diff --git a/.gitea/workflows/ui-regression.yml b/.gitea/workflows/ui-regression.yml
index e09241e..6fa4d2d 100644
--- a/.gitea/workflows/ui-regression.yml
+++ b/.gitea/workflows/ui-regression.yml
@@ -100,67 +100,27 @@ jobs:
             cp -R playwright-smoke/test-results playwright-smoke/.artifacts/admin/test-results
           fi
 
-      - name: Upload frontend HTML report
+      - name: Summarize Playwright artifact paths
         if: always()
-        uses: actions/upload-artifact@v4
-        with:
-          name: playwright-html-report-frontend
-          path: playwright-smoke/.artifacts/frontend/playwright-report
-          retention-days: 14
-          if-no-files-found: ignore
+        shell: bash
+        run: |
+          set -euo pipefail
 
-      - name: Upload admin HTML report
-        if: always()
-        uses: actions/upload-artifact@v4
-        with:
-          name: playwright-html-report-admin
-          path: playwright-smoke/.artifacts/admin/playwright-report
-          retention-days: 14
-          if-no-files-found: ignore
+          echo "Gitea Actions 当前不支持 actions/upload-artifact@v4，改为直接输出产物目录："
 
-      - name: Upload frontend raw results
-        if: always()
-        uses: actions/upload-artifact@v4
-        with:
-          name: playwright-raw-results-frontend
-          path: playwright-smoke/.artifacts/frontend/test-results
-          retention-days: 14
-          if-no-files-found: ignore
-
-      - name: Upload admin raw results
-        if: always()
-        uses: actions/upload-artifact@v4
-        with:
-          name: playwright-raw-results-admin
-          path: playwright-smoke/.artifacts/admin/test-results
-          retention-days: 14
-          if-no-files-found: ignore
-
-      - name: Upload frontend failure screenshots / videos / traces
-        if: steps.ui_frontend.outcome != 'success'
-        uses: actions/upload-artifact@v4
-        with:
-          name: playwright-failure-artifacts-frontend
-          path: |
-            playwright-smoke/.artifacts/frontend/test-results/**/*.png
-            playwright-smoke/.artifacts/frontend/test-results/**/*.webm
-            playwright-smoke/.artifacts/frontend/test-results/**/*.zip
-            playwright-smoke/.artifacts/frontend/test-results/**/error-context.md
-          retention-days: 21
-          if-no-files-found: ignore
-
-      - name: Upload admin failure screenshots / videos / traces
-        if: steps.ui_admin.outcome != 'success'
-        uses: actions/upload-artifact@v4
-        with:
-          name: playwright-failure-artifacts-admin
-          path: |
-            playwright-smoke/.artifacts/admin/test-results/**/*.png
-            playwright-smoke/.artifacts/admin/test-results/**/*.webm
-            playwright-smoke/.artifacts/admin/test-results/**/*.zip
-            playwright-smoke/.artifacts/admin/test-results/**/error-context.md
-          retention-days: 21
-          if-no-files-found: ignore
+          for path in \
+            "playwright-smoke/.artifacts/frontend/playwright-report" \
+            "playwright-smoke/.artifacts/frontend/test-results" \
+            "playwright-smoke/.artifacts/admin/playwright-report" \
+            "playwright-smoke/.artifacts/admin/test-results"
+          do
+            if [ -d "${path}" ]; then
+              echo "- ${path}"
+              find "${path}" -maxdepth 2 -type f | sort | head -n 20
+            else
+              echo "- ${path} (missing)"
+            fi
+          done
 
       - name: Mark workflow failed when any suite failed
         if: steps.ui_frontend.outcome != 'success' || steps.ui_admin.outcome != 'success'
diff --git a/admin/src/App.tsx b/admin/src/App.tsx
index aee3dbf..0b2b026 100644
--- a/admin/src/App.tsx
+++ b/admin/src/App.tsx
@@ -94,6 +94,10 @@ const SubscriptionsPage = lazy(async () => {
   const mod = await import('@/pages/subscriptions-page')
   return { default: mod.SubscriptionsPage }
 })
+const WorkersPage = lazy(async () => {
+  const mod = await import('@/pages/workers-page')
+  return { default: mod.WorkersPage }
+})
 
 type SessionContextValue = {
   session: AdminSessionResponse
@@ -389,6 +393,14 @@ function AppRoutes() {
             </LazyRoute>
           }
         />
+        <Route
+          path="workers"
+          element={
+            <LazyRoute>
+              <WorkersPage />
+            </LazyRoute>
+          }
+        />
         <Route
           path="audit"
           element={
diff --git a/admin/src/components/app-shell.tsx b/admin/src/components/app-shell.tsx
index 9cf6578..c76ab04 100644
--- a/admin/src/components/app-shell.tsx
+++ b/admin/src/components/app-shell.tsx
@@ -16,6 +16,7 @@ import {
   Settings,
   Sparkles,
   Tags,
+  Workflow,
 } from 'lucide-react'
 import type { ReactNode } from 'react'
 import { NavLink } from 'react-router-dom'
@@ -99,6 +100,12 @@ const primaryNav = [
     description: '邮件 / Webhook 推送',
     icon: BellRing,
   },
+  {
+    to: '/workers',
+    label: 'Workers',
+    description: '异步任务 / 队列控制台',
+    icon: Workflow,
+  },
   {
     to: '/audit',
     label: '审计',
diff --git a/admin/src/lib/api.ts b/admin/src/lib/api.ts
index cca28d3..9ae5336 100644
--- a/admin/src/lib/api.ts
+++ b/admin/src/lib/api.ts
@@ -5,6 +5,7 @@ import type {
   AdminAiProviderTestResponse,
   AdminImageUploadResponse,
   AdminMediaBatchDeleteResponse,
+  AdminMediaDownloadResponse,
   AdminMediaDeleteResponse,
   AdminMediaListResponse,
   AdminMediaMetadataResponse,
@@ -36,6 +37,7 @@ import type {
   MarkdownDocumentResponse,
   MarkdownImportResponse,
   MediaAssetMetadataPayload,
+  MediaDownloadPayload,
   NotificationDeliveryRecord,
   PostPageResponse,
   PostListQuery,
@@ -53,6 +55,10 @@ import type {
   SubscriptionPayload,
   SubscriptionRecord,
   SubscriptionUpdatePayload,
+  WorkerJobListResponse,
+  WorkerJobRecord,
+  WorkerOverview,
+  WorkerTaskActionResponse,
   TagRecord,
   TaxonomyPayload,
   UpdateCommentPayload,
@@ -236,7 +242,7 @@ export const adminApi = {
       method: 'DELETE',
     }),
   testSubscription: (id: number) =>
-    request<{ queued: boolean; id: number; delivery_id: number }>(`/api/admin/subscriptions/${id}/test`, {
+    request<{ queued: boolean; id: number; delivery_id: number; job_id?: number | null }>(`/api/admin/subscriptions/${id}/test`, {
       method: 'POST',
     }),
   listSubscriptionDeliveries: async (limit = 80) =>
@@ -248,6 +254,42 @@ export const adminApi = {
       method: 'POST',
       body: JSON.stringify({ period }),
     }),
+  getWorkersOverview: () => request<WorkerOverview>('/api/admin/workers/overview'),
+  listWorkerJobs: (query?: {
+    status?: string
+    jobKind?: string
+    workerName?: string
+    search?: string
+    limit?: number
+  }) =>
+    request<WorkerJobListResponse>(
+      appendQueryParams('/api/admin/workers/jobs', {
+        status: query?.status,
+        job_kind: query?.jobKind,
+        worker_name: query?.workerName,
+        search: query?.search,
+        limit: query?.limit,
+      }),
+    ),
+  getWorkerJob: (id: number) => request<WorkerJobRecord>(`/api/admin/workers/jobs/${id}`),
+  cancelWorkerJob: (id: number) =>
+    request<WorkerJobRecord>(`/api/admin/workers/jobs/${id}/cancel`, {
+      method: 'POST',
+    }),
+  retryWorkerJob: (id: number) =>
+    request<WorkerTaskActionResponse>(`/api/admin/workers/jobs/${id}/retry`, {
+      method: 'POST',
+    }),
+  runRetryDeliveriesWorker: (limit?: number) =>
+    request<WorkerTaskActionResponse>('/api/admin/workers/tasks/retry-deliveries', {
+      method: 'POST',
+      body: JSON.stringify({ limit }),
+    }),
+  runDigestWorker: (period: 'weekly' | 'monthly') =>
+    request<WorkerTaskActionResponse>('/api/admin/workers/tasks/digest', {
+      method: 'POST',
+      body: JSON.stringify({ period }),
+    }),
   dashboard: () => request<AdminDashboardResponse>('/api/admin/dashboard'),
   analytics: () => request<AdminAnalyticsResponse>('/api/admin/analytics'),
   listCategories: () => request<CategoryRecord[]>('/api/admin/categories'),
@@ -405,6 +447,19 @@ export const adminApi = {
       body: formData,
     })
   },
+  downloadMediaObject: (payload: MediaDownloadPayload) =>
+    request<AdminMediaDownloadResponse>('/api/admin/storage/media/download', {
+      method: 'POST',
+      body: JSON.stringify({
+        source_url: payload.sourceUrl,
+        prefix: payload.prefix,
+        title: payload.title,
+        alt_text: payload.altText,
+        caption: payload.caption,
+        tags: payload.tags,
+        notes: payload.notes,
+      }),
+    }),
   updateMediaObjectMetadata: (payload: MediaAssetMetadataPayload) =>
     request<AdminMediaMetadataResponse>('/api/admin/storage/media/metadata', {
       method: 'PATCH',
diff --git a/admin/src/lib/types.ts b/admin/src/lib/types.ts
index 28f072e..878effe 100644
--- a/admin/src/lib/types.ts
+++ b/admin/src/lib/types.ts
@@ -125,6 +125,79 @@ export interface SubscriptionDigestResponse {
   skipped: number
 }
 
+export interface WorkerCatalogEntry {
+  worker_name: string
+  job_kind: string
+  label: string
+  description: string
+  queue_name: string | null
+  supports_cancel: boolean
+  supports_retry: boolean
+}
+
+export interface WorkerStats {
+  worker_name: string
+  job_kind: string
+  label: string
+  queued: number
+  running: number
+  succeeded: number
+  failed: number
+  cancelled: number
+  last_job_at: string | null
+}
+
+export interface WorkerOverview {
+  total_jobs: number
+  queued: number
+  running: number
+  succeeded: number
+  failed: number
+  cancelled: number
+  active_jobs: number
+  worker_stats: WorkerStats[]
+  catalog: WorkerCatalogEntry[]
+}
+
+export interface WorkerJobRecord {
+  created_at: string
+  updated_at: string
+  id: number
+  parent_job_id: number | null
+  job_kind: string
+  worker_name: string
+  display_name: string | null
+  status: string
+  queue_name: string | null
+  requested_by: string | null
+  requested_source: string | null
+  trigger_mode: string | null
+  payload: Record<string, unknown> | null
+  result: Record<string, unknown> | null
+  error_text: string | null
+  tags: unknown[] | Record<string, unknown> | null
+  related_entity_type: string | null
+  related_entity_id: string | null
+  attempts_count: number
+  max_attempts: number
+  cancel_requested: boolean
+  queued_at: string | null
+  started_at: string | null
+  finished_at: string | null
+  can_cancel: boolean
+  can_retry: boolean
+}
+
+export interface WorkerJobListResponse {
+  total: number
+  jobs: WorkerJobRecord[]
+}
+
+export interface WorkerTaskActionResponse {
+  queued: boolean
+  job: WorkerJobRecord
+}
+
 export interface DashboardStats {
   total_posts: number
   total_comments: number
@@ -533,6 +606,22 @@ export interface AdminMediaReplaceResponse {
   url: string
 }
 
+export interface MediaDownloadPayload {
+  sourceUrl: string
+  prefix?: string | null
+  title?: string | null
+  altText?: string | null
+  caption?: string | null
+  tags?: string[]
+  notes?: string | null
+}
+
+export interface AdminMediaDownloadResponse {
+  queued: boolean
+  job_id: number
+  status: string
+}
+
 export interface MediaAssetMetadataPayload {
   key: string
   title?: string | null
diff --git a/admin/src/pages/dashboard-page.tsx b/admin/src/pages/dashboard-page.tsx
index 74295d4..36672bd 100644
--- a/admin/src/pages/dashboard-page.tsx
+++ b/admin/src/pages/dashboard-page.tsx
@@ -8,8 +8,10 @@ import {
   Rss,
   Star,
   Tags,
+  Workflow,
 } from 'lucide-react'
 import { startTransition, useCallback, useEffect, useState } from 'react'
+import { Link } from 'react-router-dom'
 import { toast } from 'sonner'
 
 import { Badge } from '@/components/ui/badge'
@@ -35,7 +37,7 @@ import {
   formatReviewStatus,
   formatReviewType,
 } from '@/lib/admin-format'
-import type { AdminDashboardResponse } from '@/lib/types'
+import type { AdminDashboardResponse, WorkerOverview } from '@/lib/types'
 
 function StatCard({
   label,
@@ -66,6 +68,7 @@ function StatCard({
 
 export function DashboardPage() {
   const [data, setData] = useState<AdminDashboardResponse | null>(null)
+  const [workerOverview, setWorkerOverview] = useState<WorkerOverview | null>(null)
   const [loading, setLoading] = useState(true)
   const [refreshing, setRefreshing] = useState(false)
 
@@ -75,9 +78,13 @@ export function DashboardPage() {
         setRefreshing(true)
       }
 
-      const next = await adminApi.dashboard()
+      const [next, nextWorkerOverview] = await Promise.all([
+        adminApi.dashboard(),
+        adminApi.getWorkersOverview(),
+      ])
       startTransition(() => {
         setData(next)
+        setWorkerOverview(nextWorkerOverview)
       })
 
       if (showToast) {
@@ -98,7 +105,7 @@ export function DashboardPage() {
     void loadDashboard(false)
   }, [loadDashboard])
 
-  if (loading || !data) {
+  if (loading || !data || !workerOverview) {
     return (
       <div className="space-y-6">
         <div className="grid gap-4 md:grid-cols-2 xl:grid-cols-4">
@@ -146,6 +153,12 @@ export function DashboardPage() {
       note: data.stats.ai_enabled ? '知识库已启用' : 'AI 功能当前关闭',
       icon: BrainCircuit,
     },
+    {
+      label: 'Worker 活动',
+      value: workerOverview.active_jobs,
+      note: `失败 ${workerOverview.failed} / 运行 ${workerOverview.running}`,
+      icon: Workflow,
+    },
   ]
 
   return (
@@ -314,6 +327,75 @@ export function DashboardPage() {
                 {data.site.ai_last_indexed_at ?? '站点还没有建立过索引。'}
               </p>
             </div>
+
+            <div className="rounded-2xl border border-border/70 bg-background/70 p-4">
+              <div className="flex items-start justify-between gap-4">
+                <div>
+                  <p className="text-xs uppercase tracking-[0.2em] text-muted-foreground">
+                    Worker 健康
+                  </p>
+                  <p className="mt-3 text-sm leading-6 text-muted-foreground">
+                    当前排队 {workerOverview.queued}、运行 {workerOverview.running}、失败 {workerOverview.failed}。
+                  </p>
+                </div>
+                <Button variant="outline" size="sm" asChild>
+                  <Link
+                    to={workerOverview.failed > 0 ? '/workers?status=failed' : '/workers'}
+                    data-testid="dashboard-worker-open"
+                  >
+                    查看队列
+                  </Link>
+                </Button>
+              </div>
+
+              <div className="mt-4 grid gap-3 sm:grid-cols-3">
+                <Link
+                  to="/workers?status=queued"
+                  data-testid="dashboard-worker-card-queued"
+                  className="rounded-2xl border border-border/70 px-4 py-3 text-sm transition hover:border-primary/30 hover:bg-primary/5"
+                >
+                  <div className="text-[11px] uppercase tracking-[0.18em] text-muted-foreground">Queued</div>
+                  <div className="mt-2 text-2xl font-semibold text-foreground">{workerOverview.queued}</div>
+                </Link>
+                <Link
+                  to="/workers?status=running"
+                  data-testid="dashboard-worker-card-running"
+                  className="rounded-2xl border border-border/70 px-4 py-3 text-sm transition hover:border-primary/30 hover:bg-primary/5"
+                >
+                  <div className="text-[11px] uppercase tracking-[0.18em] text-muted-foreground">Running</div>
+                  <div className="mt-2 text-2xl font-semibold text-foreground">{workerOverview.running}</div>
+                </Link>
+                <Link
+                  to="/workers?status=failed"
+                  data-testid="dashboard-worker-card-failed"
+                  className="rounded-2xl border border-border/70 px-4 py-3 text-sm transition hover:border-primary/30 hover:bg-primary/5"
+                >
+                  <div className="text-[11px] uppercase tracking-[0.18em] text-muted-foreground">Failed</div>
+                  <div className="mt-2 text-2xl font-semibold text-foreground">{workerOverview.failed}</div>
+                </Link>
+              </div>
+
+              {workerOverview.worker_stats.length ? (
+                <div className="mt-4 space-y-2">
+                  {workerOverview.worker_stats.slice(0, 3).map((item) => (
+                    <Link
+                      key={item.worker_name}
+                      to={`/workers?worker=${encodeURIComponent(item.worker_name)}`}
+                      className="flex items-center justify-between gap-3 rounded-2xl border border-border/70 px-4 py-3 text-sm transition hover:border-primary/30 hover:bg-primary/5"
+                    >
+                      <div>
+                        <div className="font-medium text-foreground">{item.label}</div>
+                        <div className="mt-1 text-xs text-muted-foreground">{item.worker_name}</div>
+                      </div>
+                      <div className="text-right text-xs text-muted-foreground">
+                        <div>Q {item.queued} · R {item.running}</div>
+                        <div>ERR {item.failed}</div>
+                      </div>
+                    </Link>
+                  ))}
+                </div>
+              ) : null}
+            </div>
           </CardContent>
         </Card>
       </div>
diff --git a/admin/src/pages/media-page.tsx b/admin/src/pages/media-page.tsx
index 85e2f56..7fd2eba 100644
--- a/admin/src/pages/media-page.tsx
+++ b/admin/src/pages/media-page.tsx
@@ -1,6 +1,7 @@
 import {
   CheckSquare,
   Copy,
+  Download,
   Image as ImageIcon,
   RefreshCcw,
   Replace,
@@ -10,6 +11,7 @@ import {
   Upload,
 } from 'lucide-react'
 import { startTransition, useCallback, useEffect, useMemo, useState } from 'react'
+import { Link } from 'react-router-dom'
 import { toast } from 'sonner'
 
 import { Badge } from '@/components/ui/badge'
@@ -58,6 +60,24 @@ const defaultMetadataForm: MediaMetadataFormState = {
   notes: '',
 }
 
+type RemoteDownloadFormState = {
+  sourceUrl: string
+  title: string
+  altText: string
+  caption: string
+  tags: string
+  notes: string
+}
+
+const defaultRemoteDownloadForm: RemoteDownloadFormState = {
+  sourceUrl: '',
+  title: '',
+  altText: '',
+  caption: '',
+  tags: '',
+  notes: '',
+}
+
 function normalizeMediaTags(value: unknown): string[] {
   if (!Array.isArray(value)) {
     return []
@@ -121,6 +141,11 @@ export function MediaPage() {
   const [metadataSaving, setMetadataSaving] = useState(false)
   const [compressBeforeUpload, setCompressBeforeUpload] = useState(true)
   const [compressQuality, setCompressQuality] = useState('0.82')
+  const [remoteDownloadForm, setRemoteDownloadForm] = useState<RemoteDownloadFormState>(
+    defaultRemoteDownloadForm,
+  )
+  const [downloadingRemote, setDownloadingRemote] = useState(false)
+  const [lastRemoteDownloadJobId, setLastRemoteDownloadJobId] = useState<number | null>(null)
 
   const loadItems = useCallback(async (showToast = false) => {
     try {
@@ -352,6 +377,147 @@ export function MediaPage() {
                 : ''}
             </p>
           ) : null}
+
+          <div className="rounded-3xl border border-border/70 bg-background/50 p-4">
+            <div className="space-y-2">
+              <p className="text-sm font-medium">远程抓取到媒体库</p>
+              <p className="text-xs leading-6 text-muted-foreground">
+                输入可访问的图片 / PDF 直链后，会创建异步 worker 任务；下载完成后写入当前目录前缀，并同步媒体元数据。
+              </p>
+            </div>
+
+            <div className="mt-4 grid gap-4 lg:grid-cols-2">
+              <FormField label="远程 URL">
+                <Input
+                  data-testid="media-remote-url"
+                  value={remoteDownloadForm.sourceUrl}
+                  onChange={(event) =>
+                    setRemoteDownloadForm((current) => ({
+                      ...current,
+                      sourceUrl: event.target.value,
+                    }))
+                  }
+                  placeholder="https://example.com/cover.webp"
+                />
+              </FormField>
+
+              <FormField label="标题">
+                <Input
+                  data-testid="media-remote-title"
+                  value={remoteDownloadForm.title}
+                  onChange={(event) =>
+                    setRemoteDownloadForm((current) => ({
+                      ...current,
+                      title: event.target.value,
+                    }))
+                  }
+                  placeholder="远程抓取封面"
+                />
+              </FormField>
+
+              <FormField label="Alt 文本">
+                <Input
+                  value={remoteDownloadForm.altText}
+                  onChange={(event) =>
+                    setRemoteDownloadForm((current) => ({
+                      ...current,
+                      altText: event.target.value,
+                    }))
+                  }
+                  placeholder="终端风格封面图"
+                />
+              </FormField>
+
+              <FormField label="标签">
+                <Input
+                  value={remoteDownloadForm.tags}
+                  onChange={(event) =>
+                    setRemoteDownloadForm((current) => ({
+                      ...current,
+                      tags: event.target.value,
+                    }))
+                  }
+                  placeholder="remote, cover"
+                />
+              </FormField>
+
+              <div className="lg:col-span-2">
+                <FormField label="Caption">
+                  <Textarea
+                    value={remoteDownloadForm.caption}
+                    onChange={(event) =>
+                      setRemoteDownloadForm((current) => ({
+                        ...current,
+                        caption: event.target.value,
+                      }))
+                    }
+                    rows={3}
+                    placeholder="适合记录图片用途或展示位置。"
+                  />
+                </FormField>
+              </div>
+
+              <div className="lg:col-span-2">
+                <FormField label="内部备注">
+                  <Textarea
+                    value={remoteDownloadForm.notes}
+                    onChange={(event) =>
+                      setRemoteDownloadForm((current) => ({
+                        ...current,
+                        notes: event.target.value,
+                      }))
+                    }
+                    rows={3}
+                    placeholder="可选：记录素材来源、版权说明等。"
+                  />
+                </FormField>
+              </div>
+            </div>
+
+            <div className="mt-4 flex flex-wrap gap-3">
+              <Button
+                data-testid="media-remote-download"
+                disabled={!remoteDownloadForm.sourceUrl.trim() || downloadingRemote}
+                onClick={async () => {
+                  if (!remoteDownloadForm.sourceUrl.trim()) {
+                    toast.error('请先填写远程 URL。')
+                    return
+                  }
+
+                  try {
+                    setDownloadingRemote(true)
+                    const result = await adminApi.downloadMediaObject({
+                      sourceUrl: remoteDownloadForm.sourceUrl.trim(),
+                      prefix: uploadPrefix,
+                      title: remoteDownloadForm.title.trim() || null,
+                      altText: remoteDownloadForm.altText.trim() || null,
+                      caption: remoteDownloadForm.caption.trim() || null,
+                      tags: parseTagList(remoteDownloadForm.tags),
+                      notes: remoteDownloadForm.notes.trim() || null,
+                    })
+                    setLastRemoteDownloadJobId(result.job_id)
+                    toast.success(`远程抓取任务已入队：#${result.job_id}`)
+                    setRemoteDownloadForm(defaultRemoteDownloadForm)
+                    window.setTimeout(() => {
+                      void loadItems(false)
+                    }, 1500)
+                  } catch (error) {
+                    toast.error(error instanceof ApiError ? error.message : '远程抓取失败。')
+                  } finally {
+                    setDownloadingRemote(false)
+                  }
+                }}
+              >
+                <Download className="h-4 w-4" />
+                {downloadingRemote ? '抓取中...' : '抓取远程素材'}
+              </Button>
+              {lastRemoteDownloadJobId ? (
+                <Button variant="outline" asChild data-testid="media-last-remote-job">
+                  <Link to={`/workers?job=${lastRemoteDownloadJobId}`}>查看任务详情</Link>
+                </Button>
+              ) : null}
+            </div>
+          </div>
         </CardContent>
       </Card>
 
diff --git a/admin/src/pages/subscriptions-page.tsx b/admin/src/pages/subscriptions-page.tsx
index cb2da5f..f4e3ce3 100644
--- a/admin/src/pages/subscriptions-page.tsx
+++ b/admin/src/pages/subscriptions-page.tsx
@@ -1,5 +1,6 @@
 import { BellRing, MailPlus, Pencil, RefreshCcw, Save, Send, Trash2, X } from 'lucide-react'
 import { startTransition, useCallback, useEffect, useMemo, useState } from 'react'
+import { Link } from 'react-router-dom'
 import { toast } from 'sonner'
 
 import { Badge } from '@/components/ui/badge'
@@ -19,7 +20,7 @@ import {
 } from '@/components/ui/table'
 import { Textarea } from '@/components/ui/textarea'
 import { adminApi, ApiError } from '@/lib/api'
-import type { NotificationDeliveryRecord, SubscriptionRecord } from '@/lib/types'
+import type { NotificationDeliveryRecord, SubscriptionRecord, WorkerJobRecord } from '@/lib/types'
 
 const CHANNEL_OPTIONS = [
   { value: 'email', label: 'Email' },
@@ -80,6 +81,8 @@ export function SubscriptionsPage() {
   const [digesting, setDigesting] = useState<'weekly' | 'monthly' | null>(null)
   const [actioningId, setActioningId] = useState<number | null>(null)
   const [editingId, setEditingId] = useState<number | null>(null)
+  const [workerJobs, setWorkerJobs] = useState<WorkerJobRecord[]>([])
+  const [lastActionJobId, setLastActionJobId] = useState<number | null>(null)
   const [form, setForm] = useState(emptyForm())
 
   const loadData = useCallback(async (showToast = false) => {
@@ -87,13 +90,18 @@ export function SubscriptionsPage() {
       if (showToast) {
         setRefreshing(true)
       }
-      const [nextSubscriptions, nextDeliveries] = await Promise.all([
+      const [nextSubscriptions, nextDeliveries, nextWorkerJobs] = await Promise.all([
         adminApi.listSubscriptions(),
         adminApi.listSubscriptionDeliveries(),
+        adminApi.listWorkerJobs({
+          workerName: 'worker.notification_delivery',
+          limit: 200,
+        }),
       ])
       startTransition(() => {
         setSubscriptions(nextSubscriptions)
         setDeliveries(nextDeliveries)
+        setWorkerJobs(nextWorkerJobs.jobs)
       })
       if (showToast) {
         toast.success('订阅中心已刷新。')
@@ -123,6 +131,17 @@ export function SubscriptionsPage() {
     [deliveries],
   )
 
