diff --git a/apps/server/src/modules/acquisition-organize/services/downloads.ts b/apps/server/src/modules/acquisition-organize/services/downloads.ts
index a13f98ea..5e85777b 100644
--- a/apps/server/src/modules/acquisition-organize/services/downloads.ts
+++ b/apps/server/src/modules/acquisition-organize/services/downloads.ts
@@ -718,6 +718,9 @@ export interface SyncStats {
   thresholdResumed: number;
 }
 
+/** 连续多少轮同步(列表 + 按 hash 查)都查不到才判 removed;与资产对账的 missingConfirmAfter 同口径 */
+export const MISSING_CONFIRM_ROUNDS = 3;
+
 export async function syncDownloads(d: AoDeps): Promise<SyncStats> {
   const stats: SyncStats = {
     instances: 0,
@@ -797,13 +800,20 @@ async function syncInstance(d: AoDeps, topo: InstanceTopology, stats: SyncStats)
         // 管理标签被移除:停止后续自动动作,保留历史与资产
         await trx
           .updateTable("download_task")
-          .set({ managed: false, tags: still.tags, last_synced_at: now })
+          .set({ managed: false, tags: still.tags, last_synced_at: now, missing_since: null, missing_count: 0 })
+          .where("id", "=", row.id)
+          .execute();
+      } else if (row.missing_count + 1 < MISSING_CONFIRM_ROUNDS) {
+        // 列表与按 hash 都查不到:先记缺席(qB 刚重启、任务还没加载完时会短暂返回空 / 部分列表)
+        await trx
+          .updateTable("download_task")
+          .set({ missing_since: row.missing_since ?? now, missing_count: row.missing_count + 1, last_synced_at: now })
           .where("id", "=", row.id)
           .execute();
       } else {
         await trx
           .updateTable("download_task")
-          .set({ status: "removed", removed_at: now, last_synced_at: now })
+          .set({ status: "removed", removed_at: now, last_synced_at: now, missing_count: row.missing_count + 1 })
           .where("id", "=", row.id)
           .execute();
         await emitStatus(d, trx, row.id, row.status, "removed", null);
@@ -892,6 +902,8 @@ async function observeLocked(
       last_progress_at: lastProgressAt,
       no_progress_since: noProgressSince,
       last_synced_at: now,
+      missing_since: null,
+      missing_count: 0,
       ...(becameComplete ? { completed_at: now } : {}),
     })
     .where("id", "=", row.id)
diff --git a/apps/server/test/acquisition-organize/subscription.test.ts b/apps/server/test/acquisition-organize/subscription.test.ts
index a779fc9e..776fe353 100644
--- a/apps/server/test/acquisition-organize/subscription.test.ts
+++ b/apps/server/test/acquisition-organize/subscription.test.ts
@@ -2,7 +2,11 @@ import { createQbClient } from "@umt/adapters";
 import { createMockQb, createTempTree, type MockQb, makeTorrent, type TempTree } from "@umt/testkit";
 import { afterAll, beforeAll, describe, expect, it } from "vitest";
 import { evaluateAcquisition } from "../../src/modules/acquisition-organize/services/acquisition.ts";
-import { submitDownload, syncDownloads } from "../../src/modules/acquisition-organize/services/downloads.ts";
+import {
+  MISSING_CONFIRM_ROUNDS,
+  submitDownload,
+  syncDownloads,
+} from "../../src/modules/acquisition-organize/services/downloads.ts";
 import { executeRecord, planImport } from "../../src/modules/acquisition-organize/services/organize.ts";
 import {
   applyEpisodeTotal,
@@ -159,7 +163,7 @@ describe.skipIf(!hasPg)("订阅增强(真实 PG + mock qB + 临时目录)", () =
     // 用户在 qB 里删掉 E02:确认移除 → 计划失败释放单元 → Slot 到期重评 → 延后的 E02 另一版本得到计划
     const qc = createQbClient({ instanceId: "t", baseUrl: qb.url, username: "admin", password: "adminadmin" });
     await qc.delete([e2.hash], { deleteFiles: false });
-    await syncDownloads(h.d);
+    for (let i = 0; i < MISSING_CONFIRM_ROUNDS; i++) await syncDownloads(h.d);
     expect(await planRow(p2)).toMatchObject({ status: "failed", status_reason: "download_removed" });
     expect((await slotRow(slotId)).status).toBe("attention");
     h.engine.enqueued.length = 0;
diff --git a/apps/server/test/e2e/agent-quality.test.ts b/apps/server/test/e2e/agent-quality.test.ts
index 7485fb35..c2c00ffd 100644
--- a/apps/server/test/e2e/agent-quality.test.ts
+++ b/apps/server/test/e2e/agent-quality.test.ts
@@ -41,6 +41,8 @@ describe.skipIf(!hasPg)("E15 Agent 质量(fake 模型 + 真实能力)", () => {
           name: "Dune.Part.Two.2024.1080p.BluRay.x264-GRP",
           status: "failed",
           last_error: JSON.stringify({ message: "qB 状态 missingFiles" }),
+          // 已连续缺席两轮:下一轮同步即确认移除(多轮缺席才判移除)
+          missing_count: 2,
         })
         .returning("id")
         .executeTakeFirstOrThrow()
diff --git a/apps/server/test/e2e/tag-removal.test.ts b/apps/server/test/e2e/tag-removal.test.ts
index 2be080c8..8aab6f51 100644
--- a/apps/server/test/e2e/tag-removal.test.ts
+++ b/apps/server/test/e2e/tag-removal.test.ts
@@ -2,7 +2,7 @@ import { createQbClient } from "@umt/adapters";
 import { afterAll, beforeAll, describe, expect, it } from "vitest";
 import type { createAcquisitionOrganizeModule } from "../../src/modules/acquisition-organize/index.ts";
 import { evaluateAcquisition } from "../../src/modules/acquisition-organize/services/acquisition.ts";
-import { syncDownloads } from "../../src/modules/acquisition-organize/services/downloads.ts";
+import { MISSING_CONFIRM_ROUNDS, syncDownloads } from "../../src/modules/acquisition-organize/services/downloads.ts";
 import { torrentFor } from "./fixtures/modules.ts";
 import { createE2E, type E2E, pgAvailable, seedBase, waitFor } from "./harness.ts";
 
@@ -206,7 +206,8 @@ describe.skipIf(!hasPg)("E8 AT24 标签移除 / 任务消失", () => {
     });
     await ext.delete([ids.D.hash], { deleteFiles: false });
     const externalDeletes = e.qb.callsTo("torrents/delete").length;
-    await syncDownloads(deps());
+    // 连续多轮查不到才确认移除
+    for (let i = 0; i < MISSING_CONFIRM_ROUNDS; i++) await syncDownloads(deps());
     const row = await dt("D");
     expect(row.status).toBe("removed");
     expect(row.removed_at).not.toBeNull();