MS
+      }
+    ],
+    coveredToMs: ANCHOR_MS,
+    ...input
+  })
+
+  it('A. 最近 7 天已完成 → 查询最近 24h 可以下确定性结论', () => {
+    const coverage = coverageOf({})
+    const range = { sinceMs: ANCHOR_MS - DAY_MS, beforeMs: ANCHOR_MS }
+    const result = imageTextRangeCoverage(coverage, range)
+    expect(result.state).toBe('complete')
+    expect(result.hasUncovered).toBe(false)
+    expect(describeImageTextRangeCoverage(coverage, range)).toContain('已覆盖该时间范围')
+  })
+
+  it('B. 更早历史未完成 → 全历史查询只能是 partial，并明确"不能排除尚未索引的图片"', () => {
+    const coverage = coverageOf({})
+    expect(imageTextRangeCoverage(coverage, {}).state).toBe('partial')
+    expect(describeImageTextRangeCoverage(coverage, {})).toContain('不能排除尚未索引的图片')
+  })
+
+  it('C. 全部完成 → 任意范围都是 complete', () => {
+    const coverage = coverageOf({
+      processed: 100,
+      indexed: 98,
+      empty: 2,
+      pending: 0,
+      complete: true,
+      tiers: coverageOf({}).tiers.map((entry) => ({ ...entry, state: 'complete' as const }))
+    })
+    expect(imageTextRangeCoverage(coverage, {}).state).toBe('complete')
+    expect(
+      imageTextRangeCoverage(coverage, { sinceMs: ANCHOR_MS - 900 * DAY_MS }).state
+    ).toBe('complete')
+  })
+
+  it('D. 在更老的历史里被取消 → 最近一段仍可完整，全历史仍是 partial', () => {
+    const coverage = coverageOf({})
+    expect(
+      imageTextRangeCoverage(coverage, {
+        sinceMs: ANCHOR_MS - 3 * DAY_MS,
+        beforeMs: ANCHOR_MS
+      }).state
+    ).toBe('complete')
+    expect(imageTextRangeCoverage(coverage, {}).state).toBe('partial')
+  })
+
+  it('未建立时不得声称任何范围完整', () => {
+    const coverage = coverageOf({ established: false, tiers: [], coveredToMs: null })
+    expect(imageTextRangeCoverage(coverage, { sinceMs: ANCHOR_MS - DAY_MS }).state).toBe(
+      'not_built'
+    )
+  })
+})
+
+describe('UI 文案与进度', () => {
+  it('阶段文案是用户语言，不出现工程术语', () => {
+    expect(imageTextPhaseLabel('recent_7d')).toBe('正在优先索引最近图片')
+    expect(imageTextPhaseLabel('incremental')).toBe('正在优先索引最近图片')
+    expect(imageTextPhaseLabel('recent_30d')).toBe('正在补齐最近 30 天')
+    expect(imageTextPhaseLabel('recent_1y')).toBe('正在补齐近一年图片')
+    expect(imageTextPhaseLabel('archive')).toBe('正在补齐更早图片')
+    expect(imageTextPhaseLabel('complete')).toBe('图片文字索引已完成')
+    const phases = ['incremental', 'recent_7d', 'recent_30d', 'recent_1y', 'archive', 'complete'] as const
+    for (const phase of phases) {
+      expect(imageTextPhaseLabel(phase)).not.toMatch(/Tier/i)
+    }
+  })
+
+  it('阶段字段在运行中出现，且总进度仍以全量图片数为分母', async () => {
+    const harness = makeHarness({ messages: [] })
+    const { messages } = syntheticDataset(ANCHOR_MS)
+    harness.state.messages = messages
+    harness.state.count = messages.length
+    harness.state.maxLocalId = Math.max(...messages.map((m) => Number(m.localId)))
+
+    await runPass(harness, { messageLimit: 3 })
+    const status = await harness.service.getStatus()
+    // 总分母必须是全部图片消息，而不是"这一段处理了多少"。
+    expect(status.progress.totalImageMessages).toBe(50)
+    expect(status.progress.processed).toBeGreaterThan(0)
+    expect(status.progress.percent).toBeLessThan(100)
+    expect(status.coverage.tiers.map((entry) => entry.tier)).toEqual([
+      'recent_7d',
+      'recent_30d',
+      'recent_1y',
+      'archive'
+    ])
+  })
+})