+  const deliveryJobMap = useMemo(() => {
+    const map = new Map<number, WorkerJobRecord>()
+    for (const item of workerJobs) {
+      const relatedId = Number.parseInt(String(item.related_entity_id || ''), 10)
+      if (Number.isFinite(relatedId) && !map.has(relatedId)) {
+        map.set(relatedId, item)
+      }
+    }
+    return map
+  }, [workerJobs])
+
   const resetForm = useCallback(() => {
     setEditingId(null)
     setForm(emptyForm())
@@ -192,8 +211,9 @@ export function SubscriptionsPage() {
             onClick={async () => {
               try {
                 setDigesting('weekly')
-                const result = await adminApi.sendSubscriptionDigest('weekly')
-                toast.success(`周报已入队：queued ${result.queued}，skipped ${result.skipped}`)
+                const result = await adminApi.runDigestWorker('weekly')
+                setLastActionJobId(result.job.id)
+                toast.success(`周报任务已入队：#${result.job.id}`)
                 await loadData(false)
               } catch (error) {
                 toast.error(error instanceof ApiError ? error.message : '发送周报失败。')
@@ -211,8 +231,9 @@ export function SubscriptionsPage() {
             onClick={async () => {
               try {
                 setDigesting('monthly')
-                const result = await adminApi.sendSubscriptionDigest('monthly')
-                toast.success(`月报已入队：queued ${result.queued}，skipped ${result.skipped}`)
+                const result = await adminApi.runDigestWorker('monthly')
+                setLastActionJobId(result.job.id)
+                toast.success(`月报任务已入队：#${result.job.id}`)
                 await loadData(false)
               } catch (error) {
                 toast.error(error instanceof ApiError ? error.message : '发送月报失败。')
@@ -224,6 +245,11 @@ export function SubscriptionsPage() {
             <BellRing className="h-4 w-4" />
             {digesting === 'monthly' ? '入队中...' : '发送月报'}
           </Button>
+          {lastActionJobId ? (
+            <Button variant="outline" asChild data-testid="subscriptions-last-job">
+              <Link to={`/workers?job=${lastActionJobId}`}>查看最近任务</Link>
+            </Button>
+          ) : null}
         </div>
       </div>
 
@@ -414,8 +440,15 @@ export function SubscriptionsPage() {
                           onClick={async () => {
                             try {
                               setActioningId(item.id)
-                              await adminApi.testSubscription(item.id)
-                              toast.success('测试通知已入队。')
+                              const result = await adminApi.testSubscription(item.id)
+                              if (result.job_id) {
+                                setLastActionJobId(result.job_id)
+                              }
+                              toast.success(
+                                result.job_id
+                                  ? `测试通知已入队：#${result.job_id}`
+                                  : '测试通知已入队。',
+                              )
                               await loadData(false)
                             } catch (error) {
                               toast.error(error instanceof ApiError ? error.message : '测试发送失败。')
@@ -478,11 +511,14 @@ export function SubscriptionsPage() {
                 <TableHead>频道</TableHead>
                 <TableHead>状态</TableHead>
                 <TableHead>重试</TableHead>
+                <TableHead>Worker</TableHead>
                 <TableHead>响应</TableHead>
               </TableRow>
             </TableHeader>
             <TableBody>
-              {deliveries.map((item) => (
+              {deliveries.map((item) => {
+                const workerJob = deliveryJobMap.get(item.id)
+                return (
                 <TableRow key={item.id}>
                   <TableCell className="text-muted-foreground">{item.delivered_at ?? item.created_at}</TableCell>
                   <TableCell>
@@ -504,11 +540,26 @@ export function SubscriptionsPage() {
                     <div>attempts: {item.attempts_count}</div>
                     <div>next: {item.next_retry_at ?? '—'}</div>
                   </TableCell>
+                  <TableCell>
+                    {workerJob ? (
+                      <Button
+                        variant="outline"
+                        size="sm"
+                        asChild
+                        data-testid={`subscription-delivery-job-${item.id}`}
+                      >
+                        <Link to={`/workers?job=${workerJob.id}`}>#{workerJob.id}</Link>
+                      </Button>
+                    ) : (
+                      <span className="text-xs text-muted-foreground">—</span>
+                    )}
+                  </TableCell>
                   <TableCell className="max-w-[360px] whitespace-pre-wrap break-words text-sm text-muted-foreground">
                     {item.response_text ?? '—'}
                   </TableCell>
                 </TableRow>
-              ))}
+                )
+              })}
             </TableBody>
           </Table>
         </CardContent>
diff --git a/admin/src/pages/workers-page.tsx b/admin/src/pages/workers-page.tsx
new file mode 100644
index 0000000..a779043
--- /dev/null
+++ b/admin/src/pages/workers-page.tsx
@@ -0,0 +1,529 @@
+import {
+  LoaderCircle,
+  RefreshCcw,
+  RotateCcw,
+  Send,
+  SquareTerminal,
+  StopCircle,
+  TimerReset,
+  Workflow,
+} from 'lucide-react'
+import { startTransition, useCallback, useEffect, useMemo, useState } from 'react'
+import { toast } from 'sonner'
+
+import { Badge } from '@/components/ui/badge'
+import { Button } from '@/components/ui/button'
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from '@/components/ui/card'
+import { Input } from '@/components/ui/input'
+import { Select } from '@/components/ui/select'
+import { Skeleton } from '@/components/ui/skeleton'
+import {
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from '@/components/ui/table'
+import { adminApi, ApiError } from '@/lib/api'
+import type { WorkerJobRecord, WorkerOverview } from '@/lib/types'
+import { cn } from '@/lib/utils'
+import { useSearchParams } from 'react-router-dom'
+
+function prettyJson(value: unknown) {
+  if (value === null || value === undefined) {
+    return '—'
+  }
+
+  try {
+    return JSON.stringify(value, null, 2)
+  } catch {
+    return String(value)
+  }
+}
+
+function statusVariant(status: string) {
+  switch (status) {
+    case 'succeeded':
+      return 'success' as const
+    case 'running':
+      return 'default' as const
+    case 'queued':
+      return 'secondary' as const
+    case 'failed':
+      return 'danger' as const
+    case 'cancelled':
+      return 'warning' as const
+    default:
+      return 'outline' as const
+  }
+}
+
+const EMPTY_OVERVIEW: WorkerOverview = {
+  total_jobs: 0,
+  queued: 0,
+  running: 0,
+  succeeded: 0,
+  failed: 0,
+  cancelled: 0,
+  active_jobs: 0,
+  worker_stats: [],
+  catalog: [],
+}
+
+export function WorkersPage() {
+  const [searchParams] = useSearchParams()
+  const [overview, setOverview] = useState<WorkerOverview>(EMPTY_OVERVIEW)
+  const [jobs, setJobs] = useState<WorkerJobRecord[]>([])
+  const [total, setTotal] = useState(0)
+  const [loading, setLoading] = useState(true)
+  const [refreshing, setRefreshing] = useState(false)
+  const [actioning, setActioning] = useState<string | null>(null)
+  const [selectedJobId, setSelectedJobId] = useState<number | null>(null)
+  const [statusFilter, setStatusFilter] = useState(searchParams.get('status') || 'all')
+  const [kindFilter, setKindFilter] = useState(searchParams.get('kind') || 'all')
+  const [workerFilter, setWorkerFilter] = useState(searchParams.get('worker') || 'all')
+  const [search, setSearch] = useState(searchParams.get('search') || '')
+
+  const requestedJobId = useMemo(() => {
+    const raw = Number.parseInt(searchParams.get('job') || '', 10)
+    return Number.isFinite(raw) ? raw : null
+  }, [searchParams])
+
+  useEffect(() => {
+    setStatusFilter(searchParams.get('status') || 'all')
+    setKindFilter(searchParams.get('kind') || 'all')
+    setWorkerFilter(searchParams.get('worker') || 'all')
+    setSearch(searchParams.get('search') || '')
+  }, [searchParams])
+
+  const loadData = useCallback(async (showToast = false) => {
+    try {
+      if (showToast) {
+        setRefreshing(true)
+      }
+      const [nextOverview, nextJobs] = await Promise.all([
+        adminApi.getWorkersOverview(),
+        adminApi.listWorkerJobs({
+          status: statusFilter === 'all' ? undefined : statusFilter,
+          jobKind: kindFilter === 'all' ? undefined : kindFilter,
+          workerName: workerFilter === 'all' ? undefined : workerFilter,
+          search: search.trim() || undefined,
+          limit: 120,
+        }),
+      ])
+      let nextJobList = nextJobs.jobs
+      if (requestedJobId && !nextJobList.some((item) => item.id === requestedJobId)) {
+        try {
+          const requestedJob = await adminApi.getWorkerJob(requestedJobId)
+          nextJobList = [requestedJob, ...nextJobList]
+        } catch {
+          // ignore deep-link miss and keep current list
+        }
+      }
+      startTransition(() => {
+        setOverview(nextOverview)
+        setJobs(nextJobList)
+        setTotal(nextJobs.total)
+      })
+      if (showToast) {
+        toast.success('Worker 管理面板已刷新。')
+      }
+    } catch (error) {
+      toast.error(error instanceof ApiError ? error.message : '无法加载 worker 面板。')
+    } finally {
+      setLoading(false)
+      setRefreshing(false)
+    }
+  }, [kindFilter, requestedJobId, search, statusFilter, workerFilter])
+
+  useEffect(() => {
+    void loadData(false)
+  }, [loadData])
+
+  useEffect(() => {
+    const timer = window.setInterval(() => {
+      void loadData(false)
+    }, 5000)
+
+    return () => window.clearInterval(timer)
+  }, [loadData])
+
+  useEffect(() => {
+    setSelectedJobId((current) => {
+      if (requestedJobId) {
+        return requestedJobId
+      }
+      if (current && jobs.some((item) => item.id === current)) {
+        return current
+      }
+      return jobs[0]?.id ?? null
+    })
+  }, [jobs, requestedJobId])
+
+  const selectedJob = useMemo(
+    () => jobs.find((item) => item.id === selectedJobId) ?? null,
+    [jobs, selectedJobId],
+  )
+
+  const runTask = useCallback(async (task: 'weekly' | 'monthly' | 'retry') => {
+    try {
+      setActioning(task)
+      const result =
+        task === 'retry'
+          ? await adminApi.runRetryDeliveriesWorker(80)
+          : await adminApi.runDigestWorker(task)
+      toast.success(`已入队：#${result.job.id} ${result.job.display_name ?? result.job.worker_name}`)
+      await loadData(false)
+      setSelectedJobId(result.job.id)
+    } catch (error) {
+      toast.error(error instanceof ApiError ? error.message : '任务入队失败。')
+    } finally {
+      setActioning(null)
+    }
+  }, [loadData])
+
+  const workerOptions = overview.catalog.map((item) => ({
+    value: item.worker_name,
+    label: item.label,
+  }))
+
+  if (loading) {
+    return (
+      <div className="space-y-6">
+        <Skeleton className="h-40 rounded-3xl" />
+        <Skeleton className="h-[760px] rounded-3xl" />
+      </div>
+    )
+  }
+
+  return (
+    <div className="space-y-6">
+      <div className="flex flex-col gap-4 xl:flex-row xl:items-end xl:justify-between">
+        <div className="space-y-3">
+          <Badge variant="secondary">Workers / Queue</Badge>
+          <div>
+            <h2 className="text-3xl font-semibold tracking-tight">异步 Worker 控制台</h2>
+            <p className="mt-2 max-w-3xl text-sm leading-7 text-muted-foreground">
+              统一查看后台下载、通知投递与 digest / 重试任务；支持筛选、查看详情、取消、重跑与手动触发。
+            </p>
+          </div>
+        </div>
+
+        <div className="flex flex-wrap items-center gap-3">
+          <Button variant="outline" onClick={() => void loadData(true)} disabled={refreshing}>
+            <RefreshCcw className="h-4 w-4" />
+            {refreshing ? '刷新中...' : '刷新'}
+          </Button>
+          <Button
+            variant="secondary"
+            data-testid="workers-run-weekly"
+            disabled={actioning !== null}
+            onClick={() => void runTask('weekly')}
+          >
+            <Send className="h-4 w-4" />
+            {actioning === 'weekly' ? '入队中...' : '发送周报'}
+          </Button>
+          <Button
+            data-testid="workers-run-monthly"
+            disabled={actioning !== null}
+            onClick={() => void runTask('monthly')}
+          >
+            <Workflow className="h-4 w-4" />
+            {actioning === 'monthly' ? '入队中...' : '发送月报'}
+          </Button>
+          <Button
+            variant="outline"
+            data-testid="workers-run-retry"
+            disabled={actioning !== null}
+            onClick={() => void runTask('retry')}
+          >
+            <TimerReset className="h-4 w-4" />
+            {actioning === 'retry' ? '处理中...' : '重试待投递'}
+          </Button>
+        </div>
+      </div>
+
+      <div className="grid gap-4 md:grid-cols-2 xl:grid-cols-6">
+        {[
+          { label: '总任务', value: overview.total_jobs, hint: `${overview.worker_stats.length} 种 worker`, icon: SquareTerminal },
+          { label: '排队中', value: overview.queued, hint: 'queued', icon: LoaderCircle },
+          { label: '运行中', value: overview.running, hint: 'running', icon: Workflow },
+          { label: '成功', value: overview.succeeded, hint: 'succeeded', icon: Send },
+          { label: '失败', value: overview.failed, hint: 'failed', icon: RotateCcw },
+          { label: '已取消', value: overview.cancelled, hint: 'cancelled', icon: StopCircle },
+        ].map((item) => {
+          const Icon = item.icon
+          return (
+            <Card key={item.label}>
+              <CardContent className="flex items-center justify-between gap-4 p-5">
+                <div>
+                  <div className="text-xs uppercase tracking-[0.22em] text-muted-foreground">{item.label}</div>
+                  <div className="mt-2 text-3xl font-semibold tracking-tight">{item.value}</div>
+                  <div className="mt-1 text-xs text-muted-foreground">{item.hint}</div>
+                </div>
+                <div className="rounded-2xl border border-primary/20 bg-primary/10 p-3 text-primary">
+                  <Icon className="h-5 w-5" />
+                </div>
+              </CardContent>
+            </Card>
+          )
+        })}
+      </div>
+
+      <Card>
+        <CardHeader>
+          <CardTitle>Worker 分类视图</CardTitle>
+          <CardDescription>快速看每类 worker / task 当前堆积、失败与最近执行情况。</CardDescription>
+        </CardHeader>
+        <CardContent className="grid gap-4 lg:grid-cols-2 2xl:grid-cols-3">
+          {overview.worker_stats.map((item) => (
+            <button
+              key={item.worker_name}
+              type="button"
+              className={cn(
+                'rounded-3xl border border-border/70 bg-background/50 p-4 text-left transition hover:border-primary/30 hover:bg-primary/5',
+                workerFilter === item.worker_name && 'border-primary/40 bg-primary/10',
+              )}
+              onClick={() => setWorkerFilter((current) => (current === item.worker_name ? 'all' : item.worker_name))}
+            >
+              <div className="flex items-center justify-between gap-3">
+                <div>
+                  <div className="text-sm font-medium text-foreground">{item.label}</div>
+                  <div className="mt-1 text-xs text-muted-foreground">{item.worker_name}</div>
+                </div>
+                <Badge variant="outline">{item.job_kind}</Badge>
+              </div>
+              <div className="mt-4 grid grid-cols-5 gap-2 text-center text-xs">
+                {[
+                  ['Q', item.queued],
+                  ['R', item.running],
+                  ['OK', item.succeeded],
+                  ['ERR', item.failed],
+                  ['X', item.cancelled],
+                ].map(([label, value]) => (
+                  <div key={String(label)} className="rounded-2xl border border-border/70 px-2 py-2">
+                    <div className="text-[10px] uppercase tracking-[0.18em] text-muted-foreground">{label}</div>
+                    <div className="mt-1 text-base font-semibold text-foreground">{value}</div>
+                  </div>
+                ))}
+              </div>
+              <div className="mt-3 text-xs text-muted-foreground">
+                最近任务：{item.last_job_at ?? '—'}
+              </div>
+            </button>
+          ))}
+        </CardContent>
+      </Card>
+
+      <div className="grid gap-6 xl:grid-cols-[1.4fr_0.9fr]">
+        <Card>
+          <CardHeader>
+            <CardTitle>任务历史</CardTitle>
+            <CardDescription>当前筛选后共 {total} 条，列表保留最近 120 条任务记录。</CardDescription>
+          </CardHeader>
+          <CardContent className="space-y-4">
+            <div className="grid gap-3 lg:grid-cols-[180px_180px_220px_1fr]">
+              <Select value={statusFilter} onChange={(event) => setStatusFilter(event.target.value)}>
+                <option value="all">全部状态</option>
+                <option value="queued">queued</option>
+                <option value="running">running</option>
+                <option value="succeeded">succeeded</option>
+                <option value="failed">failed</option>
+                <option value="cancelled">cancelled</option>
+              </Select>
+              <Select value={kindFilter} onChange={(event) => setKindFilter(event.target.value)}>
+                <option value="all">全部类型</option>
+                <option value="worker">worker</option>
+                <option value="task">task</option>
+              </Select>
+              <Select value={workerFilter} onChange={(event) => setWorkerFilter(event.target.value)}>
+                <option value="all">全部 worker</option>
+                {workerOptions.map((item) => (
+                  <option key={item.value} value={item.value}>
+                    {item.label}
+                  </option>
+                ))}
+              </Select>
+              <Input
+                data-testid="workers-search"
+                placeholder="按 worker / display / entity 搜索"
+                value={search}
+                onChange={(event) => setSearch(event.target.value)}
+              />
+            </div>
+
+            <Table>
+              <TableHeader>
+                <TableRow>
+                  <TableHead>ID</TableHead>
+                  <TableHead>任务</TableHead>
+                  <TableHead>状态</TableHead>
+                  <TableHead>来源</TableHead>
+                  <TableHead>实体</TableHead>
+                  <TableHead>时间</TableHead>
+                </TableRow>
+              </TableHeader>
+              <TableBody>
+                {jobs.map((item) => (
+                  <TableRow
+                    key={item.id}
+                    data-testid={`worker-job-row-${item.id}`}
+                    className={cn(
+                      'cursor-pointer',
+                      selectedJobId === item.id && 'bg-primary/5',
+                    )}
+                    onClick={() => setSelectedJobId(item.id)}
+                  >
+                    <TableCell className="font-mono text-xs">#{item.id}</TableCell>
+                    <TableCell>
+                      <div className="space-y-1">
+                        <div className="font-medium text-foreground">{item.display_name ?? item.worker_name}</div>
+                        <div className="text-xs text-muted-foreground">{item.worker_name}</div>
+                      </div>
+                    </TableCell>
+                    <TableCell>
+                      <div className="space-y-2">
+                        <Badge variant={statusVariant(item.status)}>{item.status}</Badge>
+                        {item.cancel_requested ? <div className="text-[11px] text-amber-600">cancel requested</div> : null}
+                      </div>
+                    </TableCell>
+                    <TableCell>
+                      <div className="space-y-1 text-xs text-muted-foreground">
+                        <div>{item.job_kind}</div>
+                        <div>{item.requested_by ?? 'system'}</div>
+                      </div>
+                    </TableCell>
+                    <TableCell className="text-xs text-muted-foreground">
+                      {item.related_entity_type && item.related_entity_id
+                        ? `${item.related_entity_type}:${item.related_entity_id}`
+                        : '—'}
+                    </TableCell>
+                    <TableCell className="text-xs text-muted-foreground">
+                      <div>{item.queued_at ?? item.created_at}</div>
+                      <div>done: {item.finished_at ?? '—'}</div>
+                    </TableCell>
+                  </TableRow>
+                ))}
+                {!jobs.length ? (
+                  <TableRow>
+                    <TableCell colSpan={6} className="py-10 text-center text-sm text-muted-foreground">
+                      当前筛选没有匹配任务。
+                    </TableCell>
+                  </TableRow>
+                ) : null}
+              </TableBody>
+            </Table>
+          </CardContent>
+        </Card>
+
+        <Card>
+          <CardHeader>
+            <CardTitle>任务详情</CardTitle>
+            <CardDescription>查看 payload / result / error，并对单个任务执行取消或重跑。</CardDescription>
+          </CardHeader>
+          <CardContent>
+            {selectedJob ? (
+              <div className="space-y-4">
+                <div className="flex flex-wrap items-center gap-2">
+                  <Badge variant="outline">#{selectedJob.id}</Badge>
+                  <Badge variant={statusVariant(selectedJob.status)}>{selectedJob.status}</Badge>
+                  <Badge variant="secondary">{selectedJob.job_kind}</Badge>
+                </div>
+
+                <div>
+                  <h3 className="text-xl font-semibold tracking-tight text-foreground">
+                    {selectedJob.display_name ?? selectedJob.worker_name}
+                  </h3>
+                  <p className="mt-2 text-sm leading-6 text-muted-foreground">{selectedJob.worker_name}</p>
+                </div>
+
+                <div className="grid gap-3 sm:grid-cols-2">
+                  {[
+                    ['请求人', selectedJob.requested_by ?? 'system'],
+                    ['来源', selectedJob.requested_source ?? 'system'],
+                    ['关联实体', selectedJob.related_entity_type && selectedJob.related_entity_id ? `${selectedJob.related_entity_type}:${selectedJob.related_entity_id}` : '—'],
+                    ['尝试次数', `${selectedJob.attempts_count} / ${selectedJob.max_attempts}`],
+                    ['排队时间', selectedJob.queued_at ?? selectedJob.created_at],
+                    ['开始时间', selectedJob.started_at ?? '—'],
+                    ['完成时间', selectedJob.finished_at ?? '—'],
+                    ['上游任务', selectedJob.parent_job_id ? `#${selectedJob.parent_job_id}` : '—'],
+                  ].map(([label, value]) => (
+                    <div key={String(label)} className="rounded-2xl border border-border/70 bg-background/50 px-4 py-3">
+                      <div className="text-[11px] uppercase tracking-[0.2em] text-muted-foreground">{label}</div>
+                      <div className="mt-2 text-sm text-foreground break-all">{value}</div>
+                    </div>
+                  ))}
+                </div>
+
+                <div className="flex flex-wrap gap-3">
+                  <Button
+                    variant="outline"
+                    disabled={!selectedJob.can_cancel || actioning === `cancel-${selectedJob.id}`}
+                    data-testid="workers-cancel-job"
+                    onClick={async () => {
+                      try {
+                        setActioning(`cancel-${selectedJob.id}`)
+                        const result = await adminApi.cancelWorkerJob(selectedJob.id)
+                        toast.success(`任务 #${result.id} 已标记取消。`)
+                        await loadData(false)
+                      } catch (error) {
+                        toast.error(error instanceof ApiError ? error.message : '取消任务失败。')
+                      } finally {
+                        setActioning(null)
+                      }
+                    }}
+                  >
+                    <StopCircle className="h-4 w-4" />
+                    {actioning === `cancel-${selectedJob.id}` ? '取消中...' : '取消任务'}
+                  </Button>
+                  <Button
+                    disabled={!selectedJob.can_retry || actioning === `retry-${selectedJob.id}`}
+                    data-testid="workers-retry-job"
+                    onClick={async () => {
+                      try {
+                        setActioning(`retry-${selectedJob.id}`)
+                        const result = await adminApi.retryWorkerJob(selectedJob.id)
+                        toast.success(`已重跑，新的任务 #${result.job.id}`)
+                        await loadData(false)
+                        setSelectedJobId(result.job.id)
+                      } catch (error) {
+                        toast.error(error instanceof ApiError ? error.message : '重跑任务失败。')
+                      } finally {
+                        setActioning(null)
+                      }
+                    }}
+                  >
+                    <RotateCcw className="h-4 w-4" />
+                    {actioning === `retry-${selectedJob.id}` ? '重跑中...' : '重跑任务'}
+                  </Button>
+                </div>
+
+                <div className="space-y-3">
+                  <div>
+                    <div className="mb-2 text-sm font-medium text-foreground">Payload</div>
+                    <pre className="overflow-x-auto rounded-3xl border border-border/70 bg-background/60 p-4 text-xs leading-6 text-muted-foreground">{prettyJson(selectedJob.payload)}</pre>
+                  </div>
+
+                  <div>
+                    <div className="mb-2 text-sm font-medium text-foreground">Result</div>
+                    <pre className="overflow-x-auto rounded-3xl border border-border/70 bg-background/60 p-4 text-xs leading-6 text-muted-foreground">{prettyJson(selectedJob.result)}</pre>
+                  </div>
+
+                  <div>
+                    <div className="mb-2 text-sm font-medium text-foreground">Error</div>
+                    <pre className="overflow-x-auto rounded-3xl border border-border/70 bg-background/60 p-4 text-xs leading-6 text-muted-foreground">{selectedJob.error_text ?? '—'}</pre>
+                  </div>
+                </div>
+              </div>
+            ) : (
+              <div className="rounded-3xl border border-dashed border-border/70 bg-background/50 px-5 py-10 text-center text-sm text-muted-foreground">
+                暂无可查看的任务详情。
+              </div>
+            )}
+          </CardContent>
+        </Card>
+      </div>
+    </div>
+  )
+}
diff --git a/backend/Dockerfile b/backend/Dockerfile
index 835513f..1e6cc14 100644
--- a/backend/Dockerfile
+++ b/backend/Dockerfile
@@ -1,5 +1,3 @@
-# syntax=docker/dockerfile:1.7
-
 FROM rust:1.94-trixie AS chef
 RUN cargo install cargo-chef --locked
 WORKDIR /app
diff --git a/backend/migration/src/lib.rs b/backend/migration/src/lib.rs
index f1a0bfa..8a7bd0f 100644
--- a/backend/migration/src/lib.rs
+++ b/backend/migration/src/lib.rs
@@ -43,6 +43,7 @@ mod m20260401_000032_add_runtime_security_keys_to_site_settings;
 mod m20260401_000033_add_taxonomy_metadata_and_media_assets;
 mod m20260401_000034_add_source_markdown_to_posts;
 mod m20260401_000035_add_human_verification_modes_to_site_settings;
+mod m20260402_000036_create_worker_jobs;
 pub struct Migrator;
 
 #[async_trait::async_trait]
@@ -90,6 +91,7 @@ impl MigratorTrait for Migrator {
             Box::new(m20260401_000033_add_taxonomy_metadata_and_media_assets::Migration),
             Box::new(m20260401_000034_add_source_markdown_to_posts::Migration),
             Box::new(m20260401_000035_add_human_verification_modes_to_site_settings::Migration),
+            Box::new(m20260402_000036_create_worker_jobs::Migration),
             // inject-above (do not remove this comment)
         ]
     }
diff --git a/backend/migration/src/m20260402_000036_create_worker_jobs.rs b/backend/migration/src/m20260402_000036_create_worker_jobs.rs
new file mode 100644
index 0000000..fed958a
--- /dev/null
+++ b/backend/migration/src/m20260402_000036_create_worker_jobs.rs
@@ -0,0 +1,98 @@
+use loco_rs::schema::*;
+use sea_orm_migration::prelude::*;
+
+#[derive(DeriveMigrationName)]
+pub struct Migration;
+
+#[async_trait::async_trait]
+impl MigrationTrait for Migration {
+    async fn up(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        create_table(
+            manager,
+            "worker_jobs",
+            &[
+                ("id", ColType::PkAuto),
+                ("parent_job_id", ColType::IntegerNull),
+                ("job_kind", ColType::String),
+                ("worker_name", ColType::String),
+                ("display_name", ColType::StringNull),
+                ("status", ColType::String),
+                ("queue_name", ColType::StringNull),
+                ("requested_by", ColType::StringNull),
+                ("requested_source", ColType::StringNull),
+                ("trigger_mode", ColType::StringNull),
+                ("payload", ColType::JsonBinaryNull),
+                ("result", ColType::JsonBinaryNull),
+                ("error_text", ColType::TextNull),
+                ("tags", ColType::JsonBinaryNull),
+                ("related_entity_type", ColType::StringNull),
+                ("related_entity_id", ColType::StringNull),
+                ("attempts_count", ColType::Integer),
+                ("max_attempts", ColType::Integer),
+                ("cancel_requested", ColType::Boolean),
+                ("queued_at", ColType::StringNull),
+                ("started_at", ColType::StringNull),
+                ("finished_at", ColType::StringNull),
+            ],
+            &[],
+        )
+        .await?;
+
+        for (name, columns) in [
+            (
+                "idx_worker_jobs_status_created_at",
+                vec![Alias::new("status"), Alias::new("created_at")],
+            ),
+            (
+                "idx_worker_jobs_worker_status_created_at",
+                vec![
+                    Alias::new("worker_name"),
+                    Alias::new("status"),
+                    Alias::new("created_at"),
+                ],
+            ),
+            (
+                "idx_worker_jobs_kind_created_at",
+                vec![Alias::new("job_kind"), Alias::new("created_at")],
+            ),
+            (
+                "idx_worker_jobs_related_entity",
+                vec![Alias::new("related_entity_type"), Alias::new("related_entity_id")],
+            ),
+            (
+                "idx_worker_jobs_parent_job_id",
+                vec![Alias::new("parent_job_id")],
+            ),
+        ] {
+            let mut statement = Index::create();
+            statement.name(name).table(Alias::new("worker_jobs"));
+            for column in columns {
+                statement.col(column);
+            }
+            manager.create_index(statement.to_owned()).await?;
+        }
+
+        Ok(())
+    }
+
+    async fn down(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        for index_name in [
+            "idx_worker_jobs_parent_job_id",
+            "idx_worker_jobs_related_entity",
+            "idx_worker_jobs_kind_created_at",
+            "idx_worker_jobs_worker_status_created_at",
+            "idx_worker_jobs_status_created_at",
+        ] {
+            manager
+                .drop_index(
+                    Index::drop()
+                        .name(index_name)
+                        .table(Alias::new("worker_jobs"))
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        drop_table(manager, "worker_jobs").await
+    }
+}
diff --git a/backend/src/controllers/admin_api.rs b/backend/src/controllers/admin_api.rs
index 5ccf42d..1ed3ff7 100644
--- a/backend/src/controllers/admin_api.rs
+++ b/backend/src/controllers/admin_api.rs
@@ -22,7 +22,10 @@ use crate::{
         ai_chunks, comment_blacklist, comment_persona_analysis_logs, comments, friend_links, posts,
         reviews,
     },
-    services::{admin_audit, ai, analytics, comment_guard, content, media_assets, storage},
+    services::{
+        admin_audit, ai, analytics, comment_guard, content, media_assets, storage, worker_jobs,
+    },
+    workers::downloader::DownloadWorkerArgs,
 };
 
 #[derive(Clone, Debug, Deserialize)]
@@ -346,6 +349,30 @@ pub struct AdminMediaMetadataResponse {
     pub notes: Option<String>,
 }
 
+#[derive(Clone, Debug, Deserialize)]
+pub struct AdminMediaDownloadPayload {
+    pub source_url: String,
+    #[serde(default)]
+    pub prefix: Option<String>,
+    #[serde(default)]
+    pub title: Option<String>,
+    #[serde(default)]
+    pub alt_text: Option<String>,
+    #[serde(default)]
+    pub caption: Option<String>,
+    #[serde(default)]
+    pub tags: Option<Vec<String>>,
+    #[serde(default)]
+    pub notes: Option<String>,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct AdminMediaDownloadResponse {
+    pub queued: bool,
+    pub job_id: i32,
+    pub status: String,
+}
+
 #[derive(Clone, Debug, Deserialize)]
 pub struct AdminMediaListQuery {
     pub prefix: Option<String>,
@@ -1457,6 +1484,55 @@ pub async fn replace_media_object(
     })
 }
 
+#[debug_handler]
+pub async fn download_media_object(
+    headers: HeaderMap,
+    State(ctx): State<AppContext>,
+    Json(payload): Json<AdminMediaDownloadPayload>,
+) -> Result<Response> {
+    let actor = check_auth(&headers)?;
+    let worker_args = DownloadWorkerArgs {
+        source_url: payload.source_url.clone(),
+        prefix: payload.prefix.clone(),
+        title: payload.title.clone(),
+        alt_text: payload.alt_text.clone(),
+        caption: payload.caption.clone(),
+        tags: payload.tags.unwrap_or_default(),
+        notes: payload.notes.clone(),
+        job_id: None,
+    };
+    let job = worker_jobs::queue_download_job(
+        &ctx,
+        &worker_args,
+        Some(actor.username.clone()),
+        Some(actor.source.clone()),
+        None,
+        Some("manual".to_string()),
+    )
+    .await?;
+
+    admin_audit::log_event(
+        &ctx,
+        Some(&actor),
+        "media.download",
+        "media",
+        Some(job.id.to_string()),
+        Some(payload.source_url.clone()),
+        Some(serde_json::json!({
+            "job_id": job.id,
+            "queued": true,
+            "source_url": payload.source_url,
+        })),
+    )
+    .await?;
+
+    format::json(AdminMediaDownloadResponse {
+        queued: true,
+        job_id: job.id,
+        status: job.status,
+    })
+}
+
 #[debug_handler]
 pub async fn list_comment_blacklist(
     headers: HeaderMap,
@@ -1982,6 +2058,7 @@ pub fn routes() -> Routes {
             "/storage/media/metadata",
             patch(update_media_object_metadata),
         )
+        .add("/storage/media/download", post(download_media_object))
         .add("/storage/media/replace", post(replace_media_object))
         .add(
             "/comments/blacklist",
diff --git a/backend/src/controllers/admin_ops.rs b/backend/src/controllers/admin_ops.rs
index c55acbb..2d6fa6c 100644
--- a/backend/src/controllers/admin_ops.rs
+++ b/backend/src/controllers/admin_ops.rs
@@ -13,7 +13,7 @@ use crate::{
     },
     services::{
         admin_audit, backups, post_revisions as revision_service,
-        subscriptions as subscription_service,
+        subscriptions as subscription_service, worker_jobs,
     },
 };
 
@@ -35,6 +35,15 @@ pub struct DeliveriesQuery {
     pub limit: Option<u64>,
 }
 
+#[derive(Clone, Debug, Default, Deserialize)]
+pub struct WorkerJobsQuery {
+    pub status: Option<String>,
+    pub job_kind: Option<String>,
+    pub worker_name: Option<String>,
+    pub search: Option<String>,
+    pub limit: Option<u64>,
+}
+
 #[derive(Clone, Debug, Deserialize)]
 pub struct SubscriptionPayload {
     #[serde(alias = "channelType")]
@@ -85,6 +94,11 @@ pub struct DigestDispatchRequest {
     pub period: Option<String>,
 }
 
+#[derive(Clone, Debug, Default, Deserialize)]
+pub struct RetryDeliveriesRequest {
+    pub limit: Option<u64>,
+}
+
 #[derive(Clone, Debug, Deserialize)]
 pub struct SiteBackupImportRequest {
     pub backup: backups::SiteBackupDocument,
@@ -132,6 +146,12 @@ pub struct DeliveryListResponse {
     pub deliveries: Vec<notification_deliveries::Model>,
 }
 
+#[derive(Clone, Debug, Serialize)]
+pub struct WorkerTaskActionResponse {
+    pub queued: bool,
+    pub job: worker_jobs::WorkerJobRecord,
+}
+
 fn trim_to_option(value: Option<String>) -> Option<String> {
     value.and_then(|item| {
         let trimmed = item.trim().to_string();
@@ -408,6 +428,13 @@ pub async fn test_subscription(
         .ok_or(Error::NotFound)?;
 
     let delivery = subscription_service::send_test_notification(&ctx, &item).await?;
+    let job = worker_jobs::find_latest_job_by_related_entity(
+        &ctx,
+        "notification_delivery",
+        &delivery.id.to_string(),
+        Some(worker_jobs::WORKER_NOTIFICATION_DELIVERY),
+    )
+    .await?;
     admin_audit::log_event(
         &ctx,
         Some(&actor),
@@ -419,7 +446,12 @@ pub async fn test_subscription(
     )
     .await?;
 
-    format::json(serde_json::json!({ "queued": true, "id": item.id, "delivery_id": delivery.id }))
+    format::json(serde_json::json!({
+        "queued": true,
+        "id": item.id,
+        "delivery_id": delivery.id,
+        "job_id": job.as_ref().map(|value| value.id),
+    }))
 }
 
 #[debug_handler]
@@ -450,6 +482,162 @@ pub async fn send_subscription_digest(
     format::json(summary)
 }
 
+#[debug_handler]
+pub async fn workers_overview(
+    headers: HeaderMap,
+    State(ctx): State<AppContext>,
+) -> Result<Response> {
+    check_auth(&headers)?;
+    format::json(worker_jobs::get_overview(&ctx).await?)
+}
+
+#[debug_handler]
+pub async fn list_worker_jobs(
+    headers: HeaderMap,
+    Query(query): Query<WorkerJobsQuery>,
+    State(ctx): State<AppContext>,
+) -> Result<Response> {
+    check_auth(&headers)?;
+    format::json(
+        worker_jobs::list_jobs(
+            &ctx,
+            worker_jobs::WorkerJobListQuery {
+                status: query.status,
+                job_kind: query.job_kind,
+                worker_name: query.worker_name,
+                search: query.search,
+                limit: query.limit,
+            },
+        )
+        .await?,
+    )
+}
+
+#[debug_handler]
+pub async fn get_worker_job(
+    headers: HeaderMap,
+    Path(id): Path<i32>,
+    State(ctx): State<AppContext>,
+) -> Result<Response> {
+    check_auth(&headers)?;
+    format::json(worker_jobs::get_job_record(&ctx, id).await?)
+}
+
+#[debug_handler]
+pub async fn cancel_worker_job(
+    headers: HeaderMap,
+    Path(id): Path<i32>,
+    State(ctx): State<AppContext>,
+) -> Result<Response> {
+    let actor = check_auth(&headers)?;
+    let updated = worker_jobs::request_cancel(&ctx, id).await?;
+
+    admin_audit::log_event(
+        &ctx,
+        Some(&actor),
+        "worker.cancel",
+        "worker_job",
+        Some(id.to_string()),
+        Some(updated.worker_name.clone()),
+        Some(serde_json::json!({ "status": updated.status })),
+    )
+    .await?;
+
+    format::json(updated)
+}
+
+#[debug_handler]
+pub async fn retry_worker_job(
+    headers: HeaderMap,
+    Path(id): Path<i32>,
+    State(ctx): State<AppContext>,
+) -> Result<Response> {
+    let actor = check_auth(&headers)?;
+    let job = worker_jobs::retry_job(
+        &ctx,
+        id,
+        Some(actor.username.clone()),
+        Some(actor.source.clone()),
+    )
+    .await?;
+
+    admin_audit::log_event(
+        &ctx,
+        Some(&actor),
+        "worker.retry",
+        "worker_job",
+        Some(job.id.to_string()),
+        Some(job.worker_name.clone()),
+        Some(serde_json::json!({ "source_job_id": id })),
+    )
+    .await?;
+
+    format::json(WorkerTaskActionResponse { queued: true, job })
+}
+
+#[debug_handler]
+pub async fn run_retry_deliveries_job(
+    headers: HeaderMap,
+    State(ctx): State<AppContext>,
+    Json(payload): Json<RetryDeliveriesRequest>,
+) -> Result<Response> {
+    let actor = check_auth(&headers)?;
+    let job = worker_jobs::spawn_retry_deliveries_task(
+        &ctx,
+        payload.limit,
+        Some(actor.username.clone()),
+        Some(actor.source.clone()),
+        None,
+        Some("manual".to_string()),
+    )
+    .await?;
+
+    admin_audit::log_event(
+        &ctx,
+        Some(&actor),
+        "worker.task.retry_deliveries",
+        "worker_job",
+        Some(job.id.to_string()),
+        Some(job.worker_name.clone()),
+        Some(serde_json::json!({ "limit": payload.limit })),
+    )
+    .await?;
+
+    format::json(WorkerTaskActionResponse { queued: true, job })
+}
+
+#[debug_handler]
+pub async fn run_digest_worker_job(
+    headers: HeaderMap,
+    State(ctx): State<AppContext>,
+    Json(payload): Json<DigestDispatchRequest>,
+) -> Result<Response> {
+    let actor = check_auth(&headers)?;
+    let period = payload.period.unwrap_or_else(|| "weekly".to_string());
+    let job = worker_jobs::spawn_digest_task(
+        &ctx,
+        &period,
+        Some(actor.username.clone()),
+        Some(actor.source.clone()),
+        None,
+        Some("manual".to_string()),
+    )
+    .await?;
+
+    admin_audit::log_event(
+        &ctx,
+        Some(&actor),
+        "worker.task.digest",
+        "worker_job",
+        Some(job.id.to_string()),
+        Some(job.worker_name.clone()),
+        Some(serde_json::json!({ "period": period })),
+    )
+    .await?;
+
+    format::json(WorkerTaskActionResponse { queued: true, job })
+}
+
 #[debug_handler]
 pub async fn export_site_backup(
     headers: HeaderMap,
@@ -481,6 +669,13 @@ pub fn routes() -> Routes {
         .add("/subscriptions/digest", post(send_subscription_digest))
         .add("/subscriptions/{id}", patch(update_subscription).delete(delete_subscription))
         .add("/subscriptions/{id}/test", post(test_subscription))
+        .add("/workers/overview", get(workers_overview))
+        .add("/workers/jobs", get(list_worker_jobs))
+        .add("/workers/jobs/{id}", get(get_worker_job))
+        .add("/workers/jobs/{id}/cancel", post(cancel_worker_job))
+        .add("/workers/jobs/{id}/retry", post(retry_worker_job))
+        .add("/workers/tasks/retry-deliveries", post(run_retry_deliveries_job))
+        .add("/workers/tasks/digest", post(run_digest_worker_job))
         .add("/site-backup/export", get(export_site_backup))
         .add("/site-backup/import", post(import_site_backup))
 }
diff --git a/backend/src/controllers/review.rs b/backend/src/controllers/review.rs
index a95d491..2b7c50a 100644
--- a/backend/src/controllers/review.rs
+++ b/backend/src/controllers/review.rs
@@ -7,12 +7,19 @@ use sea_orm::{EntityTrait, QueryOrder, Set};
 use serde::{Deserialize, Serialize};
 
 use crate::{
-    controllers::admin::check_auth,
+    controllers::admin::{check_auth, resolve_admin_identity},
     models::_entities::reviews::{self, Entity as ReviewEntity},
     services::{admin_audit, storage},
 };
 
-#[derive(Serialize, Deserialize, Debug)]
+fn is_public_review_status(status: Option<&str>) -> bool {
+    matches!(
+        status.unwrap_or_default().trim().to_ascii_lowercase().as_str(),
+        "published" | "completed" | "done"
+    )
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone)]
 pub struct CreateReviewRequest {
     pub title: String,
     pub review_type: String,
@@ -25,7 +32,7 @@ pub struct CreateReviewRequest {
     pub link_url: Option<String>,
 }
 
-#[derive(Serialize, Deserialize, Debug)]
+#[derive(Serialize, Deserialize, Debug, Clone)]
 pub struct UpdateReviewRequest {
     pub title: Option<String>,
     pub review_type: Option<String>,
@@ -38,23 +45,30 @@ pub struct UpdateReviewRequest {
     pub link_url: Option<String>,
 }
 
-pub async fn list(State(ctx): State<AppContext>) -> Result<impl IntoResponse> {
+pub async fn list(headers: HeaderMap, State(ctx): State<AppContext>) -> Result<impl IntoResponse> {
+    let include_private = resolve_admin_identity(&headers).is_some();
     let reviews = ReviewEntity::find()
         .order_by_desc(reviews::Column::CreatedAt)
         .all(&ctx.db)
-        .await?;
+        .await?
+        .into_iter()
+        .filter(|review| include_private || is_public_review_status(review.status.as_deref()))
+        .collect::<Vec<_>>();
 
     format::json(reviews)
 }
 
 pub async fn get_one(
+    headers: HeaderMap,
     Path(id): Path<i32>,
     State(ctx): State<AppContext>,
 ) -> Result<impl IntoResponse> {
+    let include_private = resolve_admin_identity(&headers).is_some();
     let review = ReviewEntity::find_by_id(id).one(&ctx.db).await?;
 
     match review {
-        Some(r) => format::json(r),
+        Some(r) if include_private || is_public_review_status(r.status.as_deref()) => format::json(r),
+        Some(_) => Err(Error::NotFound),
         None => Err(Error::NotFound),
     }
 }
diff --git a/backend/src/models/_entities/mod.rs b/backend/src/models/_entities/mod.rs
index 4c9a987..5474404 100644
--- a/backend/src/models/_entities/mod.rs
+++ b/backend/src/models/_entities/mod.rs
@@ -20,3 +20,4 @@ pub mod site_settings;
 pub mod subscriptions;
 pub mod tags;
 pub mod users;
+pub mod worker_jobs;
diff --git a/backend/src/models/_entities/prelude.rs b/backend/src/models/_entities/prelude.rs
index aaf8fc5..4de8aa5 100644
--- a/backend/src/models/_entities/prelude.rs
+++ b/backend/src/models/_entities/prelude.rs
@@ -18,3 +18,4 @@ pub use super::site_settings::Entity as SiteSettings;
 pub use super::subscriptions::Entity as Subscriptions;
 pub use super::tags::Entity as Tags;
 pub use super::users::Entity as Users;
+pub use super::worker_jobs::Entity as WorkerJobs;
diff --git a/backend/src/models/_entities/worker_jobs.rs b/backend/src/models/_entities/worker_jobs.rs
new file mode 100644
index 0000000..8354fa6
--- /dev/null
+++ b/backend/src/models/_entities/worker_jobs.rs
@@ -0,0 +1,43 @@
+//! `SeaORM` Entity, manually maintained
+
+use sea_orm::entity::prelude::*;
+use serde::{Deserialize, Serialize};
+
+#[derive(Clone, Debug, PartialEq, DeriveEntityModel, Serialize, Deserialize)]
+#[sea_orm(table_name = "worker_jobs")]
+pub struct Model {
+    pub created_at: DateTimeWithTimeZone,
+    pub updated_at: DateTimeWithTimeZone,
+    #[sea_orm(primary_key)]
+    pub id: i32,
+    pub parent_job_id: Option<i32>,
+    pub job_kind: String,
+    pub worker_name: String,
+    pub display_name: Option<String>,
+    pub status: String,
+    pub queue_name: Option<String>,
+    pub requested_by: Option<String>,
+    pub requested_source: Option<String>,
+    pub trigger_mode: Option<String>,
+    #[sea_orm(column_type = "JsonBinary", nullable)]
+    pub payload: Option<Json>,
+    #[sea_orm(column_type = "JsonBinary", nullable)]
+    pub result: Option<Json>,
+    #[sea_orm(column_type = "Text", nullable)]
+    pub error_text: Option<String>,
+    #[sea_orm(column_type = "JsonBinary", nullable)]
+    pub tags: Option<Json>,
+    pub related_entity_type: Option<String>,
+    pub related_entity_id: Option<String>,
+    pub attempts_count: i32,
+    pub max_attempts: i32,
+    pub cancel_requested: bool,
+    pub queued_at: Option<String>,
+    pub started_at: Option<String>,
+    pub finished_at: Option<String>,
+}
+
+#[derive(Copy, Clone, Debug, EnumIter, DeriveRelation)]
+pub enum Relation {}
+
+impl ActiveModelBehavior for ActiveModel {}
diff --git a/backend/src/services/mod.rs b/backend/src/services/mod.rs
index f360dff..b5d8692 100644
--- a/backend/src/services/mod.rs
+++ b/backend/src/services/mod.rs
@@ -12,3 +12,4 @@ pub mod storage;
 pub mod subscriptions;
 pub mod turnstile;
 pub mod web_push;
+pub mod worker_jobs;
diff --git a/backend/src/services/subscriptions.rs b/backend/src/services/subscriptions.rs
index de9bf13..cd017dd 100644
--- a/backend/src/services/subscriptions.rs
+++ b/backend/src/services/subscriptions.rs
@@ -1,8 +1,5 @@
 use chrono::{Duration, Utc};
-use loco_rs::{
-    bgworker::BackgroundWorker,
-    prelude::*,
-};
+use loco_rs::prelude::*;
 use reqwest::Client;
 use sea_orm::{
     ActiveModelTrait, ColumnTrait, EntityTrait, IntoActiveModel, Order, QueryFilter, QueryOrder,
@@ -15,10 +12,7 @@ use uuid::Uuid;
 use crate::{
     mailers::subscription::SubscriptionMailer,
     models::_entities::{notification_deliveries, posts, subscriptions},
-    services::{content, web_push as web_push_service},
-    workers::notification_delivery::{
-        NotificationDeliveryWorker, NotificationDeliveryWorkerArgs,
-    },
+    services::{content, web_push as web_push_service, worker_jobs},
 };
 
 pub const CHANNEL_EMAIL: &str = "email";
@@ -837,14 +831,16 @@ async fn update_subscription_delivery_state(
 }
 
 async fn enqueue_delivery(ctx: &AppContext, delivery_id: i32) -> Result<()> {
-    match NotificationDeliveryWorker::perform_later(ctx, NotificationDeliveryWorkerArgs { delivery_id }).await {
-        Ok(_) => Ok(()),
-        Err(Error::QueueProviderMissing) => process_delivery(ctx, delivery_id).await,
-        Err(error) => {
-            tracing::warn!("failed to enqueue delivery #{delivery_id}, falling back to sync processing: {error}");
-            process_delivery(ctx, delivery_id).await
-        }
-    }
+    let _ = worker_jobs::queue_notification_delivery_job(
+        ctx,
+        delivery_id,
+        None,
+        Some("system".to_string()),
+        None,
+        Some("system".to_string()),
+    )
+    .await?;
+    Ok(())
 }
 
 pub async fn queue_direct_notification(
diff --git a/backend/src/services/worker_jobs.rs b/backend/src/services/worker_jobs.rs
new file mode 100644
index 0000000..4d856da
--- /dev/null
+++ b/backend/src/services/worker_jobs.rs
@@ -0,0 +1,835 @@
+use chrono::Utc;
+use loco_rs::{
+    bgworker::BackgroundWorker,
+    prelude::*,
+};
+use sea_orm::{
+    ActiveModelTrait, ColumnTrait, Condition, EntityTrait, IntoActiveModel, Order,
+    PaginatorTrait, QueryFilter, QueryOrder, QuerySelect, Set,
+};
+use serde::{Deserialize, Serialize};
+use serde_json::{json, Value};
+
+use crate::{
+    models::_entities::{notification_deliveries, worker_jobs},
+    services::subscriptions,
+    workers::{
+        downloader::{DownloadWorker, DownloadWorkerArgs},
+        notification_delivery::{NotificationDeliveryWorker, NotificationDeliveryWorkerArgs},
+    },
+};
+
+pub const JOB_KIND_WORKER: &str = "worker";
+pub const JOB_KIND_TASK: &str = "task";
+
+pub const JOB_STATUS_QUEUED: &str = "queued";
+pub const JOB_STATUS_RUNNING: &str = "running";
+pub const JOB_STATUS_SUCCEEDED: &str = "succeeded";
+pub const JOB_STATUS_FAILED: &str = "failed";
+pub const JOB_STATUS_CANCELLED: &str = "cancelled";
+
+pub const WORKER_DOWNLOAD_MEDIA: &str = "worker.download_media";
+pub const WORKER_NOTIFICATION_DELIVERY: &str = "worker.notification_delivery";
+pub const TASK_RETRY_DELIVERIES: &str = "task.retry_deliveries";
+pub const TASK_SEND_WEEKLY_DIGEST: &str = "task.send_weekly_digest";
+pub const TASK_SEND_MONTHLY_DIGEST: &str = "task.send_monthly_digest";
+
+#[derive(Clone, Debug, Default)]
+pub struct WorkerJobListQuery {
+    pub status: Option<String>,
+    pub job_kind: Option<String>,
+    pub worker_name: Option<String>,
+    pub search: Option<String>,
+    pub limit: Option<u64>,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct WorkerCatalogEntry {
+    pub worker_name: String,
+    pub job_kind: String,
+    pub label: String,
+    pub description: String,
+    pub queue_name: Option<String>,
+    pub supports_cancel: bool,
+    pub supports_retry: bool,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct WorkerStats {
+    pub worker_name: String,
+    pub job_kind: String,
+    pub label: String,
+    pub queued: usize,
+    pub running: usize,
+    pub succeeded: usize,
+    pub failed: usize,
+    pub cancelled: usize,
+    pub last_job_at: Option<String>,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct WorkerOverview {
+    pub total_jobs: usize,
+    pub queued: usize,
+    pub running: usize,
+    pub succeeded: usize,
+    pub failed: usize,
+    pub cancelled: usize,
+    pub active_jobs: usize,
+    pub worker_stats: Vec<WorkerStats>,
+    pub catalog: Vec<WorkerCatalogEntry>,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct WorkerJobRecord {
+    pub created_at: String,
+    pub updated_at: String,
+    pub id: i32,
+    pub parent_job_id: Option<i32>,
+    pub job_kind: String,
+    pub worker_name: String,
+    pub display_name: Option<String>,
+    pub status: String,
+    pub queue_name: Option<String>,
+    pub requested_by: Option<String>,
+    pub requested_source: Option<String>,
+    pub trigger_mode: Option<String>,
+    pub payload: Option<Value>,
+    pub result: Option<Value>,
+    pub error_text: Option<String>,
+    pub tags: Option<Value>,
+    pub related_entity_type: Option<String>,
+    pub related_entity_id: Option<String>,
+    pub attempts_count: i32,
+    pub max_attempts: i32,
+    pub cancel_requested: bool,
+    pub queued_at: Option<String>,
+    pub started_at: Option<String>,
+    pub finished_at: Option<String>,
+    pub can_cancel: bool,
+    pub can_retry: bool,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct WorkerJobListResult {
+    pub total: u64,
+    pub jobs: Vec<WorkerJobRecord>,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct WorkerTaskDispatchResult {
+    pub queued: bool,
+    pub job: WorkerJobRecord,
+}
+
+#[derive(Clone, Debug)]
+struct CreateWorkerJobInput {
+    parent_job_id: Option<i32>,
+    job_kind: String,
+    worker_name: String,
+    display_name: Option<String>,
+    queue_name: Option<String>,
+    requested_by: Option<String>,
+    requested_source: Option<String>,
+    trigger_mode: Option<String>,
+    payload: Option<Value>,
+    tags: Option<Value>,
+    related_entity_type: Option<String>,
+    related_entity_id: Option<String>,
+    max_attempts: i32,
+}
+
+#[derive(Clone, Debug, Deserialize, Serialize)]
+struct RetryDeliveriesTaskPayload {
+    #[serde(default)]
+    limit: Option<u64>,
+}
+
+#[derive(Clone, Debug, Deserialize, Serialize)]
+struct DigestTaskPayload {
+    period: String,
+}
+
+fn now_rfc3339() -> String {
+    Utc::now().to_rfc3339()
+}
+
+fn trim_to_option(value: Option<String>) -> Option<String> {
+    value.and_then(|item| {
+        let trimmed = item.trim().to_string();
+        if trimmed.is_empty() {
+            None
+        } else {
+            Some(trimmed)
+        }
+    })
+}
+
+fn queue_name_for(worker_name: &str) -> Option<String> {
+    match worker_name {
+        WORKER_DOWNLOAD_MEDIA => Some("media".to_string()),
+        WORKER_NOTIFICATION_DELIVERY => Some("notifications".to_string()),
+        TASK_RETRY_DELIVERIES => Some("maintenance".to_string()),
+        TASK_SEND_WEEKLY_DIGEST | TASK_SEND_MONTHLY_DIGEST => Some("digests".to_string()),
+        _ => None,
+    }
+}
+
+fn label_for(worker_name: &str) -> String {
+    match worker_name {
+        WORKER_DOWNLOAD_MEDIA => "远程媒体下载".to_string(),
+        WORKER_NOTIFICATION_DELIVERY => "通知投递".to_string(),
+        TASK_RETRY_DELIVERIES => "重试待投递通知".to_string(),
+        TASK_SEND_WEEKLY_DIGEST => "发送周报".to_string(),
+        TASK_SEND_MONTHLY_DIGEST => "发送月报".to_string(),
+        _ => worker_name.to_string(),
+    }
+}
+
+fn description_for(worker_name: &str) -> String {
+    match worker_name {
+        WORKER_DOWNLOAD_MEDIA => "抓取远程图片 / PDF 到媒体库，并回写媒体元数据。".to_string(),
+        WORKER_NOTIFICATION_DELIVERY => "执行订阅通知、测试通知与 digest 投递。".to_string(),
+        TASK_RETRY_DELIVERIES => "扫描 retry_pending 的通知记录并重新入队。".to_string(),
+        TASK_SEND_WEEKLY_DIGEST => "根据近期内容生成周报，并为活跃订阅目标入队。".to_string(),
+        TASK_SEND_MONTHLY_DIGEST => "根据近期内容生成月报，并为活跃订阅目标入队。".to_string(),
+        _ => "后台异步任务。".to_string(),
+    }
+}
+
+fn tags_for(worker_name: &str) -> Value {
+    match worker_name {
+        WORKER_DOWNLOAD_MEDIA => json!(["media", "download"]),
+        WORKER_NOTIFICATION_DELIVERY => json!(["notifications", "delivery"]),
+        TASK_RETRY_DELIVERIES => json!(["maintenance", "retry"]),
+        TASK_SEND_WEEKLY_DIGEST => json!(["digest", "weekly"]),
+        TASK_SEND_MONTHLY_DIGEST => json!(["digest", "monthly"]),
+        _ => json!([]),
+    }
+}
+
+fn can_cancel_status(status: &str, cancel_requested: bool) -> bool {
+    !cancel_requested && matches!(status, JOB_STATUS_QUEUED | JOB_STATUS_RUNNING)
+}
+
+fn can_retry_status(status: &str) -> bool {
+    matches!(status, JOB_STATUS_FAILED | JOB_STATUS_CANCELLED | JOB_STATUS_SUCCEEDED)
+}
+
+fn to_job_record(item: worker_jobs::Model) -> WorkerJobRecord {
+    WorkerJobRecord {
+        created_at: item.created_at.to_rfc3339(),
+        updated_at: item.updated_at.to_rfc3339(),
+        id: item.id,
+        parent_job_id: item.parent_job_id,
+        job_kind: item.job_kind,
+        worker_name: item.worker_name,
+        display_name: item.display_name,
+        status: item.status.clone(),
+        queue_name: item.queue_name,
+        requested_by: item.requested_by,
+        requested_source: item.requested_source,
+        trigger_mode: item.trigger_mode,
+        payload: item.payload,
+        result: item.result,
+        error_text: item.error_text,
+        tags: item.tags,
+        related_entity_type: item.related_entity_type,
+        related_entity_id: item.related_entity_id,
+        attempts_count: item.attempts_count,
+        max_attempts: item.max_attempts,
+        cancel_requested: item.cancel_requested,
+        queued_at: item.queued_at,
+        started_at: item.started_at,
+        finished_at: item.finished_at,
+        can_cancel: can_cancel_status(&item.status, item.cancel_requested),
+        can_retry: can_retry_status(&item.status),
+    }
+}
+
+fn catalog_entries() -> Vec<WorkerCatalogEntry> {
+    [
+        (WORKER_DOWNLOAD_MEDIA, JOB_KIND_WORKER, true, true),
+        (WORKER_NOTIFICATION_DELIVERY, JOB_KIND_WORKER, true, true),
+        (TASK_RETRY_DELIVERIES, JOB_KIND_TASK, true, true),
+        (TASK_SEND_WEEKLY_DIGEST, JOB_KIND_TASK, true, true),
+        (TASK_SEND_MONTHLY_DIGEST, JOB_KIND_TASK, true, true),
+    ]
+    .into_iter()
+    .map(|(worker_name, job_kind, supports_cancel, supports_retry)| WorkerCatalogEntry {
+        worker_name: worker_name.to_string(),
+        job_kind: job_kind.to_string(),
+        label: label_for(worker_name),
+        description: description_for(worker_name),
+        queue_name: queue_name_for(worker_name),
+        supports_cancel,
+        supports_retry,
+    })
+    .collect()
+}
+
+async fn create_job(ctx: &AppContext, input: CreateWorkerJobInput) -> Result<worker_jobs::Model> {
+    Ok(worker_jobs::ActiveModel {
+        parent_job_id: Set(input.parent_job_id),
+        job_kind: Set(input.job_kind),
+        worker_name: Set(input.worker_name),
+        display_name: Set(trim_to_option(input.display_name)),
+        status: Set(JOB_STATUS_QUEUED.to_string()),
+        queue_name: Set(trim_to_option(input.queue_name)),
+        requested_by: Set(trim_to_option(input.requested_by)),
+        requested_source: Set(trim_to_option(input.requested_source)),
+        trigger_mode: Set(trim_to_option(input.trigger_mode)),
+        payload: Set(input.payload),
+        result: Set(None),
+        error_text: Set(None),
+        tags: Set(input.tags),
+        related_entity_type: Set(trim_to_option(input.related_entity_type)),
+        related_entity_id: Set(trim_to_option(input.related_entity_id)),
+        attempts_count: Set(0),
+        max_attempts: Set(input.max_attempts.max(1)),
+        cancel_requested: Set(false),
+        queued_at: Set(Some(now_rfc3339())),
+        started_at: Set(None),
+        finished_at: Set(None),
+        ..Default::default()
+    }
+    .insert(&ctx.db)
+    .await?)
+}
+
+async fn find_job(ctx: &AppContext, id: i32) -> Result<worker_jobs::Model> {
+    worker_jobs::Entity::find_by_id(id)
+        .one(&ctx.db)
+        .await?
+        .ok_or(Error::NotFound)
+}
+
+async fn dispatch_download(args_ctx: AppContext, args: DownloadWorkerArgs) {
+    let worker = DownloadWorker::build(&args_ctx);
+    if let Err(error) = worker.perform(args).await {
+        tracing::warn!("download worker execution failed: {error}");
+    }
+}
+
+async fn dispatch_notification_delivery(args_ctx: AppContext, args: NotificationDeliveryWorkerArgs) {
+    let worker = NotificationDeliveryWorker::build(&args_ctx);
+    if let Err(error) = worker.perform(args).await {
+        tracing::warn!("notification delivery worker execution failed: {error}");
+    }
+}
+
+async fn enqueue_download_worker(ctx: &AppContext, args: DownloadWorkerArgs) -> Result<()> {
+    match DownloadWorker::perform_later(ctx, args.clone()).await {
+        Ok(_) => Ok(()),
+        Err(Error::QueueProviderMissing) => {
+            tokio::spawn(dispatch_download(ctx.clone(), args));
+            Ok(())
+        }
+        Err(error) => {
+            tracing::warn!("download worker queue unavailable, falling back to local task: {error}");
+            tokio::spawn(dispatch_download(ctx.clone(), args));
+            Ok(())
+        }
+    }
+}
+
+async fn enqueue_notification_worker(
+    ctx: &AppContext,
+    args: NotificationDeliveryWorkerArgs,
+) -> Result<()> {
+    match NotificationDeliveryWorker::perform_later(ctx, args.clone()).await {
+        Ok(_) => Ok(()),
+        Err(Error::QueueProviderMissing) => {
+            tokio::spawn(dispatch_notification_delivery(ctx.clone(), args));
+            Ok(())
+        }
+        Err(error) => {
+            tracing::warn!("notification worker queue unavailable, falling back to local task: {error}");
+            tokio::spawn(dispatch_notification_delivery(ctx.clone(), args));
+            Ok(())
+        }
+    }
+}
+
+async fn run_retry_deliveries_task(ctx: AppContext, job_id: i32, limit: Option<u64>) {
+    match begin_job_execution(&ctx, job_id).await {
+        Ok(true) => {}
+        Ok(false) => return,
+        Err(error) => {
+            tracing::warn!("failed to start retry deliveries job #{job_id}: {error}");
+            return;
+        }
+    }
+
+    let result = async {
+        let effective_limit = limit.unwrap_or(60);
+        let queued = subscriptions::retry_due_deliveries(&ctx, effective_limit).await?;
+        mark_job_succeeded(
+            &ctx,
+            job_id,
+            Some(json!({
+                "limit": effective_limit,
+                "queued": queued,
+            })),
+        )
+        .await
+    }
+    .await;
+
+    if let Err(error) = result {
+        let _ = mark_job_failed(&ctx, job_id, error.to_string()).await;
+    }
+}
+
+async fn run_digest_task(ctx: AppContext, job_id: i32, period: String) {
+    match begin_job_execution(&ctx, job_id).await {
+        Ok(true) => {}
+        Ok(false) => return,
+        Err(error) => {
+            tracing::warn!("failed to start digest job #{job_id}: {error}");
+            return;
+        }
+    }
+
+    let result = async {
+        let summary = subscriptions::send_digest(&ctx, &period).await?;
+        mark_job_succeeded(
+            &ctx,
+            job_id,
+            Some(json!({
+                "period": summary.period,
+                "post_count": summary.post_count,
+                "queued": summary.queued,
+                "skipped": summary.skipped,
+            })),
+        )
+        .await
+    }
+    .await;
+
+    if let Err(error) = result {
+        let _ = mark_job_failed(&ctx, job_id, error.to_string()).await;
+    }
+}
+
+pub async fn get_overview(ctx: &AppContext) -> Result<WorkerOverview> {
+    let items = worker_jobs::Entity::find()
+        .order_by(worker_jobs::Column::CreatedAt, Order::Desc)
+        .all(&ctx.db)
+        .await?;
+
+    let mut overview = WorkerOverview {
+        total_jobs: items.len(),
+        queued: 0,
+        running: 0,
+        succeeded: 0,
+        failed: 0,
+        cancelled: 0,
+        active_jobs: 0,
+        worker_stats: Vec::new(),
+        catalog: catalog_entries(),
+    };
+
+    let mut grouped = std::collections::BTreeMap::<String, WorkerStats>::new();
+
+    for item in items {
+        match item.status.as_str() {
+            JOB_STATUS_QUEUED => overview.queued += 1,
+            JOB_STATUS_RUNNING => overview.running += 1,
+            JOB_STATUS_SUCCEEDED => overview.succeeded += 1,
+            JOB_STATUS_FAILED => overview.failed += 1,
+            JOB_STATUS_CANCELLED => overview.cancelled += 1,
+            _ => {}
+        }
+
+        let entry = grouped.entry(item.worker_name.clone()).or_insert_with(|| WorkerStats {
+            worker_name: item.worker_name.clone(),
+            job_kind: item.job_kind.clone(),
+            label: label_for(&item.worker_name),
+            queued: 0,
+            running: 0,
+            succeeded: 0,
+            failed: 0,
+            cancelled: 0,
+            last_job_at: None,
+        });
+
+        match item.status.as_str() {
+            JOB_STATUS_QUEUED => entry.queued += 1,
+            JOB_STATUS_RUNNING => entry.running += 1,
+            JOB_STATUS_SUCCEEDED => entry.succeeded += 1,
+            JOB_STATUS_FAILED => entry.failed += 1,
+            JOB_STATUS_CANCELLED => entry.cancelled += 1,
+            _ => {}
+        }
+        if entry.last_job_at.is_none() {
+            entry.last_job_at = Some(item.created_at.to_rfc3339());
+        }
+    }
+
+    overview.active_jobs = overview.queued + overview.running;
+    overview.worker_stats = grouped.into_values().collect();
+    Ok(overview)
+}
+
+pub async fn list_jobs(ctx: &AppContext, query: WorkerJobListQuery) -> Result<WorkerJobListResult> {
+    let mut db_query = worker_jobs::Entity::find().order_by(worker_jobs::Column::CreatedAt, Order::Desc);
+
+    if let Some(status) = query.status.map(|value| value.trim().to_string()).filter(|value| !value.is_empty()) {
+        db_query = db_query.filter(worker_jobs::Column::Status.eq(status));
+    }
+    if let Some(job_kind) = query.job_kind.map(|value| value.trim().to_string()).filter(|value| !value.is_empty()) {
+        db_query = db_query.filter(worker_jobs::Column::JobKind.eq(job_kind));
+    }
+    if let Some(worker_name) = query.worker_name.map(|value| value.trim().to_string()).filter(|value| !value.is_empty()) {
+        db_query = db_query.filter(worker_jobs::Column::WorkerName.eq(worker_name));
+    }
+    if let Some(search) = query.search.map(|value| value.trim().to_string()).filter(|value| !value.is_empty()) {
+        db_query = db_query.filter(
+            Condition::any()
+                .add(worker_jobs::Column::WorkerName.contains(search.clone()))
+                .add(worker_jobs::Column::DisplayName.contains(search.clone()))
+                .add(worker_jobs::Column::RelatedEntityId.contains(search.clone()))
+                .add(worker_jobs::Column::RelatedEntityType.contains(search)),
+        );
+    }
+
+    let total = db_query.clone().count(&ctx.db).await?;
+    let limit = query.limit.unwrap_or(120);
+    let items = db_query.limit(limit).all(&ctx.db).await?;
+
+    Ok(WorkerJobListResult {
+        total,
+        jobs: items.into_iter().map(to_job_record).collect(),
+    })
+}
+
+pub async fn get_job_record(ctx: &AppContext, id: i32) -> Result<WorkerJobRecord> {
+    Ok(to_job_record(find_job(ctx, id).await?))
+}
+
+pub async fn find_latest_job_by_related_entity(
+    ctx: &AppContext,
+    related_entity_type: &str,
+    related_entity_id: &str,
+    worker_name: Option<&str>,
+) -> Result<Option<WorkerJobRecord>> {
+    let mut query = worker_jobs::Entity::find()
+        .filter(worker_jobs::Column::RelatedEntityType.eq(related_entity_type.to_string()))
+        .filter(worker_jobs::Column::RelatedEntityId.eq(related_entity_id.to_string()))
+        .order_by(worker_jobs::Column::CreatedAt, Order::Desc);
+
+    if let Some(worker_name) = worker_name.map(str::trim).filter(|value| !value.is_empty()) {
+        query = query.filter(worker_jobs::Column::WorkerName.eq(worker_name.to_string()));
+    }
+
+    Ok(query.one(&ctx.db).await?.map(to_job_record))
+}
+
+pub async fn begin_job_execution(ctx: &AppContext, id: i32) -> Result<bool> {
+    let item = find_job(ctx, id).await?;
+    if item.status == JOB_STATUS_CANCELLED {
+        return Ok(false);
+    }
+    if item.cancel_requested {
+        finish_job_cancelled(ctx, id, Some("job cancelled before execution".to_string())).await?;
+        return Ok(false);
+    }
+
+    let attempts_count = item.attempts_count + 1;
+    let mut active = item.into_active_model();
+    active.status = Set(JOB_STATUS_RUNNING.to_string());
+    active.started_at = Set(Some(now_rfc3339()));
+    active.finished_at = Set(None);
+    active.error_text = Set(None);
+    active.result = Set(None);
+    active.attempts_count = Set(attempts_count);
+    let _ = active.update(&ctx.db).await?;
+    Ok(true)
+}
+
+pub async fn mark_job_succeeded(ctx: &AppContext, id: i32, result: Option<Value>) -> Result<()> {
+    let item = find_job(ctx, id).await?;
+    let mut active = item.into_active_model();
+    active.status = Set(JOB_STATUS_SUCCEEDED.to_string());
+    active.result = Set(result);
+    active.error_text = Set(None);
+    active.finished_at = Set(Some(now_rfc3339()));
+    active.update(&ctx.db).await?;
+    Ok(())
+}
+
+pub async fn mark_job_failed(ctx: &AppContext, id: i32, error_text: String) -> Result<()> {
+    let item = find_job(ctx, id).await?;
+    let mut active = item.into_active_model();
+    active.status = Set(JOB_STATUS_FAILED.to_string());
+    active.error_text = Set(Some(error_text));
+    active.finished_at = Set(Some(now_rfc3339()));
+    active.update(&ctx.db).await?;
+    Ok(())
+}
+
+pub async fn finish_job_cancelled(
+    ctx: &AppContext,
+    id: i32,
+    error_text: Option<String>,
+) -> Result<()> {
+    let item = find_job(ctx, id).await?;
+    let mut active = item.into_active_model();
+    active.status = Set(JOB_STATUS_CANCELLED.to_string());
+    active.cancel_requested = Set(true);
+    active.finished_at = Set(Some(now_rfc3339()));
+    if error_text.is_some() {
+        active.error_text = Set(error_text);
+    }
+    active.update(&ctx.db).await?;
+    Ok(())
+}
+
+pub async fn request_cancel(ctx: &AppContext, id: i32) -> Result<WorkerJobRecord> {
+    let item = find_job(ctx, id).await?;
+    let mut active = item.clone().into_active_model();
+    active.cancel_requested = Set(true);
+
+    if item.status == JOB_STATUS_QUEUED {
+        active.status = Set(JOB_STATUS_CANCELLED.to_string());
+        active.finished_at = Set(Some(now_rfc3339()));
+        active.error_text = Set(Some("job cancelled before start".to_string()));
+    }
+
+    let updated = active.update(&ctx.db).await?;
+    Ok(to_job_record(updated))
+}
+
+pub async fn queue_download_job(
+    ctx: &AppContext,
+    args: &DownloadWorkerArgs,
+    requested_by: Option<String>,
+    requested_source: Option<String>,
+    parent_job_id: Option<i32>,
+    trigger_mode: Option<String>,
+) -> Result<WorkerJobRecord> {
+    let payload = serde_json::to_value(args)?;
+    let job = create_job(
+        ctx,
+        CreateWorkerJobInput {
+            parent_job_id,
+            job_kind: JOB_KIND_WORKER.to_string(),
+            worker_name: WORKER_DOWNLOAD_MEDIA.to_string(),
+            display_name: Some(
+                args.title
+                    .clone()
+                    .filter(|value| !value.trim().is_empty())
+                    .unwrap_or_else(|| format!("download {}", args.source_url)),
+            ),
+            queue_name: queue_name_for(WORKER_DOWNLOAD_MEDIA),
+            requested_by,
+            requested_source,
+            trigger_mode,
+            payload: Some(payload),
+            tags: Some(tags_for(WORKER_DOWNLOAD_MEDIA)),
+            related_entity_type: Some("media_download".to_string()),
+            related_entity_id: Some(args.source_url.clone()),
+            max_attempts: 1,
+        },
+    )
+    .await?;
+
+    let mut worker_args = args.clone();
+    worker_args.job_id = Some(job.id);
+    enqueue_download_worker(ctx, worker_args).await?;
+    get_job_record(ctx, job.id).await
+}
+
+pub async fn queue_notification_delivery_job(
+    ctx: &AppContext,
+    delivery_id: i32,
+    requested_by: Option<String>,
+    requested_source: Option<String>,
+    parent_job_id: Option<i32>,
+    trigger_mode: Option<String>,
+) -> Result<WorkerJobRecord> {
+    let delivery = notification_deliveries::Entity::find_by_id(delivery_id)
+        .one(&ctx.db)
+        .await?
+        .ok_or(Error::NotFound)?;
+
+    let base_args = NotificationDeliveryWorkerArgs {
+        delivery_id,
+        job_id: None,
+    };
+    let payload = serde_json::to_value(&base_args)?;
+    let display_name = format!("{} → {}", delivery.event_type, delivery.target);
+
+    let job = create_job(
+        ctx,
+        CreateWorkerJobInput {
+            parent_job_id,
+            job_kind: JOB_KIND_WORKER.to_string(),
+            worker_name: WORKER_NOTIFICATION_DELIVERY.to_string(),
+            display_name: Some(display_name),
+            queue_name: queue_name_for(WORKER_NOTIFICATION_DELIVERY),
+            requested_by,
+            requested_source,
+            trigger_mode,
+            payload: Some(payload),
+            tags: Some(tags_for(WORKER_NOTIFICATION_DELIVERY)),
+            related_entity_type: Some("notification_delivery".to_string()),
+            related_entity_id: Some(delivery_id.to_string()),
+            max_attempts: 1,
+        },
+    )
+    .await?;
+
+    let args = NotificationDeliveryWorkerArgs {
+        delivery_id,
+        job_id: Some(job.id),
+    };
+    enqueue_notification_worker(ctx, args).await?;
+    get_job_record(ctx, job.id).await
+}
+
+pub async fn spawn_retry_deliveries_task(
+    ctx: &AppContext,
+    limit: Option<u64>,
+    requested_by: Option<String>,
+    requested_source: Option<String>,
+    parent_job_id: Option<i32>,
+    trigger_mode: Option<String>,
+) -> Result<WorkerJobRecord> {
+    let payload = serde_json::to_value(RetryDeliveriesTaskPayload { limit })?;
+    let job = create_job(
+        ctx,
+        CreateWorkerJobInput {
+            parent_job_id,
+            job_kind: JOB_KIND_TASK.to_string(),
+            worker_name: TASK_RETRY_DELIVERIES.to_string(),
+            display_name: Some("重试待投递通知".to_string()),
+            queue_name: queue_name_for(TASK_RETRY_DELIVERIES),
+            requested_by,
+            requested_source,
+            trigger_mode,
+            payload: Some(payload),
+            tags: Some(tags_for(TASK_RETRY_DELIVERIES)),
+            related_entity_type: Some("notification_delivery".to_string()),
+            related_entity_id: None,
+            max_attempts: 1,
+        },
+    )
+    .await?;
+
+    tokio::spawn(run_retry_deliveries_task(ctx.clone(), job.id, limit));
+    get_job_record(ctx, job.id).await
+}
+
+pub async fn spawn_digest_task(
+    ctx: &AppContext,
+    period: &str,
+    requested_by: Option<String>,
+    requested_source: Option<String>,
+    parent_job_id: Option<i32>,
+    trigger_mode: Option<String>,
+) -> Result<WorkerJobRecord> {
+    let normalized_period = match period.trim().to_ascii_lowercase().as_str() {
+        "monthly" => "monthly",
+        _ => "weekly",
+    }
+    .to_string();
+    let payload = serde_json::to_value(DigestTaskPayload {
+        period: normalized_period.clone(),
+    })?;
+    let worker_name = if normalized_period == "monthly" {
+        TASK_SEND_MONTHLY_DIGEST
+    } else {
+        TASK_SEND_WEEKLY_DIGEST
+    };
+
+    let job = create_job(
+        ctx,
+        CreateWorkerJobInput {
+            parent_job_id,
+            job_kind: JOB_KIND_TASK.to_string(),
+            worker_name: worker_name.to_string(),
+            display_name: Some(if normalized_period == "monthly" {
+                "发送月报".to_string()
+            } else {
+                "发送周报".to_string()
+            }),
+            queue_name: queue_name_for(worker_name),
+            requested_by,
+            requested_source,
+            trigger_mode,
+            payload: Some(payload),
+            tags: Some(tags_for(worker_name)),
+            related_entity_type: Some("subscription_digest".to_string()),
+            related_entity_id: Some(normalized_period.clone()),
+            max_attempts: 1,
+        },
+    )
+    .await?;
+
+    tokio::spawn(run_digest_task(ctx.clone(), job.id, normalized_period));
+    get_job_record(ctx, job.id).await
+}
+
+pub async fn retry_job(
+    ctx: &AppContext,
+    id: i32,
+    requested_by: Option<String>,
+    requested_source: Option<String>,
+) -> Result<WorkerJobRecord> {
+    let item = find_job(ctx, id).await?;
+    let payload = item.payload.clone().unwrap_or(Value::Null);
+
+    match item.worker_name.as_str() {
+        WORKER_DOWNLOAD_MEDIA => {
+            let args = serde_json::from_value::<DownloadWorkerArgs>(payload)?;
+            queue_download_job(
+                ctx,
+                &args,
+                requested_by,
+                requested_source,
+                Some(item.id),
+                Some("retry".to_string()),
+            )
+            .await
+        }
+        WORKER_NOTIFICATION_DELIVERY => {
+            let args = serde_json::from_value::<NotificationDeliveryWorkerArgs>(payload)?;
+            queue_notification_delivery_job(
+                ctx,
+                args.delivery_id,
+                requested_by,
+                requested_source,
+                Some(item.id),
+                Some("retry".to_string()),
+            )
+            .await
+        }
+        TASK_RETRY_DELIVERIES => {
+            let args = serde_json::from_value::<RetryDeliveriesTaskPayload>(payload)?;
+            spawn_retry_deliveries_task(
+                ctx,
+                args.limit,
+                requested_by,
+                requested_source,
+                Some(item.id),
+                Some("retry".to_string()),
+            )
+            .await
+        }
+        TASK_SEND_WEEKLY_DIGEST | TASK_SEND_MONTHLY_DIGEST => {
+            let args = serde_json::from_value::<DigestTaskPayload>(payload)?;
+            spawn_digest_task(
+                ctx,
+                &args.period,
+                requested_by,
+                requested_source,
+                Some(item.id),
+                Some("retry".to_string()),
+            )
+            .await
+        }
+        _ => Err(Error::BadRequest(format!("不支持重试任务：{}", item.worker_name))),
+    }
+}
diff --git a/backend/src/workers/downloader.rs b/backend/src/workers/downloader.rs
index 1abafa4..a351496 100644
--- a/backend/src/workers/downloader.rs
+++ b/backend/src/workers/downloader.rs
@@ -1,13 +1,231 @@
 use loco_rs::prelude::*;
+use reqwest::{header, redirect::Policy, Url};
 use serde::{Deserialize, Serialize};
 
+use crate::services::{media_assets, storage, worker_jobs};
+
 pub struct DownloadWorker {
     pub ctx: AppContext,
 }
 
-#[derive(Deserialize, Debug, Serialize)]
+#[derive(Clone, Deserialize, Debug, Serialize)]
 pub struct DownloadWorkerArgs {
-    pub user_guid: String,
+    pub source_url: String,
+    #[serde(default)]
+    pub prefix: Option<String>,
+    #[serde(default)]
+    pub title: Option<String>,
+    #[serde(default)]
+    pub alt_text: Option<String>,
+    #[serde(default)]
+    pub caption: Option<String>,
+    #[serde(default)]
+    pub tags: Vec<String>,
+    #[serde(default)]
+    pub notes: Option<String>,
+    #[serde(default)]
+    pub job_id: Option<i32>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub struct DownloadedMediaObject {
+    pub key: String,
+    pub url: String,
+    pub size_bytes: i64,
+    pub source_url: String,
+    pub content_type: Option<String>,
+}
+
+fn trim_to_option(value: Option<String>) -> Option<String> {
+    value.and_then(|item| {
+        let trimmed = item.trim().to_string();
+        if trimmed.is_empty() {
+            None
+        } else {
+            Some(trimmed)
+        }
+    })
+}
+
+fn normalize_prefix(value: Option<String>) -> String {
+    value.unwrap_or_else(|| "uploads".to_string())
+        .trim()
+        .trim_matches('/')
+        .to_string()
+}
+
+fn derive_file_name(url: &Url) -> Option<String> {
+    url.path_segments()
+        .and_then(|segments| segments.last())
+        .map(str::trim)
+        .filter(|value| !value.is_empty())
+        .map(ToString::to_string)
+}
+
+fn infer_extension(file_name: Option<&str>, content_type: Option<&str>) -> Option<String> {
+    let from_name = file_name
+        .and_then(|name| name.rsplit('.').next())
+        .map(str::trim)
+        .filter(|ext| !ext.is_empty())
+        .map(str::to_ascii_lowercase);
+
+    if let Some(ext) = from_name
+        .as_deref()
+        .filter(|ext| ext.chars().all(|ch| ch.is_ascii_alphanumeric()) && ext.len() <= 10)
+    {
+        return Some(ext.to_string());
+    }
+
+    match content_type
+        .unwrap_or_default()
+        .trim()
+        .split(';')
+        .next()
+        .unwrap_or_default()
+        .to_ascii_lowercase()
+        .as_str()
+    {
+        "image/png" => Some("png".to_string()),
+        "image/jpeg" => Some("jpg".to_string()),
+        "image/webp" => Some("webp".to_string()),
+        "image/gif" => Some("gif".to_string()),
+        "image/avif" => Some("avif".to_string()),
+        "image/svg+xml" => Some("svg".to_string()),
+        "application/pdf" => Some("pdf".to_string()),
+        _ => None,
+    }
+}
+
+fn is_supported_content_type(value: Option<&str>) -> bool {
+    value
+        .unwrap_or_default()
+        .trim()
+        .split(';')
+        .next()
+        .map(|item| matches!(item, "image/png" | "image/jpeg" | "image/webp" | "image/gif" | "image/avif" | "image/svg+xml" | "application/pdf"))
+        .unwrap_or(false)
+}
+
+fn default_title(args: &DownloadWorkerArgs, file_name: Option<&str>) -> String {
+    trim_to_option(args.title.clone())
+        .or_else(|| {
+            file_name.map(|value| {
+                value
+                    .rsplit_once('.')
+                    .map(|(stem, _)| stem)
+                    .unwrap_or(value)
+                    .replace(['-', '_'], " ")
+                    .trim()
+                    .to_string()
+            })
+        })
+        .filter(|value| !value.is_empty())
+        .unwrap_or_else(|| "remote asset".to_string())
+}
+
+fn merge_notes(notes: Option<String>, source_url: &str) -> Option<String> {
+    let note = notes.unwrap_or_default().trim().to_string();
+    let source_line = format!("source_url: {source_url}");
+
+    if note.is_empty() {
+        return Some(source_line);
+    }
+
+    if note.contains(&source_line) {
+        return Some(note);
+    }
+
+    Some(format!("{note}\n{source_line}"))
+}
+
+pub async fn download_media_to_storage(
+    ctx: &AppContext,
+    args: &DownloadWorkerArgs,
+) -> Result<DownloadedMediaObject> {
+    let source_url = trim_to_option(Some(args.source_url.clone()))
+        .ok_or_else(|| Error::BadRequest("source_url 不能为空".to_string()))?;
+    let parsed_url = Url::parse(&source_url)
+        .map_err(|_| Error::BadRequest("source_url 必须是合法的绝对 URL".to_string()))?;
+
+    let client = reqwest::Client::builder()
+        .redirect(Policy::limited(5))
+        .build()
+        .map_err(|error| Error::BadRequest(format!("初始化下载客户端失败: {error}")))?;
+
+    let response = client
+        .get(parsed_url.clone())
+        .send()
+        .await
+        .map_err(|error| Error::BadRequest(format!("下载远程媒体失败: {error}")))?;
+
+    if !response.status().is_success() {
+        return Err(Error::BadRequest(format!(
+            "下载远程媒体失败，状态码：{}",
+            response.status()
+        )));
+    }
+
+    let final_url = response.url().clone();
+    let content_type = response
+        .headers()
+        .get(header::CONTENT_TYPE)
+        .and_then(|value| value.to_str().ok())
+        .map(ToString::to_string);
+
+    if !is_supported_content_type(content_type.as_deref()) {
+        return Err(Error::BadRequest(
+            "仅支持图片或 PDF 资源的远程抓取".to_string(),
+        ));
+    }
+
+    let bytes = response
+        .bytes()
+        .await
+        .map_err(|error| Error::BadRequest(format!("读取远程媒体内容失败: {error}")))?;
+
+    if bytes.is_empty() {
+        return Err(Error::BadRequest("下载到的远程媒体内容为空".to_string()));
+    }
+
+    let file_name = derive_file_name(&final_url);
+    let extension = infer_extension(file_name.as_deref(), content_type.as_deref())
+        .ok_or_else(|| Error::BadRequest("无法识别远程媒体文件类型".to_string()))?;
+    let prefix = normalize_prefix(args.prefix.clone());
+    let object_key = storage::build_object_key(
+        &prefix,
+        &default_title(args, file_name.as_deref()),
+        &extension,
+    );
+    let stored = storage::upload_bytes_to_r2(
+        ctx,
+        &object_key,
+        bytes.to_vec(),
+        content_type.as_deref(),
+        Some("public, max-age=31536000, immutable"),
+    )
+    .await?;
+
+    media_assets::upsert_by_key(
+        ctx,
+        &stored.key,
+        media_assets::MediaAssetMetadataInput {
+            title: trim_to_option(args.title.clone())
+                .or_else(|| trim_to_option(Some(default_title(args, file_name.as_deref())))),
+            alt_text: trim_to_option(args.alt_text.clone()),
+            caption: trim_to_option(args.caption.clone()),
+            tags: (!args.tags.is_empty()).then_some(args.tags.clone()),
+            notes: merge_notes(args.notes.clone(), final_url.as_str()),
+        },
+    )
+    .await?;
+
+    Ok(DownloadedMediaObject {
+        key: stored.key,
+        url: stored.url,
+        size_bytes: bytes.len() as i64,
+        source_url: final_url.to_string(),
+        content_type,
+    })
 }
 
 #[async_trait]
@@ -15,9 +233,31 @@ impl BackgroundWorker<DownloadWorkerArgs> for DownloadWorker {
     fn build(ctx: &AppContext) -> Self {
         Self { ctx: ctx.clone() }
     }
-    async fn perform(&self, _args: DownloadWorkerArgs) -> Result<()> {
-        // TODO: Some actual work goes here...
 
-        Ok(())
+    async fn perform(&self, args: DownloadWorkerArgs) -> Result<()> {
+        if let Some(job_id) = args.job_id {
+            if !worker_jobs::begin_job_execution(&self.ctx, job_id).await? {
+                return Ok(());
+            }
+
+            match download_media_to_storage(&self.ctx, &args).await {
+                Ok(downloaded) => {
+                    worker_jobs::mark_job_succeeded(
+                        &self.ctx,
+                        job_id,
+                        Some(serde_json::to_value(downloaded)?),
+                    )
+                    .await?;
+                    Ok(())
+                }
+                Err(error) => {
+                    worker_jobs::mark_job_failed(&self.ctx, job_id, error.to_string()).await?;
+                    Err(error)
+                }
+            }
+        } else {
+            download_media_to_storage(&self.ctx, &args).await?;
+            Ok(())
+        }
     }
 }
diff --git a/backend/src/workers/notification_delivery.rs b/backend/src/workers/notification_delivery.rs
index 9542df9..23f986c 100644
--- a/backend/src/workers/notification_delivery.rs
+++ b/backend/src/workers/notification_delivery.rs
@@ -1,7 +1,7 @@
 use loco_rs::prelude::*;
 use serde::{Deserialize, Serialize};
 
-use crate::services::subscriptions;
+use crate::services::{subscriptions, worker_jobs};
 
 pub struct NotificationDeliveryWorker {
     pub ctx: AppContext,
@@ -10,6 +10,8 @@ pub struct NotificationDeliveryWorker {
 #[derive(Clone, Debug, Deserialize, Serialize)]
 pub struct NotificationDeliveryWorkerArgs {
     pub delivery_id: i32,
+    #[serde(default)]
+    pub job_id: Option<i32>,
 }
 
 #[async_trait]
@@ -23,6 +25,28 @@ impl BackgroundWorker<NotificationDeliveryWorkerArgs> for NotificationDeliveryWo
     }
 
     async fn perform(&self, args: NotificationDeliveryWorkerArgs) -> Result<()> {
-        subscriptions::process_delivery(&self.ctx, args.delivery_id).await
+        if let Some(job_id) = args.job_id {
+            if !worker_jobs::begin_job_execution(&self.ctx, job_id).await? {
+                return Ok(());
+            }
+
+            match subscriptions::process_delivery(&self.ctx, args.delivery_id).await {
+                Ok(_) => {
+                    worker_jobs::mark_job_succeeded(
+                        &self.ctx,
+                        job_id,
+                        Some(serde_json::json!({ "delivery_id": args.delivery_id })),
+                    )
+                    .await?;
+                    Ok(())
+                }
+                Err(error) => {
+                    worker_jobs::mark_job_failed(&self.ctx, job_id, error.to_string()).await?;
+                    Err(error)
+                }
+            }
+        } else {
+            subscriptions::process_delivery(&self.ctx, args.delivery_id).await
+        }
     }
 }
diff --git a/frontend/src/components/PostCard.astro b/frontend/src/components/PostCard.astro
index e525ebe..100f6fc 100644
--- a/frontend/src/components/PostCard.astro
+++ b/frontend/src/components/PostCard.astro
@@ -4,6 +4,8 @@ import CodeBlock from './CodeBlock.astro';
 import ResponsiveImage from './ui/ResponsiveImage.astro';
 import { formatReadTime, getI18n } from '../lib/i18n';
 import {
+  buildCategoryUrl,
+  buildTagUrl,
   getAccentVars,
   getCategoryTheme,
   getPostTypeColor,
@@ -16,10 +18,10 @@ interface Props {
   post: Post;
   selectedTag?: string;
   highlightTerm?: string;
-  tagHrefPrefix?: string;
+  tagHrefPrefix?: string | null;
 }
 
-const { post, selectedTag = '', highlightTerm = '', tagHrefPrefix = '/tags?tag=' } = Astro.props;
+const { post, selectedTag = '', highlightTerm = '', tagHrefPrefix = null } = Astro.props;
 const { locale, t } = getI18n(Astro);
 
 const typeColor = getPostTypeColor(post.type);
@@ -49,6 +51,8 @@ const highlightText = (value: string, query: string) => {
 };
 
 const normalizedSelectedTag = selectedTag.trim().toLowerCase();
+const resolveTagHref = (tag: string) =>
+  tagHrefPrefix ? `${tagHrefPrefix}${encodeURIComponent(tag)}` : buildTagUrl(tag);
 ---
 
 <article
@@ -77,9 +81,13 @@ const normalizedSelectedTag = selectedTag.trim().toLowerCase();
         {post.date} | {t('common.readTime')}: {formatReadTime(locale, post.readTime, t)}
       </p>
     </div>
-    <span class="terminal-chip terminal-chip--accent shrink-0 text-xs py-1 px-2.5" style={getAccentVars(categoryTheme)}>
+    <a
+      href={buildCategoryUrl(post.category)}
+      class="terminal-chip terminal-chip--accent shrink-0 text-xs py-1 px-2.5"
+      style={getAccentVars(categoryTheme)}
+    >
       #{post.category}
-    </span>
+    </a>
   </div>
 
   <p class="relative z-10 mb-3 pl-3 text-sm leading-7 text-[var(--text-secondary)]" set:html={highlightText(post.description, highlightTerm)} />
@@ -122,7 +130,7 @@ const normalizedSelectedTag = selectedTag.trim().toLowerCase();
   <div class="relative z-10 pl-3 flex flex-wrap gap-2">
     {post.tags?.map(tag => (
       <a
-        href={`${tagHrefPrefix}${encodeURIComponent(tag)}`}
+        href={resolveTagHref(tag)}
         class:list={[
           'terminal-chip text-xs py-1 px-2.5',
           'terminal-chip--accent',
diff --git a/frontend/src/components/SubscriptionPopup.astro b/frontend/src/components/SubscriptionPopup.astro
index d58ae46..0219124 100644
--- a/frontend/src/components/SubscriptionPopup.astro
+++ b/frontend/src/components/SubscriptionPopup.astro
@@ -129,6 +129,16 @@ const webPushPublicKey = popupSettings.webPushEnabled
             </div>
           )}
 
+          <label class="subscription-popup-field">
+            <span class="subscription-popup-field-label">称呼</span>
+            <input
+              type="text"
+              name="displayName"
+              placeholder="怎么称呼你（可选）"
+              autocomplete="name"
+            />
+          </label>
+
           <label class="subscription-popup-field">
             <span class="subscription-popup-field-label">邮箱地址</span>
             <input
diff --git a/frontend/src/lib/utils/index.ts b/frontend/src/lib/utils/index.ts
index 9ec75f4..65cccac 100644
--- a/frontend/src/lib/utils/index.ts
+++ b/frontend/src/lib/utils/index.ts
@@ -47,6 +47,51 @@ export function resolveFileRef(ref: string): string {
   return `/uploads/${ref}`;
 }
 
+function resolveTaxonomyToken(
+  value:
+    | string
+    | null
+    | undefined
+    | {
+        slug?: string | null;
+        name?: string | null;
+      },
+): string {
+  if (typeof value === 'string') {
+    return value.trim();
+  }
+
+  return (value?.slug || value?.name || '').trim();
+}
+
+export function buildCategoryUrl(
+  value:
+    | string
+    | null
+    | undefined
+    | {
+        slug?: string | null;
+        name?: string | null;
+      },
+): string {
+  const token = resolveTaxonomyToken(value);
+  return token ? `/categories/${encodeURIComponent(token)}` : '/categories';
+}
+
+export function buildTagUrl(
+  value:
+    | string
+    | null
+    | undefined
+    | {
+        slug?: string | null;
+        name?: string | null;
+      },
+): string {
+  const token = resolveTaxonomyToken(value);
+  return token ? `/tags/${encodeURIComponent(token)}` : '/tags';
+}
+
 /**
  * Generate a unique ID
  */
diff --git a/frontend/src/pages/articles/[slug].astro b/frontend/src/pages/articles/[slug].astro
index bebe5dd..eee0b01 100644
--- a/frontend/src/pages/articles/[slug].astro
+++ b/frontend/src/pages/articles/[slug].astro
@@ -15,6 +15,8 @@ import { apiClient, DEFAULT_SITE_SETTINGS } from '../../lib/api/client';
 import { formatReadTime, getI18n } from '../../lib/i18n';
 import type { PopularPostHighlight } from '../../lib/types';
 import {
+  buildCategoryUrl,
+  buildTagUrl,
   getAccentVars,
   getCategoryTheme,
   getPostTypeColor,
@@ -206,10 +208,14 @@ const breadcrumbJsonLd = {
                       <span class="h-2.5 w-2.5 rounded-full" style={`background-color: ${typeColor}`}></span>
                       {post.type === 'article' ? t('common.article') : t('common.tweet')}
                     </span>
-                    <span class="terminal-chip terminal-chip--accent" style={getAccentVars(categoryTheme)}>
+                    <a
+                      href={buildCategoryUrl(post.category)}
+                      class="terminal-chip terminal-chip--accent"
+                      style={getAccentVars(categoryTheme)}
+                    >
                       <i class="fas fa-folder-tree"></i>
                       {post.category}
-                    </span>
+                    </a>
                   </div>
                 </div>
 
@@ -238,7 +244,7 @@ const breadcrumbJsonLd = {
                 <div class="flex flex-wrap gap-2">
                   {post.tags.map(tag => (
                     <a
-                      href={`/tags?tag=${encodeURIComponent(tag)}`}
+                      href={buildTagUrl(tag)}
                       class="terminal-filter"
                       style={getAccentVars(getTagTheme(tag))}
                     >
diff --git a/frontend/src/pages/categories/[slug].astro b/frontend/src/pages/categories/[slug].astro
new file mode 100644
index 0000000..bce4266
--- /dev/null
+++ b/frontend/src/pages/categories/[slug].astro
@@ -0,0 +1,173 @@
+---
+import BaseLayout from '../../layouts/BaseLayout.astro';
+import TerminalWindow from '../../components/ui/TerminalWindow.astro';
+import CommandPrompt from '../../components/ui/CommandPrompt.astro';
+import PostCard from '../../components/PostCard.astro';
+import { api } from '../../lib/api/client';
+import { getI18n } from '../../lib/i18n';
+import type { Category, Post } from '../../lib/types';
+import { buildCategoryUrl, getAccentVars, getCategoryTheme } from '../../lib/utils';
+
+export const prerender = false;
+
+const { slug } = Astro.params;
+const { t } = getI18n(Astro);
+
+let categories: Category[] = [];
+let posts: Post[] = [];
+
+try {
+  [categories, posts] = await Promise.all([api.getCategories(), api.getPosts()]);
+} catch (error) {
+  console.error('Failed to fetch category detail data:', error);
+}
+
+const requested = decodeURIComponent(slug || '').trim().toLowerCase();
+const category =
+  categories.find((item) => {
+    return [item.slug, item.name].some(
+      (value) => (value || '').trim().toLowerCase() === requested,
+    );
+  }) || null;
+
+if (!category) {
+  return new Response(null, { status: 404 });
+}
+
+const canonicalUrl = buildCategoryUrl(category);
+if (slug && slug !== category.slug && category.slug) {
+  return Astro.redirect(canonicalUrl, 301);
+}
+
+const filteredPosts = posts.filter(
+  (post) => (post.category || '').trim().toLowerCase() === category.name.trim().toLowerCase(),
+);
+const categoryTheme = getCategoryTheme(category.name);
+const pageTitle = category.seoTitle || `${category.name} - ${t('categories.title')}`;
+const pageDescription =
+  category.seoDescription || category.description || t('categories.categoryPosts', { name: category.name });
+const siteBaseUrl = new URL(Astro.request.url).origin;
+const absoluteCanonicalUrl = new URL(canonicalUrl, siteBaseUrl).toString();
+const jsonLd = [
+  {
+    '@context': 'https://schema.org',
+    '@type': 'CollectionPage',
+    name: pageTitle,
+    description: pageDescription,
+    url: absoluteCanonicalUrl,
+    about: {
+      '@type': 'Thing',
+      name: category.name,
+      description: category.description || pageDescription,
+    },
+    keywords: [category.name, category.slug].filter(Boolean),
+  },
+  {
+    '@context': 'https://schema.org',
+    '@type': 'BreadcrumbList',
+    itemListElement: [
+      {
+        '@type': 'ListItem',
+        position: 1,
+        name: 'Termi',
+        item: siteBaseUrl,
+      },
+      {
+        '@type': 'ListItem',
+        position: 2,
+        name: t('categories.title'),
+        item: new URL('/categories', siteBaseUrl).toString(),
+      },
+      {
+        '@type': 'ListItem',
+        position: 3,
+        name: category.name,
+        item: absoluteCanonicalUrl,
+      },
+    ],
+  },
+];
+---
+
+<BaseLayout
+  title={pageTitle}
+  description={pageDescription}
+  ogImage={category.coverImage}
+  canonical={canonicalUrl}
+  jsonLd={jsonLd}
+  twitterCard={category.coverImage ? 'summary_large_image' : 'summary'}
+>
+  <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
+    <TerminalWindow title={`~/categories/${category.slug || category.name}`} class="w-full">
+      <div class="px-4 pb-2">
+        <CommandPrompt command={`posts query --category "${category.name}"`} />
+
+        <div class="terminal-panel ml-4 mt-4 space-y-5" style={getAccentVars(categoryTheme)}>
+          <div class="flex flex-wrap items-start justify-between gap-4">
+            <div class="space-y-4">
+              <a href="/categories" class="terminal-link-arrow">
+                <i class="fas fa-arrow-left"></i>
+                <span>返回分类目录</span>
+              </a>
+
+              <div class="flex flex-wrap items-center gap-2">
+                <span class="terminal-kicker">
+                  <i class="fas fa-folder-tree"></i>
+                  category detail
+                </span>
+                <span class="terminal-chip terminal-chip--accent">
+                  <i class="fas fa-folder-open"></i>
+                  {category.slug || category.name}
+                </span>
+              </div>
+            </div>
+
+            <div class="flex flex-wrap gap-2">
+              <span class="terminal-stat-pill">
+                <i class="fas fa-file-lines text-[var(--primary)]"></i>
+                <span>{t('common.postsCount', { count: filteredPosts.length })}</span>
+              </span>
+              {category.accentColor ? (
+                <span class="terminal-stat-pill">
+                  <i class="fas fa-droplet text-[var(--primary)]"></i>
+                  <span>{category.accentColor}</span>
+                </span>
+              ) : null}
+            </div>
+          </div>
+
+          <div class="space-y-3">
+            <h1 class="text-3xl font-bold tracking-tight text-[var(--title-color)]">{category.name}</h1>
+            <p class="max-w-3xl text-base leading-8 text-[var(--text-secondary)]">{pageDescription}</p>
+          </div>
+
+          {category.coverImage ? (
+            <div class="overflow-hidden rounded-2xl border border-[var(--border-color)]">
+              <img
+                src={category.coverImage}
+                alt={category.name}
+                class="h-56 w-full object-cover"
+              />
+            </div>
+          ) : null}
+        </div>
+      </div>
+
+      <div class="px-4 pb-8">
+        <CommandPrompt command={`posts list --category "${category.name}"`} typing={false} />
+        {filteredPosts.length > 0 ? (
+          <div class="ml-4 mt-4 space-y-4">
+            {filteredPosts.map((post) => (
+              <PostCard post={post} />
+            ))}
+          </div>
+        ) : (
+          <div class="terminal-empty ml-4 mt-4">
+            <i class="fas fa-inbox text-4xl mb-4 opacity-50 text-[var(--primary)]"></i>
+            <p class="text-[var(--text-secondary)]">{t('categories.emptyPosts')}</p>
+          </div>
+        )}
+      </div>
+    </TerminalWindow>
+  </div>
+</BaseLayout>
diff --git a/frontend/src/pages/categories/index.astro b/frontend/src/pages/categories/index.astro
index 27728e9..1601767 100644
--- a/frontend/src/pages/categories/index.astro
+++ b/frontend/src/pages/categories/index.astro
@@ -2,59 +2,25 @@
 import BaseLayout from '../../layouts/BaseLayout.astro';
 import TerminalWindow from '../../components/ui/TerminalWindow.astro';
 import CommandPrompt from '../../components/ui/CommandPrompt.astro';
-import PostCard from '../../components/PostCard.astro';
 import { api } from '../../lib/api/client';
 import { getI18n } from '../../lib/i18n';
-import type { Post } from '../../lib/types';
-import { getAccentVars, getCategoryTheme } from '../../lib/utils';
+import type { Category } from '../../lib/types';
+import { buildCategoryUrl, getAccentVars, getCategoryTheme } from '../../lib/utils';
 
 export const prerender = false;
 
-let categories: Awaited<ReturnType<typeof api.getCategories>> = [];
-let allPosts: Post[] = [];
-const url = new URL(Astro.request.url);
-const selectedCategoryParam = url.searchParams.get('category') || '';
 const { t } = getI18n(Astro);
 
+let categories: Category[] = [];
+
 try {
-  [categories, allPosts] = await Promise.all([
-    api.getCategories(),
-    api.getPosts(),
-  ]);
+  categories = await api.getCategories();
 } catch (error) {
   console.error('Failed to fetch categories:', error);
 }
-
-const selectedCategoryRecord = categories.find((category) => {
-  const wanted = selectedCategoryParam.trim().toLowerCase();
-  if (!wanted) return false;
-  return [category.name, category.slug].some(
-    (value) => (value || '').trim().toLowerCase() === wanted
-  );
-}) || null;
-const selectedCategory = selectedCategoryRecord?.name || selectedCategoryParam;
-const normalizedSelectedCategory = selectedCategory.trim().toLowerCase();
-const filteredPosts = selectedCategory
-  ? allPosts.filter((post) => (post.category || '').trim().toLowerCase() === normalizedSelectedCategory)
-  : [];
-const categoryPromptCommand = selectedCategory
-  ? `posts query --category "${selectedCategory}"`
-  : 'categories list --sort name';
-const resultsPromptCommand = selectedCategory
-  ? `posts list --category "${selectedCategory}"`
-  : 'posts list --group-by category';
-const categoryAccentMap = Object.fromEntries(
-  categories.map((category) => [category.name.trim().toLowerCase(), getAccentVars(getCategoryTheme(category.name))])
-);
-const pageTitle = selectedCategoryRecord?.seoTitle || t('categories.pageTitle');
-const pageDescription = selectedCategoryRecord?.seoDescription || selectedCategoryRecord?.description;
 ---
 
-<BaseLayout
-  title={`${pageTitle} - Termi`}
-  description={pageDescription}
-  ogImage={selectedCategoryRecord?.coverImage}
->
+<BaseLayout title={`${t('categories.pageTitle')} - Termi`}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
     <TerminalWindow title="~/categories" class="w-full">
       <div class="mb-6 px-4">
@@ -79,89 +45,50 @@ const pageDescription = selectedCategoryRecord?.seoDescription || selectedCatego
             </span>
             <span class="terminal-stat-pill">
               <i class="fas fa-terminal text-[var(--primary)]"></i>
-              <span>{t('categories.quickJump')}</span>
-            </span>
-            <span
-              id="categories-current-pill"
-              class:list={['terminal-stat-pill terminal-stat-pill--accent', !selectedCategory && 'hidden']}
-              style={selectedCategory ? getAccentVars(getCategoryTheme(selectedCategory)) : undefined}
-            >
-              <i class="fas fa-folder-open"></i>
-              <span id="categories-current-label">{selectedCategory}</span>
+              <span>点击进入分类专题详情页</span>
             </span>
           </div>
         </div>
       </div>
 
-      <div class="px-4 space-y-6">
+      <div class="px-4">
         <div class="ml-4">
-          <CommandPrompt promptId="categories-filter-prompt" command={categoryPromptCommand} typing={false} />
+          <CommandPrompt command="categories browse --mode detail-page" typing={false} />
           {categories.length > 0 ? (
-            <div class="mt-4 grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-3 gap-4">
-              <a
-                href="/categories"
-                data-category-filter=""
-                class:list={[
-                  'terminal-panel terminal-interactive-card group p-5',
-                  !selectedCategory && 'is-active'
-                ]}
-              >
-                <div class="flex items-start gap-4">
-                  <div class="terminal-accent-icon shrink-0 flex h-12 w-12 items-center justify-center rounded-2xl border">
-                    <i class="fas fa-layer-group text-lg"></i>
-                  </div>
-                  <div class="flex-1 min-w-0">
-                    <div class="flex items-start justify-between gap-3 mb-2">
-                      <div>
-                        <div class="text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)] mb-1">
-                          all
-                        </div>
-                        <h2 class="font-bold text-[var(--title-color)] transition-colors text-lg">
-                          {t('articlesPage.allCategories')}
-                        </h2>
-                      </div>
-                      <span class="terminal-chip text-xs py-1 px-2.5">
-                        <span>{t('common.postsCount', { count: allPosts.length })}</span>
-                      </span>
-                    </div>
-                    <p class="text-sm leading-6 text-[var(--text-secondary)]">
-                      {t('categories.allCategoriesDescription')}
-                    </p>
-                  </div>
-                </div>
-              </a>
-
+            <div class="mt-4 grid grid-cols-1 gap-4 sm:grid-cols-2 lg:grid-cols-3">
               {categories.map((category) => (
                 <a
-                  href={`/categories?category=${encodeURIComponent(category.name)}`}
-                  data-category-filter={category.name}
-                  class:list={[
-                    'terminal-panel terminal-panel-accent terminal-interactive-card group p-5',
-                    normalizedSelectedCategory === category.name.trim().toLowerCase() && 'is-active'
-                  ]}
+                  href={buildCategoryUrl(category)}
+                  class="terminal-panel terminal-panel-accent terminal-interactive-card group p-5"
                   style={getAccentVars(getCategoryTheme(category.name))}
                 >
                   <div class="flex items-start gap-4">
                     <div class="terminal-accent-icon shrink-0 flex h-12 w-12 items-center justify-center rounded-2xl border">
                       <i class="fas fa-folder-open text-lg"></i>
                     </div>
-                    <div class="flex-1 min-w-0">
-                      <div class="flex items-start justify-between gap-3 mb-2">
-                        <div>
-                          <div class="text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)] mb-1">
+                    <div class="min-w-0 flex-1">
+                      <div class="mb-2 flex items-start justify-between gap-3">
+                        <div class="min-w-0">
+                          <div class="mb-1 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">
                             {category.slug || category.name}
                           </div>
-                          <h2 class="font-bold text-[var(--title-color)] group-hover:text-[var(--primary)] transition-colors text-lg">
+                          <h2 class="truncate text-lg font-bold text-[var(--title-color)] transition-colors group-hover:text-[var(--primary)]">
                             {category.name}
                           </h2>
                         </div>
-                        <span class="terminal-chip terminal-chip--accent text-xs py-1 px-2.5" style={getAccentVars(getCategoryTheme(category.name))}>
-                          <span>{t('common.postsCount', { count: category.count })}</span>
+                        <span class="terminal-chip terminal-chip--accent text-xs py-1 px-2.5">
+                          <span>{t('common.postsCount', { count: category.count ?? 0 })}</span>
                         </span>
                       </div>
-                      <p class="text-sm leading-6 text-[var(--text-secondary)]">
-                        {t('categories.categoryPosts', { name: category.name })}
+
+                      <p class="line-clamp-3 text-sm leading-6 text-[var(--text-secondary)]">
+                        {category.description || t('categories.categoryPosts', { name: category.name })}
                       </p>
+
+                      <div class="mt-4 terminal-link-arrow">
+                        <span>查看分类专题</span>
+                        <i class="fas fa-arrow-right text-xs"></i>
+                      </div>
                     </div>
                   </div>
                 </a>
@@ -174,191 +101,7 @@ const pageDescription = selectedCategoryRecord?.seoDescription || selectedCatego
             </div>
           )}
         </div>
-
-        <div id="categories-results-wrap" class:list={['ml-4', !selectedCategory && 'hidden']}>
-          <CommandPrompt promptId="categories-results-prompt" command={resultsPromptCommand} typing={false} />
-          <div class="mt-4 terminal-panel">
-            <div class="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
-              <p id="categories-selected-summary" class="text-sm leading-6 text-[var(--text-secondary)]">
-                {selectedCategory ? t('categories.selectedSummary', { name: selectedCategory, count: filteredPosts.length }) : ''}
-              </p>
-              <a id="categories-clear-btn" href="/categories" class:list={['terminal-link-arrow', !selectedCategory && 'hidden']}>
-                <span>{t('common.clearFilters')}</span>
-                <i class="fas fa-rotate-left text-xs"></i>
-              </a>
-            </div>
-            {selectedCategoryRecord && (selectedCategoryRecord.description || selectedCategoryRecord.coverImage) ? (
-              <div class="mt-4 grid gap-4 lg:grid-cols-[minmax(0,1.1fr)_280px]">
-                <div class="space-y-3 text-sm leading-6 text-[var(--text-secondary)]">
-                  {selectedCategoryRecord.description ? (
-                    <p>{selectedCategoryRecord.description}</p>
-                  ) : null}
-                  {selectedCategoryRecord.accentColor ? (
-                    <div class="flex items-center gap-3 text-xs uppercase tracking-[0.18em] text-[var(--text-tertiary)]">
-                      <span class="inline-flex h-3 w-3 rounded-full border border-[var(--border-color)]" style={`background:${selectedCategoryRecord.accentColor}`}></span>
-                      <span>{selectedCategoryRecord.accentColor}</span>
-                    </div>
-                  ) : null}
-                </div>
-                {selectedCategoryRecord.coverImage ? (
-                  <img
-                    src={selectedCategoryRecord.coverImage}
-                    alt={selectedCategoryRecord.name}
-                    class="h-full w-full rounded-2xl border border-[var(--border-color)] object-cover"
-                  />
-                ) : null}
-              </div>
-            ) : null}
-          </div>
-        </div>
-
-        <div class="ml-4">
-          {allPosts.length > 0 ? (
-            <div id="categories-posts-list" class:list={['divide-y divide-[var(--border-color)]', !selectedCategory && 'hidden']}>
-              {allPosts.map((post) => {
-                const matchesInitial = selectedCategory
-                  ? (post.category || '').trim().toLowerCase() === normalizedSelectedCategory
-                  : false;
-
-                return (
-                  <div
-                    data-category-post
-                    data-category-name={(post.category || '').trim().toLowerCase()}
-                    class:list={[!matchesInitial && 'hidden']}
-                  >
-                    <PostCard post={post} />
-                  </div>
-                );
-              })}
-            </div>
-          ) : null}
-
-          <div id="categories-empty-state" class:list={['terminal-empty', (!selectedCategory || filteredPosts.length > 0) && 'hidden']}>
-            <i class="fas fa-search text-4xl mb-4 opacity-50 text-[var(--primary)]"></i>
-            <p class="text-[var(--text-secondary)]">{t('categories.emptyPosts')}</p>
-          </div>
-        </div>
       </div>
     </TerminalWindow>
   </div>
 </BaseLayout>
-
-<script
-  is:inline
-  define:vars={{
-    categoryAccentMap,
-    initialSelectedCategory: selectedCategory,
-  }}
->
-  (function() {
-    /** @type {Window['__termiCommandPrompt']} */
-    let promptApi;
-
-    const categoryButtons = Array.from(document.querySelectorAll('[data-category-filter]'));
-    const postCards = Array.from(document.querySelectorAll('[data-category-post]'));
-    const currentPill = document.getElementById('categories-current-pill');
-    const currentLabel = document.getElementById('categories-current-label');
-    const resultsWrap = document.getElementById('categories-results-wrap');
-    const selectedSummary = document.getElementById('categories-selected-summary');
-    const postsList = document.getElementById('categories-posts-list');
-    const emptyState = document.getElementById('categories-empty-state');
-    const clearBtn = document.getElementById('categories-clear-btn');
-    const t = window.__termiTranslate;
-
-    promptApi = window.__termiCommandPrompt;
-
-    const state = {
-      category: initialSelectedCategory || '',
-    };
-
-    function updatePrompts() {
-      const filterCommand = state.category
-        ? `posts query --category "${state.category}"`
-        : 'categories list --sort name';
-      const resultsCommand = state.category
-        ? `posts list --category "${state.category}"`
-        : 'posts list --group-by category';
-
-      promptApi?.set?.('categories-filter-prompt', filterCommand, { typing: false });
-      promptApi?.set?.('categories-results-prompt', resultsCommand, { typing: false });
-    }
-
-    function updateUrl() {
-      const params = new URLSearchParams();
-      if (state.category) params.set('category', state.category);
-      const nextUrl = params.toString() ? `/categories?${params.toString()}` : '/categories';
-      window.history.replaceState({}, '', nextUrl);
-    }
-
-    function syncButtons() {
-      const activeValue = state.category.trim().toLowerCase();
-
-      categoryButtons.forEach((button) => {
-        const value = (button.getAttribute('data-category-filter') || '').trim().toLowerCase();
-        const isActive = activeValue ? value === activeValue : value === '';
-        button.classList.toggle('is-active', isActive);
-      });
-    }
-
-    function applyCategoryFilter(pushHistory = true) {
-      const activeValue = state.category.trim().toLowerCase();
-      let visibleCount = 0;
-
-      postCards.forEach((card) => {
-        const value = (card.getAttribute('data-category-name') || '').trim().toLowerCase();
-        const matches = Boolean(activeValue) && value === activeValue;
-        card.classList.toggle('hidden', !matches);
-        if (matches) {
-          visibleCount += 1;
-        }
-      });
-
-      syncButtons();
-      updatePrompts();
-
-      if (currentPill && currentLabel) {
-        currentPill.classList.toggle('hidden', !state.category);
-        if (state.category) {
-          currentLabel.textContent = state.category;
-          currentPill.setAttribute('style', categoryAccentMap[String(state.category).trim().toLowerCase()] || '');
-        } else {
-          currentLabel.textContent = '';
-          currentPill.removeAttribute('style');
-        }
-      }
-
-      resultsWrap?.classList.toggle('hidden', !state.category);
-      postsList?.classList.toggle('hidden', !state.category);
-      emptyState?.classList.toggle('hidden', !state.category || visibleCount > 0);
-      clearBtn?.classList.toggle('hidden', !state.category);
-
-      if (selectedSummary) {
-        selectedSummary.textContent = state.category
-          ? t('categories.selectedSummary', { name: state.category, count: visibleCount })
-          : '';
-      }
-
-      if (pushHistory) {
-        updateUrl();
-      }
-    }
-
-    categoryButtons.forEach((button) => {
-      button.addEventListener('click', (event) => {
-        event.preventDefault();
-        const nextValue = button.getAttribute('data-category-filter') || '';
-        const normalizedCurrent = state.category.trim().toLowerCase();
-        state.category = normalizedCurrent === nextValue.trim().toLowerCase() ? '' : nextValue;
-        applyCategoryFilter();
-      });
-    });
-
-    clearBtn?.addEventListener('click', (event) => {
-      event.preventDefault();
-      state.category = '';
-      applyCategoryFilter();
-    });
-
-    applyCategoryFilter(false);
-  })();
-</script>
diff --git a/frontend/src/pages/index.astro b/frontend/src/pages/index.astro
index eb539e6..972cc5d 100644
--- a/frontend/src/pages/index.astro
+++ b/frontend/src/pages/index.astro
@@ -5,6 +5,7 @@ import CommandPrompt from '../components/ui/CommandPrompt.astro';
 import FilterPill from '../components/ui/FilterPill.astro';
 import PostCard from '../components/PostCard.astro';
 import FriendLinkCard from '../components/FriendLinkCard.astro';
+import SubscriptionSignup from '../components/SubscriptionSignup.astro';
 import ViewMoreLink from '../components/ui/ViewMoreLink.astro';
 import StatsList from '../components/StatsList.astro';
 import TechStackList from '../components/TechStackList.astro';
@@ -275,6 +276,13 @@ const navLinks = [
         </div>
       )}
 
+      <div class="mb-8 px-4">
+        <CommandPrompt command="subscriptions create --channel email" />
+        <div class="ml-4">
+          <SubscriptionSignup requestUrl={Astro.request.url} />
+        </div>
+      </div>
+
       <div id="discover" class="mb-6 px-4">
         <CommandPrompt promptId="home-discover-prompt" command={discoverPrompt} />
         <div class="ml-4 terminal-panel home-discovery-shell">
diff --git a/frontend/src/pages/reviews/[id].astro b/frontend/src/pages/reviews/[id].astro
index b5d7d08..f4d47e1 100644
--- a/frontend/src/pages/reviews/[id].astro
+++ b/frontend/src/pages/reviews/[id].astro
@@ -79,6 +79,14 @@ const statusLabels = {
   'in-progress': t('reviews.statusInProgress'),
   dropped: t('reviews.statusDropped'),
 };
+const buildReviewFilterUrl = (params: { type?: string; status?: string; tag?: string }) => {
+  const search = new URLSearchParams();
+  if (params.type) search.set('type', params.type);
+  if (params.status) search.set('status', params.status);
+  if (params.tag) search.set('tag', params.tag);
+  const query = search.toString();
+  return query ? `/reviews?${query}` : '/reviews';
+};
 
 const pageTitle = review
   ? `${review.title} | ${t('reviews.title')} | ${siteSettings.siteShortName}`
@@ -86,26 +94,54 @@ const pageTitle = review
 const pageDescription = review?.description || copy.notFoundDescription;
 const canonical = review ? `/reviews/${review.id}` : '/reviews';
 const jsonLd = review
-  ? {
-      '@context': 'https://schema.org',
-      '@type': 'Review',
-      name: review.title,
-      reviewBody: review.description,
-      datePublished: review.review_date,
-      dateModified: review.updated_at,
-      reviewRating: {
-        '@type': 'Rating',
-        ratingValue: review.rating,
-        bestRating: 5,
-        worstRating: 1,
-      },
-      itemReviewed: {
-        '@type': 'CreativeWork',
+  ? [
+      {
+        '@context': 'https://schema.org',
+        '@type': 'Review',
         name: review.title,
-        genre: typeLabels[review.review_type] || review.review_type,
+        reviewBody: review.description,
+        datePublished: review.review_date,
+        dateModified: review.updated_at,
+        reviewRating: {
+          '@type': 'Rating',
+          ratingValue: review.rating,
+          bestRating: 5,
+          worstRating: 1,
+        },
+        itemReviewed: {
+          '@type': 'CreativeWork',
+          name: review.title,
+          genre: typeLabels[review.review_type] || review.review_type,
+          keywords: review.tags,
+        },
+        keywords: review.tags,
+        url: new URL(`/reviews/${review.id}`, siteSettings.siteUrl).toString(),
       },
-      url: new URL(`/reviews/${review.id}`, siteSettings.siteUrl).toString(),
-    }
+      {
+        '@context': 'https://schema.org',
+        '@type': 'BreadcrumbList',
+        itemListElement: [
+          {
+            '@type': 'ListItem',
+            position: 1,
+            name: siteSettings.siteName,
+            item: siteSettings.siteUrl,
+          },
+          {
+            '@type': 'ListItem',
+            position: 2,
+            name: t('reviews.title'),
+            item: new URL('/reviews', siteSettings.siteUrl).toString(),
+          },
+          {
+            '@type': 'ListItem',
+            position: 3,
+            name: review.title,
+            item: new URL(`/reviews/${review.id}`, siteSettings.siteUrl).toString(),
+          },
+        ],
+      },
+    ]
   : undefined;
 ---
 
@@ -181,11 +217,25 @@ const jsonLd = review
                     <div class="review-detail-meta-grid">
                       <div>
                         <div class="review-detail-meta-grid__label">{copy.type}</div>
-                        <div>{typeLabels[review.review_type] || review.review_type}</div>
+                        <div>
+                          <a
+                            href={buildReviewFilterUrl({ type: review.review_type })}
+                            class="review-detail-filter-link"
+                          >
+                            {typeLabels[review.review_type] || review.review_type}
+                          </a>
+                        </div>
                       </div>
                       <div>
                         <div class="review-detail-meta-grid__label">{copy.status}</div>
-                        <div>{statusLabels[review.normalizedStatus]}</div>
+                        <div>
+                          <a
+                            href={buildReviewFilterUrl({ status: review.normalizedStatus })}
+                            class="review-detail-filter-link"
+                          >
+                            {statusLabels[review.normalizedStatus]}
+                          </a>
+                        </div>
                       </div>
                       <div>
                         <div class="review-detail-meta-grid__label">{copy.reviewDate}</div>
@@ -203,7 +253,12 @@ const jsonLd = review
                     <div class="review-detail-tags mt-4">
                       {review.tags.length ? (
                         review.tags.map((tag) => (
-                          <span class="terminal-chip text-xs py-1 px-2.5">#{tag}</span>
+                          <a
+                            href={`/reviews?tag=${encodeURIComponent(tag)}`}
+                            class="terminal-chip text-xs py-1 px-2.5 transition hover:-translate-y-0.5 hover:border-[var(--primary)]"
+                          >
+                            #{tag}
+                          </a>
                         ))
                       ) : (
                         <span class="text-sm text-[var(--text-secondary)]">{t('common.noData')}</span>
@@ -350,6 +405,21 @@ const jsonLd = review
     color: var(--text-tertiary);
   }
 
+  .review-detail-filter-link {
+    display: inline-flex;
+    align-items: center;
+    color: var(--text-primary);
+    text-decoration: none;
+    border-bottom: 1px dashed transparent;
+    transition: color 0.2s ease, border-color 0.2s ease, transform 0.2s ease;
+  }
+
+  .review-detail-filter-link:hover {
+    color: var(--primary);
+    border-bottom-color: color-mix(in oklab, var(--primary) 55%, transparent);
+    transform: translateY(-1px);
+  }
+
   .review-detail-tags {
     display: flex;
     flex-wrap: wrap;
diff --git a/frontend/src/pages/reviews/index.astro b/frontend/src/pages/reviews/index.astro
index 8d3e4f4..5607671 100644
--- a/frontend/src/pages/reviews/index.astro
+++ b/frontend/src/pages/reviews/index.astro
@@ -10,11 +10,14 @@ import { parseReview, type ParsedReview, type ReviewStatus } from '../../lib/rev
 
 export const prerender = false;
 
-// Fetch reviews from backend API
 let reviews: Awaited<ReturnType<typeof apiClient.getReviews>> = [];
 const url = new URL(Astro.request.url);
 const selectedType = url.searchParams.get('type') || 'all';
+const selectedStatus = url.searchParams.get('status') || 'all';
+const selectedTag = url.searchParams.get('tag') || '';
+const selectedQuery = url.searchParams.get('q')?.trim() || '';
 const { t } = getI18n(Astro);
+
 try {
   reviews = await apiClient.getReviews();
 } catch (error) {
@@ -22,10 +25,32 @@ try {
 }
 
 const parsedReviews: ParsedReview[] = reviews.map(parseReview);
+const normalizedSelectedTag = selectedTag.trim().toLowerCase();
+const normalizedSelectedQuery = selectedQuery.toLowerCase();
 
-const filteredReviews = selectedType === 'all'
-  ? parsedReviews
-  : parsedReviews.filter(review => review.review_type === selectedType);
+const filteredReviews = parsedReviews.filter((review) => {
+  if (selectedType !== 'all' && review.review_type !== selectedType) return false;
+  if (selectedStatus !== 'all' && review.normalizedStatus !== selectedStatus) return false;
+  if (
+    normalizedSelectedTag &&
+    !review.tags.some((tag) => tag.trim().toLowerCase() === normalizedSelectedTag)
+  ) {
+    return false;
+  }
+  if (normalizedSelectedQuery) {
+    const haystack = [
+      review.title,
+      review.description,
+      review.review_type,
+      review.status,
+      review.tags.join(' '),
+    ]
+      .join(' ')
+      .toLowerCase();
+    if (!haystack.includes(normalizedSelectedQuery)) return false;
+  }
+  return true;
+});
 
 const stats = {
   total: filteredReviews.length,
@@ -76,6 +101,20 @@ const statusColors: Record<ReviewStatus, string> = {
   dropped: 'var(--text-tertiary)',
 };
 
+const statusOptions = [
+  { id: 'all', label: '全部状态' },
+  { id: 'completed', label: t('reviews.statusCompleted') },
+  { id: 'in-progress', label: t('reviews.statusInProgress') },
+  { id: 'dropped', label: t('reviews.statusDropped') },
+];
+
+const tagOptions = Array.from(
+  parsedReviews.reduce((set, review) => {
+    review.tags.forEach((tag) => set.add(tag));
+    return set;
+  }, new Set<string>()),
+).sort((left, right) => left.localeCompare(right));
+
 const statCards = [
   {
     id: 'total',
@@ -114,28 +153,54 @@ const statCards = [
     barWidth: `${inProgressRatio}%`,
   }
 ];
+
+const buildReviewsUrl = ({
+  type = selectedType,
+  status = selectedStatus,
+  tag = selectedTag,
+  q = selectedQuery,
+}: {
+  type?: string;
+  status?: string;
+  tag?: string;
+  q?: string;
+}) => {
+  const params = new URLSearchParams();
+  if (type && type !== 'all') params.set('type', type);
+  if (status && status !== 'all') params.set('status', status);
+  if (tag) params.set('tag', tag);
+  if (q) params.set('q', q);
+  const query = params.toString();
+  return query ? `/reviews?${query}` : '/reviews';
+};
+
+const activeFilters = [
+  selectedType !== 'all' ? typeLabels[selectedType] || selectedType : '',
+  selectedStatus !== 'all'
+    ? statusOptions.find((item) => item.id === selectedStatus)?.label || selectedStatus
+    : '',
+  selectedTag ? `#${selectedTag}` : '',
+  selectedQuery ? `q=${selectedQuery}` : '',
+].filter(Boolean);
 ---
 
 <Layout title={`${t('reviews.pageTitle')} | Termi`} description={t('reviews.pageDescription')}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
-    <!-- Single Terminal Window for entire page -->
     <TerminalWindow title="~/reviews" class="w-full">
       <div class="px-4 py-4 space-y-6">
-
-        <!-- Header Section -->
         <div>
           <CommandPrompt command="less README.md" path="~/reviews" />
           <div class="terminal-panel ml-4 mt-4">
             <div class="terminal-kicker">review ledger</div>
             <div class="terminal-section-title mt-4">
               <span class="terminal-section-icon">
-              <i class="fas fa-star"></i>
-            </span>
-            <div>
+                <i class="fas fa-star"></i>
+              </span>
+              <div>
                 <h1 class="text-2xl font-bold text-[var(--title-color)]">{t('reviews.title')}</h1>
                 <p id="reviews-subtitle" class="mt-2 text-sm leading-6 text-[var(--text-secondary)]">
                   {t('reviews.subtitle')}
-                  {selectedType !== 'all' && ` · ${t('reviews.currentFilter', { type: typeLabels[selectedType] || selectedType })}`}
+                  {activeFilters.length > 0 && ` · ${activeFilters.join(' · ')}`}
                 </p>
               </div>
             </div>
@@ -143,7 +208,7 @@ const statCards = [
         </div>
 
         <div>
-          <CommandPrompt promptId="reviews-stats-prompt" command="jq '.summary' stats.json" path="~/reviews" />
+          <CommandPrompt command="jq '.summary' stats.json" path="~/reviews" />
           <div class="reviews-stats-grid ml-4 mt-2">
             {statCards.map((card) => (
               <div class="reviews-stat-card" style={`--review-stat-color: ${card.color};`}>
@@ -155,25 +220,13 @@ const statCards = [
                 </div>
                 <div class="mt-3 flex items-end justify-between gap-4">
                   <div class="min-w-0">
-                    <div
-                      id={card.id === 'total' ? 'reviews-total' : card.id === 'average' ? 'reviews-average' : card.id === 'completed' ? 'reviews-completed' : 'reviews-progress'}
-                      class="reviews-stat-card__value"
-                    >
-                      {card.value}
+                    <div class="reviews-stat-card__value">{card.value}</div>
+                    <div class="reviews-stat-card__detail">
+                      {card.id === 'average' ? '/ 5' : card.detail}
                     </div>
-                    <div
-                      id={card.id === 'total' ? 'reviews-total-detail' : card.id === 'completed' ? 'reviews-completed-detail' : card.id === 'progress' ? 'reviews-progress-detail' : undefined}
-                      class:list={[
-                        'reviews-stat-card__detail',
-                        card.id === 'average' && 'hidden'
-                      ]}
-                    >
-                      {card.id === 'average' ? '' : card.detail}
-                    </div>
-                    {card.id === 'average' && <div class="reviews-stat-card__detail">/ 5</div>}
                   </div>
                   {card.id === 'average' && (
-                    <div id="reviews-average-stars" class="reviews-average-stars">
+                    <div class="reviews-average-stars">
                       {Array.from({ length: 5 }).map((_, index) => (
                         <i class={`fas fa-star ${index < Math.round(Number(stats.avgRating)) ? '' : 'opacity-25'}`}></i>
                       ))}
@@ -181,11 +234,7 @@ const statCards = [
                   )}
                 </div>
                 <div class="reviews-stat-card__bar">
-                  <div
-                    id={card.id === 'total' ? 'reviews-total-bar' : card.id === 'completed' ? 'reviews-completed-bar' : card.id === 'progress' ? 'reviews-progress-bar' : 'reviews-average-bar'}
-                    class="reviews-stat-card__bar-fill"
-                    style={`width: ${card.barWidth};`}
-                  ></div>
+                  <div class="reviews-stat-card__bar-fill" style={`width: ${card.barWidth};`}></div>
                 </div>
               </div>
             ))}
@@ -193,13 +242,11 @@ const statCards = [
         </div>
 
         <div>
-          <CommandPrompt promptId="reviews-filter-prompt" command="printf '%s\n' all game anime music book movie" path="~/reviews" />
+          <CommandPrompt command="printf '%s\n' all game anime music book movie" path="~/reviews" />
           <div class="ml-4 mt-4 flex flex-wrap gap-2">
             {filters.map(filter => (
               <FilterPill
-                href={filter.id === 'all' ? '/reviews' : `/reviews?type=${filter.id}`}
-                data-review-filter={filter.id}
-                data-review-label={filter.name}
+                href={buildReviewsUrl({ type: filter.id })}
                 tone={filter.id === 'all' ? 'neutral' : filter.id === 'game' ? 'blue' : filter.id === 'book' ? 'amber' : filter.id === 'music' ? 'teal' : 'violet'}
                 active={selectedType === filter.id}
                 class="review-filter"
@@ -213,16 +260,56 @@ const statCards = [
         </div>
 
         <div>
-          <CommandPrompt promptId="reviews-list-prompt" command="find . -maxdepth 1 -name '*.md' | sort" path="~/reviews" />
+          <CommandPrompt command="reviews filter --public-only" path="~/reviews" />
+          <div class="terminal-panel ml-4 mt-4">
+            <form method="GET" action="/reviews" class="reviews-filter-form">
+              <label class="reviews-filter-field">
+                <span>搜索</span>
+                <input type="text" name="q" value={selectedQuery} placeholder="标题 / 简介 / 标签" />
+              </label>
+
+              <label class="reviews-filter-field">
+                <span>状态</span>
+                <select name="status">
+                  {statusOptions.map((option) => (
+                    <option value={option.id} selected={selectedStatus === option.id}>{option.label}</option>
+                  ))}
+                </select>
+              </label>
+
+              <label class="reviews-filter-field">
+                <span>标签</span>
+                <select name="tag">
+                  <option value="" selected={!selectedTag}>全部标签</option>
+                  {tagOptions.map((tag) => (
+                    <option value={tag} selected={selectedTag === tag}>{tag}</option>
+                  ))}
+                </select>
+              </label>
+
+              {selectedType !== 'all' ? <input type="hidden" name="type" value={selectedType} /> : null}
+
+              <div class="reviews-filter-actions">
+                <button type="submit" class="terminal-action-button terminal-action-button-primary">
+                  <i class="fas fa-filter"></i>
+                  <span>应用筛选</span>
+                </button>
+                <a href="/reviews" class="terminal-action-button">
+                  <i class="fas fa-rotate-left"></i>
+                  <span>{t('common.clearFilters')}</span>
+                </a>
+              </div>
+            </form>
+          </div>
+        </div>
+
+        <div>
+          <CommandPrompt command="find . -maxdepth 1 -name '*.md' | sort" path="~/reviews" />
           <div class="ml-4 mt-2">
             <div class="reviews-card-grid">
-              {parsedReviews.map(review => (
+              {filteredReviews.map(review => (
                 <article
                   class="review-card terminal-panel group"
-                  data-review-card
-                  data-review-type={review.review_type}
-                  data-review-status={review.normalizedStatus}
-                  data-review-rating={review.rating || 0}
                   style={`--review-accent: ${typeColors[review.review_type] || '#888'};`}
                 >
                   <div class="review-card__poster">
@@ -253,7 +340,7 @@ const statCards = [
                     <div class="review-card__head">
                       <div class="min-w-0">
                         <div class="review-card__badges">
-                          <span class="terminal-chip terminal-chip--accent text-[10px] py-1 px-2" style={`--accent-color:${typeColors[review.review_type] || '#888'};--accent-rgb:${typeColors[review.review_type] === '#4285f4' ? '66 133 244' : review.review_type === 'anime' ? '255 107 107' : review.review_type === 'music' ? '0 255 157' : review.review_type === 'book' ? '245 158 11' : '155 89 182'};`}>
+                          <span class="terminal-chip terminal-chip--accent text-[10px] py-1 px-2" style={`--accent-color:${typeColors[review.review_type] || '#888'};--accent-rgb:${review.review_type === 'game' ? '66 133 244' : review.review_type === 'anime' ? '255 107 107' : review.review_type === 'music' ? '0 255 157' : review.review_type === 'book' ? '245 158 11' : '155 89 182'};`}>
                             {typeLabels[review.review_type] || review.review_type}
                           </span>
                           <span class="terminal-chip text-[10px] py-1 px-2" style={`color:${statusColors[review.normalizedStatus]};`}>
@@ -306,9 +393,9 @@ const statCards = [
 
                     <div class="review-card__tags">
                       {review.tags.map((tag: string) => (
-                        <span class="terminal-chip text-xs py-1 px-2.5">
+                        <a class="terminal-chip text-xs py-1 px-2.5" href={buildReviewsUrl({ tag, status: selectedStatus, q: selectedQuery })}>
                           #{tag}
-                        </span>
+                        </a>
                       ))}
                     </div>
                   </div>
@@ -327,7 +414,6 @@ const statCards = [
           </div>
         </div>
 
-        <!-- Back to Home -->
         <div class="pt-4 border-t border-[var(--border-color)]">
           <a href="/" class="terminal-subtle-link">
             <i class="fas fa-chevron-left"></i>
@@ -337,136 +423,6 @@ const statCards = [
       </div>
     </TerminalWindow>
   </div>
-  <script
-    is:inline
-    define:vars={{
-      reviewTypeLabels: {
-        game: t('reviews.typeGame'),
-        anime: t('reviews.typeAnime'),
-        music: t('reviews.typeMusic'),
-        book: t('reviews.typeBook'),
-        movie: t('reviews.typeMovie'),
-        all: t('reviews.typeAll'),
-      },
-      reviewsBaseSubtitle: t('reviews.subtitle'),
-    }}
-  >
-  (function() {
-    /** @type {Window['__termiCommandPrompt']} */
-    let promptApi;
-
-    const typeLabels = reviewTypeLabels;
-
-    const cards = Array.from(document.querySelectorAll('[data-review-card]'));
-    const filters = Array.from(document.querySelectorAll('[data-review-filter]'));
-    const subtitle = document.getElementById('reviews-subtitle');
-    const totalEl = document.getElementById('reviews-total');
-    const avgEl = document.getElementById('reviews-average');
-    const completedEl = document.getElementById('reviews-completed');
-    const progressEl = document.getElementById('reviews-progress');
-    const totalDetailEl = document.getElementById('reviews-total-detail');
-    const totalBarEl = document.getElementById('reviews-total-bar');
-    const averageStarsEl = document.getElementById('reviews-average-stars');
-    const completedDetailEl = document.getElementById('reviews-completed-detail');
-    const completedBarEl = document.getElementById('reviews-completed-bar');
-    const progressDetailEl = document.getElementById('reviews-progress-detail');
-    const progressBarEl = document.getElementById('reviews-progress-bar');
-    const emptyState = document.getElementById('reviews-empty-state');
-    const t = window.__termiTranslate;
-    const baseSubtitle = reviewsBaseSubtitle;
-    promptApi = window.__termiCommandPrompt;
-
-    function updateReviewPrompts(type) {
-      const selectedType = type || 'all';
-      const statsCommand = selectedType === 'all'
-        ? "jq '.summary' stats.json"
-        : `jq '.summary.${selectedType}' stats.json`;
-      const filterCommand = selectedType === 'all'
-        ? "printf '%s\\n' all game anime music book movie"
-        : `printf '%s\\n' ${selectedType}`;
-      const listCommand = selectedType === 'all'
-        ? "find . -maxdepth 1 -name '*.md' | sort"
-        : `grep -El '^type: ${selectedType}$' ./*.md`;
-
-      promptApi?.set?.('reviews-stats-prompt', statsCommand, { typing: false });
-      promptApi?.set?.('reviews-filter-prompt', filterCommand, { typing: false });
-      promptApi?.set?.('reviews-list-prompt', listCommand, { typing: false });
-    }
-
-    function updateFilterUi(activeType) {
-      filters.forEach((filter) => {
-        const isActive = filter.dataset.reviewFilter === activeType;
-        filter.classList.toggle('is-active', isActive);
-      });
-    }
-
-    function updateStats(visibleCards) {
-      const total = visibleCards.length;
-      const average = total
-        ? (visibleCards.reduce((sum, card) => sum + Number(card.dataset.reviewRating || 0), 0) / total).toFixed(1)
-        : '0';
-      const completed = visibleCards.filter((card) => card.dataset.reviewStatus === 'completed').length;
-      const inProgress = visibleCards.filter((card) => card.dataset.reviewStatus === 'in-progress').length;
-      const highRatingCount = visibleCards.filter((card) => Number(card.dataset.reviewRating || 0) >= 4).length;
-      const completedRatio = total ? Math.round((completed / total) * 100) : 0;
-      const inProgressRatio = total ? Math.round((inProgress / total) * 100) : 0;
-
-      if (totalEl) totalEl.textContent = String(total);
-      if (avgEl) avgEl.textContent = average;
-      if (completedEl) completedEl.textContent = String(completed);
-      if (progressEl) progressEl.textContent = String(inProgress);
-      if (totalDetailEl) totalDetailEl.textContent = `≥4 ★ · ${highRatingCount}`;
-      if (totalBarEl) totalBarEl.style.width = `${total ? Math.max((highRatingCount / total) * 100, 12) : 12}%`;
-      if (completedDetailEl) completedDetailEl.textContent = `${completedRatio}%`;
-      if (completedBarEl) completedBarEl.style.width = `${completedRatio}%`;
-      if (progressDetailEl) progressDetailEl.textContent = `${inProgressRatio}%`;
-      if (progressBarEl) progressBarEl.style.width = `${inProgressRatio}%`;
-      if (averageStarsEl) {
-        const roundedAverage = Math.round(Number(average));
-        averageStarsEl.innerHTML = Array.from({ length: 5 }, (_, index) =>
-          `<i class="fas fa-star ${index < roundedAverage ? '' : 'opacity-25'}"></i>`
-        ).join('');
-      }
-    }
-
-    function applyFilter(type, pushState = true) {
-      const visibleCards = cards.filter((card) => type === 'all' || card.dataset.reviewType === type);
-
-      cards.forEach((card) => {
-        card.style.display = visibleCards.includes(card) ? '' : 'none';
-      });
-
-      if (emptyState) {
-        emptyState.classList.toggle('hidden', visibleCards.length > 0);
-      }
-
-      updateFilterUi(type);
-      updateStats(visibleCards);
-
-      if (subtitle) {
-        subtitle.textContent = type === 'all'
-          ? baseSubtitle
-          : `${baseSubtitle} · ${t('reviews.currentFilter', { type: typeLabels[type] || type })}`;
-      }
-
-      if (pushState) {
-        const nextUrl = type === 'all' ? '/reviews' : `/reviews?type=${encodeURIComponent(type)}`;
-        window.history.replaceState({}, '', nextUrl);
-      }
-
-      updateReviewPrompts(type);
-    }
-
-    filters.forEach((filter) => {
-      filter.addEventListener('click', (event) => {
-        event.preventDefault();
-        applyFilter(filter.dataset.reviewFilter || 'all');
-      });
-    });
-
-    applyFilter(new URL(window.location.href).searchParams.get('type') || 'all', false);
-  })();
-  </script>
 </Layout>
 
 <style>
@@ -539,6 +495,43 @@ const statCards = [
     color: #e0a100;
   }
 
+  .reviews-filter-form {
+    display: grid;
+    gap: 0.9rem;
+    grid-template-columns: repeat(3, minmax(0, 1fr));
+    align-items: end;
+  }
+
+  .reviews-filter-field {
+    display: grid;
+    gap: 0.45rem;
+  }
+
+  .reviews-filter-field span {
+    font-size: 0.72rem;
+    letter-spacing: 0.12em;
+    text-transform: uppercase;
+    color: var(--text-tertiary);
+  }
+
+  .reviews-filter-field input,
+  .reviews-filter-field select {
+    min-height: 2.85rem;
+    width: 100%;
+    border-radius: 0.95rem;
+    border: 1px solid color-mix(in oklab, var(--primary) 12%, var(--border-color));
+    background: color-mix(in oklab, var(--terminal-bg) 96%, transparent);
+    color: var(--title-color);
+    padding: 0.8rem 0.95rem;
+  }
+
+  .reviews-filter-actions {
+    display: flex;
+    flex-wrap: wrap;
+    gap: 0.65rem;
+    grid-column: 1 / -1;
+  }
+
   .reviews-card-grid {
     display: grid;
     grid-template-columns: repeat(2, minmax(0, 1fr));
@@ -762,14 +755,16 @@ const statCards = [
 
   @media (max-width: 1024px) {
     .reviews-stats-grid,
-    .reviews-card-grid {
+    .reviews-card-grid,
+    .reviews-filter-form {
       grid-template-columns: repeat(2, minmax(0, 1fr));
     }
   }
 
   @media (max-width: 720px) {
     .reviews-stats-grid,
-    .reviews-card-grid {
+    .reviews-card-grid,
+    .reviews-filter-form {
       grid-template-columns: minmax(0, 1fr);
     }
 
diff --git a/frontend/src/pages/tags/[slug].astro b/frontend/src/pages/tags/[slug].astro
new file mode 100644
index 0000000..0323f07
--- /dev/null
+++ b/frontend/src/pages/tags/[slug].astro
@@ -0,0 +1,176 @@
+---
+import BaseLayout from '../../layouts/BaseLayout.astro';
+import TerminalWindow from '../../components/ui/TerminalWindow.astro';
+import CommandPrompt from '../../components/ui/CommandPrompt.astro';
+import PostCard from '../../components/PostCard.astro';
+import { apiClient } from '../../lib/api/client';
+import { getI18n } from '../../lib/i18n';
+import type { Post, Tag } from '../../lib/types';
+import { buildTagUrl, getAccentVars, getTagTheme } from '../../lib/utils';
+
+export const prerender = false;
+
+const { slug } = Astro.params;
+const { t } = getI18n(Astro);
+
+let tags: Tag[] = [];
+let posts: Post[] = [];
+
+try {
+  [tags, posts] = await Promise.all([apiClient.getTags(), apiClient.getPosts()]);
+} catch (error) {
+  console.error('Failed to fetch tag detail data:', error);
+}
+
+const requested = decodeURIComponent(slug || '').trim().toLowerCase();
+const tag =
+  tags.find((item) => {
+    return [item.slug, item.name].some(
+      (value) => (value || '').trim().toLowerCase() === requested,
+    );
+  }) || null;
+
+if (!tag) {
+  return new Response(null, { status: 404 });
+}
+
+const canonicalUrl = buildTagUrl(tag);
+if (slug && slug !== tag.slug && tag.slug) {
+  return Astro.redirect(canonicalUrl, 301);
+}
+
+const filteredPosts = posts.filter((post) =>
+  post.tags.some((item) => item.trim().toLowerCase() === tag.name.trim().toLowerCase()),
+);
+const tagTheme = getTagTheme(tag.name);
+const pageTitle = tag.seoTitle || `${tag.name} - ${t('tags.title')}`;
+const pageDescription = tag.seoDescription || tag.description || t('tags.selectedSummary', {
+  tag: tag.name,
+  count: filteredPosts.length,
+});
+const siteBaseUrl = new URL(Astro.request.url).origin;
+const absoluteCanonicalUrl = new URL(canonicalUrl, siteBaseUrl).toString();
+const jsonLd = [
+  {
+    '@context': 'https://schema.org',
+    '@type': 'CollectionPage',
+    name: pageTitle,
+    description: pageDescription,
+    url: absoluteCanonicalUrl,
+    about: {
+      '@type': 'DefinedTerm',
+      name: tag.name,
+      termCode: tag.slug || tag.name,
+      description: tag.description || pageDescription,
+    },
+    keywords: [tag.name, tag.slug].filter(Boolean),
+  },
+  {
+    '@context': 'https://schema.org',
+    '@type': 'BreadcrumbList',
+    itemListElement: [
+      {
+        '@type': 'ListItem',
+        position: 1,
+        name: 'Termi',
+        item: siteBaseUrl,
+      },
+      {
+        '@type': 'ListItem',
+        position: 2,
+        name: t('tags.title'),
+        item: new URL('/tags', siteBaseUrl).toString(),
+      },
+      {
+        '@type': 'ListItem',
+        position: 3,
+        name: tag.name,
+        item: absoluteCanonicalUrl,
+      },
+    ],
+  },
+];
+---
+
+<BaseLayout
+  title={pageTitle}
+  description={pageDescription}
+  ogImage={tag.coverImage}
+  canonical={canonicalUrl}
+  jsonLd={jsonLd}
+  twitterCard={tag.coverImage ? 'summary_large_image' : 'summary'}
+>
+  <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
+    <TerminalWindow title={`~/tags/${tag.slug || tag.name}`} class="w-full">
+      <div class="px-4 pb-2">
+        <CommandPrompt command={`posts query --tag "${tag.name}"`} />
+
+        <div class="terminal-panel ml-4 mt-4 space-y-5" style={getAccentVars(tagTheme)}>
+          <div class="flex flex-wrap items-start justify-between gap-4">
+            <div class="space-y-4">
+              <a href="/tags" class="terminal-link-arrow">
+                <i class="fas fa-arrow-left"></i>
+                <span>返回标签目录</span>
+              </a>
+
+              <div class="flex flex-wrap items-center gap-2">
+                <span class="terminal-kicker">
+                  <i class="fas fa-hashtag"></i>
+                  tag detail
+                </span>
+                <span class="terminal-chip terminal-chip--accent">
+                  <i class="fas fa-tag"></i>
+                  {tag.slug || tag.name}
+                </span>
+              </div>
+            </div>
+
+            <div class="flex flex-wrap gap-2">
+              <span class="terminal-stat-pill">
+                <i class="fas fa-file-lines text-[var(--primary)]"></i>
+                <span>{t('common.postsCount', { count: filteredPosts.length })}</span>
+              </span>
+              {typeof tag.count === 'number' ? (
+                <span class="terminal-stat-pill">
+                  <i class="fas fa-signal text-[var(--primary)]"></i>
+                  <span>{tag.count}</span>
+                </span>
+              ) : null}
+            </div>
+          </div>
+
+          <div class="space-y-3">
+            <h1 class="text-3xl font-bold tracking-tight text-[var(--title-color)]">{tag.name}</h1>
+            <p class="max-w-3xl text-base leading-8 text-[var(--text-secondary)]">{pageDescription}</p>
+          </div>
+
+          {tag.coverImage ? (
+            <div class="overflow-hidden rounded-2xl border border-[var(--border-color)]">
+              <img
+                src={tag.coverImage}
+                alt={tag.name}
+                class="h-56 w-full object-cover"
+              />
+            </div>
+          ) : null}
+        </div>
+      </div>
+
+      <div class="px-4 pb-8">
+        <CommandPrompt command={`posts list --tag "${tag.name}"`} typing={false} />
+        {filteredPosts.length > 0 ? (
+          <div class="ml-4 mt-4 space-y-4">
+            {filteredPosts.map((post) => (
+              <PostCard post={post} selectedTag={tag.name} />
+            ))}
+          </div>
+        ) : (
+          <div class="terminal-empty ml-4 mt-4">
+            <i class="fas fa-inbox text-4xl mb-4 opacity-50 text-[var(--primary)]"></i>
+            <p class="text-[var(--text-secondary)]">{t('tags.emptyPosts')}</p>
+          </div>
+        )}
+      </div>
+    </TerminalWindow>
+  </div>
+</BaseLayout>
diff --git a/frontend/src/pages/tags/index.astro b/frontend/src/pages/tags/index.astro
index 443d07d..40d9953 100644
--- a/frontend/src/pages/tags/index.astro
+++ b/frontend/src/pages/tags/index.astro
@@ -4,59 +4,28 @@ import TerminalWindow from '../../components/ui/TerminalWindow.astro';
 import CommandPrompt from '../../components/ui/CommandPrompt.astro';
 import FilterPill from '../../components/ui/FilterPill.astro';
 import { apiClient } from '../../lib/api/client';
-import { getI18n, formatReadTime } from '../../lib/i18n';
-import type { Post, Tag } from '../../lib/types';
-import { getAccentVars, getCategoryTheme, getPostTypeTheme, getTagTheme } from '../../lib/utils';
+import { getI18n } from '../../lib/i18n';
+import type { Tag } from '../../lib/types';
+import { buildTagUrl, getAccentVars, getTagTheme } from '../../lib/utils';
 
 export const prerender = false;
 
-// Fetch tags from backend
+const { t } = getI18n(Astro);
+
 let tags: Tag[] = [];
-let allPosts: Post[] = [];
-const { locale, t } = getI18n(Astro);
 
 try {
-  [tags, allPosts] = await Promise.all([
-    apiClient.getTags(),
-    apiClient.getPosts(),
-  ]);
+  tags = await apiClient.getTags();
 } catch (error) {
   console.error('Failed to fetch tags:', error);
 }
-
-// Get URL params
-const url = new URL(Astro.request.url);
-const selectedTagParam = url.searchParams.get('tag') || '';
-const selectedTagRecord = tags.find((tag) => {
-  const wanted = selectedTagParam.trim().toLowerCase();
-  if (!wanted) return false;
-  return [tag.name, tag.slug].some((value) => (value || '').trim().toLowerCase() === wanted);
-}) || null;
-const selectedTag = selectedTagRecord?.name || selectedTagParam;
-const selectedTagToken = selectedTag.trim().toLowerCase();
-const selectedTagTheme = getTagTheme(selectedTag);
-const isSelectedTag = (tag: Tag) =>
-  tag.name.trim().toLowerCase() === selectedTagToken || tag.slug.trim().toLowerCase() === selectedTagToken;
-
-const filteredPosts = selectedTag
-  ? allPosts.filter((post) => post.tags?.some((tag) => (tag || '').trim().toLowerCase() === selectedTagToken))
-  : [];
-const tagAccentMap = Object.fromEntries(
-  tags.map((tag) => [String(tag.slug || tag.name).toLowerCase(), getAccentVars(getTagTheme(tag.name))])
-);
-const pageTitle = selectedTagRecord?.seoTitle || t('tags.pageTitle');
-const pageDescription = selectedTagRecord?.seoDescription || selectedTagRecord?.description;
 ---
 
-<BaseLayout
-  title={`${pageTitle} - Termi`}
-  description={pageDescription}
-  ogImage={selectedTagRecord?.coverImage}
->
+<BaseLayout title={`${t('tags.pageTitle')} - Termi`}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
     <TerminalWindow title="~/tags" class="w-full">
       <div class="mb-6 px-4">
-        <CommandPrompt command="cut -d',' -f1 tags.index | sort -u" />
+        <CommandPrompt command="tags list --sort popularity" />
         <div class="terminal-panel ml-4 mt-4">
           <div class="terminal-kicker">tag index</div>
           <div class="terminal-section-title mt-4">
@@ -75,253 +44,43 @@ const pageDescription = selectedTagRecord?.seoDescription || selectedTagRecord?.
               <i class="fas fa-tags text-[var(--primary)]"></i>
               <span>{t('common.tagsCount', { count: tags.length })}</span>
             </span>
-            <span
-              id="tags-current-pill"
-              class:list={['terminal-stat-pill terminal-stat-pill--accent', !selectedTag && 'hidden']}
-              style={selectedTag ? getAccentVars(selectedTagTheme) : undefined}
-            >
-              <i class="fas fa-filter"></i>
-              <span id="tags-current-label">{selectedTag ? t('tags.currentTag', { tag: selectedTag }) : ''}</span>
+            <span class="terminal-stat-pill">
+              <i class="fas fa-terminal text-[var(--primary)]"></i>
+              <span>点击进入标签详情页</span>
             </span>
           </div>
         </div>
       </div>
 
-        <div id="tags-summary-section" class:list={['mb-6 px-4', !selectedTag && 'hidden']}>
-          <CommandPrompt promptId="tags-match-prompt" command={selectedTag ? `grep -Ril "#${selectedTag}" ./posts` : 'grep -Ril "#tag" ./posts'} />
-          <div class="terminal-panel ml-4 mt-4">
-            <div class="flex flex-col gap-4 md:flex-row md:items-center md:justify-between">
-              <p id="tags-selected-summary" class="text-[var(--text-secondary)] leading-6">
-                {t('tags.selectedSummary', { tag: selectedTag, count: filteredPosts.length })}
-              </p>
-              <a id="tags-clear-btn" href="/tags" class="ui-filter-pill ui-filter-pill--teal">
-                <i class="fas fa-times"></i>
-                <span>{t('common.clearFilters')}</span>
-              </a>
-            </div>
-            {selectedTagRecord && (selectedTagRecord.description || selectedTagRecord.coverImage) ? (
-              <div class="mt-4 grid gap-4 lg:grid-cols-[minmax(0,1.1fr)_280px]">
-                <div class="space-y-3 text-sm leading-6 text-[var(--text-secondary)]">
-                  {selectedTagRecord.description ? <p>{selectedTagRecord.description}</p> : null}
-                  {selectedTagRecord.accentColor ? (
-                    <div class="flex items-center gap-3 text-xs uppercase tracking-[0.18em] text-[var(--text-tertiary)]">
-                      <span class="inline-flex h-3 w-3 rounded-full border border-[var(--border-color)]" style={`background:${selectedTagRecord.accentColor}`}></span>
-                      <span>{selectedTagRecord.accentColor}</span>
-                    </div>
-                  ) : null}
-                </div>
-                {selectedTagRecord.coverImage ? (
-                  <img
-                    src={selectedTagRecord.coverImage}
-                    alt={selectedTagRecord.name}
-                    class="h-full w-full rounded-2xl border border-[var(--border-color)] object-cover"
-                  />
-                ) : null}
-              </div>
-            ) : null}
-          </div>
-        </div>
-
-      <div class="px-4 mb-8">
+      <div class="px-4">
         <div class="terminal-panel ml-4 mt-4">
-          <div class="text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)] mb-4">
+          <div class="mb-4 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">
             {t('tags.browseTags')}
           </div>
-          <div class="flex flex-wrap gap-2">
+
           {tags.length === 0 ? (
-              <div class="terminal-empty w-full">
-                {t('tags.emptyTags')}
-              </div>
-            ) : (
-              tags.map(tag => (
+            <div class="terminal-empty w-full">
+              {t('tags.emptyTags')}
+            </div>
+          ) : (
+            <div class="flex flex-wrap gap-3">
+              {tags.map((tag) => (
                 <FilterPill
                   tone="accent"
-                  active={isSelectedTag(tag)}
-                  href={`/tags?tag=${encodeURIComponent(tag.slug || tag.name || '')}`}
-                  data-tag-filter={tag.slug || tag.name || ''}
+                  href={buildTagUrl(tag)}
                   style={getAccentVars(getTagTheme(tag.name))}
                 >
                   <i class="fas fa-hashtag"></i>
                   <span>{tag.name}</span>
+                  {typeof tag.count === 'number' ? (
+                    <span class="text-xs text-[var(--text-tertiary)]">{tag.count}</span>
+                  ) : null}
                 </FilterPill>
-              ))
-            )}
-          </div>
+              ))}
+            </div>
+          )}
         </div>
       </div>
-
-        <div class="px-4">
-          <div id="tags-results-section" class:list={['border-t border-[var(--border-color)] pt-6', !selectedTag && 'hidden']}>
-            <CommandPrompt promptId="tags-results-prompt" command={selectedTag ? `find ./posts -type f | xargs grep -il "#${selectedTag}"` : "find ./posts -type f | sort"} />
-            <div class="ml-4 mt-4 space-y-4">
-              {allPosts.map((post) => {
-                const matchesInitial = selectedTag
-                  ? post.tags?.some((tag) => (tag || '').trim().toLowerCase() === selectedTagToken)
-                  : false;
-
-                return (
-                  <a
-                    href={`/articles/${post.slug}`}
-                    data-tag-post
-                    data-tags={post.tags.map((tag) => (tag || '').trim().toLowerCase()).join('|')}
-                    class:list={[
-                      'terminal-panel terminal-panel-accent terminal-interactive-card block p-5',
-                      !matchesInitial && 'hidden'
-                    ]}
-                    style={getAccentVars(getPostTypeTheme(post.type))}
-                  >
-                    <div class="flex flex-wrap items-center gap-2 mb-2">
-                      <span class="terminal-chip terminal-chip--accent text-[10px] py-1 px-2" style={getAccentVars(getPostTypeTheme(post.type))}>
-                        {post.type === 'article' ? t('common.article') : t('common.tweet')}
-                      </span>
-                      <h3 class="font-bold text-[var(--title-color)] text-lg">{post.title}</h3>
-                      <span class="terminal-chip terminal-chip--accent text-xs py-1 px-2.5" style={getAccentVars(getCategoryTheme(post.category))}>
-                        <span>{post.category}</span>
-                      </span>
-                    </div>
-                    <p class="text-sm text-[var(--text-secondary)]">{post.date} | {formatReadTime(locale, post.readTime, t)}</p>
-                    <p class="text-sm text-[var(--text-secondary)] mt-3 leading-6">{post.description}</p>
-                    <div class="mt-4 terminal-link-arrow">
-                      <span>{t('common.viewArticle')}</span>
-                      <i class="fas fa-arrow-right text-xs"></i>
-                    </div>
-                  </a>
-                );
-              })}
-            </div>
-          </div>
-        </div>
-
-        <div class="px-4">
-          <div id="tags-empty-wrap" class:list={['border-t border-[var(--border-color)] pt-6', (!selectedTag || filteredPosts.length > 0) && 'hidden']}>
-            <div id="tags-empty-state" class="terminal-empty ml-4 mt-4">
-              <i class="fas fa-search text-4xl text-[var(--text-tertiary)] mb-4"></i>
-              <p class="text-[var(--text-secondary)]">{t('tags.emptyPosts')}</p>
-            </div>
-          </div>
-        </div>
     </TerminalWindow>
   </div>
 </BaseLayout>
-
-<script
-  is:inline
-  define:vars={{
-    initialSelectedTag: selectedTag,
-    tagAccentMap,
-  }}
->
-  (function() {
-    /** @type {Window['__termiCommandPrompt']} */
-    let promptApi;
-
-    const tagButtons = Array.from(document.querySelectorAll('[data-tag-filter]'));
-    const tagPosts = Array.from(document.querySelectorAll('[data-tag-post]'));
-    const currentPill = document.getElementById('tags-current-pill');
-    const currentLabel = document.getElementById('tags-current-label');
-    const summarySection = document.getElementById('tags-summary-section');
-    const selectedSummary = document.getElementById('tags-selected-summary');
-    const resultsSection = document.getElementById('tags-results-section');
-    const emptyWrap = document.getElementById('tags-empty-wrap');
-    const clearBtn = document.getElementById('tags-clear-btn');
-    const t = window.__termiTranslate;
-
-    promptApi = window.__termiCommandPrompt;
-
-    const state = {
-      tag: initialSelectedTag || '',
-    };
-
-    function syncTagButtons() {
-      tagButtons.forEach((button) => {
-        const value = (button.getAttribute('data-tag-filter') || '').trim().toLowerCase();
-        button.classList.toggle('is-active', Boolean(state.tag) && value === state.tag.toLowerCase());
-      });
-    }
-
-    function updateTagPrompts() {
-      const matchCommand = state.tag
-        ? `grep -Ril "#${state.tag}" ./posts`
-        : 'grep -Ril "#tag" ./posts';
-      const resultCommand = state.tag
-        ? `find ./posts -type f | xargs grep -il "#${state.tag}"`
-        : "find ./posts -type f | sort";
-
-      promptApi?.set?.('tags-match-prompt', matchCommand, { typing: false });
-      promptApi?.set?.('tags-results-prompt', resultCommand, { typing: false });
-    }
-
-    function updateTagUrl() {
-      const params = new URLSearchParams();
-      if (state.tag) params.set('tag', state.tag);
-      const nextUrl = params.toString() ? `/tags?${params.toString()}` : '/tags';
-      window.history.replaceState({}, '', nextUrl);
-    }
-
-    function applyTagFilter(pushHistory = true) {
-      const normalizedTag = state.tag.trim().toLowerCase();
-      let visibleCount = 0;
-
-      tagPosts.forEach((post) => {
-        const tags = `|${(post.getAttribute('data-tags') || '').toLowerCase()}|`;
-        const matches = normalizedTag ? tags.includes(`|${normalizedTag}|`) : false;
-        post.classList.toggle('hidden', !matches);
-        if (matches) {
-          visibleCount += 1;
-        }
-      });
-
-      syncTagButtons();
-      updateTagPrompts();
-
-      if (currentPill && currentLabel) {
-        currentPill.classList.toggle('hidden', !state.tag);
-        if (state.tag) {
-          currentLabel.textContent = t('tags.currentTag', { tag: state.tag });
-          currentPill.setAttribute('style', tagAccentMap[String(state.tag).toLowerCase()] || '');
-        } else {
-          currentLabel.textContent = '';
-          currentPill.removeAttribute('style');
-        }
-      }
-
-      if (summarySection) {
-        summarySection.classList.toggle('hidden', !state.tag);
-      }
-      if (resultsSection) {
-        resultsSection.classList.toggle('hidden', !state.tag);
-      }
-      if (selectedSummary) {
-        selectedSummary.textContent = state.tag
-          ? t('tags.selectedSummary', { tag: state.tag, count: visibleCount })
-          : '';
-      }
-      if (emptyWrap) {
-        emptyWrap.classList.toggle('hidden', !state.tag || visibleCount > 0);
-      }
-      if (clearBtn) {
-        clearBtn.classList.toggle('hidden', !state.tag);
-      }
-
-      if (pushHistory) {
-        updateTagUrl();
-      }
-    }
-
-    tagButtons.forEach((button) => {
-      button.addEventListener('click', (event) => {
-        event.preventDefault();
-        state.tag = button.getAttribute('data-tag-filter') || '';
-        applyTagFilter();
-      });
-    });
-
-    clearBtn?.addEventListener('click', (event) => {
-      event.preventDefault();
-      state.tag = '';
-      applyTagFilter();
-    });
-
-    applyTagFilter(false);
-  })();
-</script>
diff --git a/playwright-smoke/mock-server.mjs b/playwright-smoke/mock-server.mjs
index f11471f..bcaa78e 100644
--- a/playwright-smoke/mock-server.mjs
+++ b/playwright-smoke/mock-server.mjs
@@ -897,6 +897,12 @@ function buildReviewRecord(entry, id) {
   }
 }
 
+function isPublicReviewVisible(review) {
+  return ['published', 'completed', 'done'].includes(
+    normalizeText(review?.status).toLowerCase(),
+  )
+}
+
 function createSubscriptionRecord(id, overrides = {}) {
   return {
     created_at: iso(-id * 6),
@@ -1097,6 +1103,7 @@ function createInitialState() {
     ],
     comment_persona_logs: [],
     deliveries: [],
+    worker_jobs: [],
     ai_events: [],
     content_events: [],
     captcha_tokens: new Map(),
@@ -1111,6 +1118,7 @@ function createInitialState() {
       audit: 1,
       revision: 1,
       delivery: 1,
+      worker_job: 1,
       blacklist: 2,
       persona_log: 1,
       ai_event: 1,
@@ -1224,6 +1232,156 @@ function createNotificationDelivery({
   }
 }
 
+function createWorkerJob({
+  job_kind = 'worker',
+  worker_name,
+  display_name = null,
+  status = 'queued',
+  queue_name = null,
+  requested_by = VALID_LOGIN.username,
+  requested_source = 'mock-admin',
+  trigger_mode = 'manual',
+  payload = null,
+  result = null,
+  error_text = null,
+  tags = [],
+  related_entity_type = null,
+  related_entity_id = null,
+  parent_job_id = null,
+  attempts_count = status === 'queued' ? 0 : 1,
+  max_attempts = 1,
+  cancel_requested = false,
+  queued_at = iso(-1),
+  started_at = status === 'queued' ? null : iso(-1),
+  finished_at = status === 'queued' || status === 'running' ? null : iso(-1),
+} = {}) {
+  const record = {
+    created_at: iso(-1),
+    updated_at: iso(-1),
+    id: nextId('worker_job'),
+    parent_job_id,
+    job_kind,
+    worker_name,
+    display_name,
+    status,
+    queue_name,
+    requested_by,
+    requested_source,
+    trigger_mode,
+    payload,
+    result,
+    error_text,
+    tags: [...tags],
+    related_entity_type,
+    related_entity_id: related_entity_id === null ? null : String(related_entity_id),
+    attempts_count,
+    max_attempts,
+    cancel_requested,
+    queued_at,
+    started_at,
+    finished_at,
+  }
+  state.worker_jobs.unshift(record)
+  return record
+}
+
+function canCancelWorkerJob(job) {
+  return !job.cancel_requested && (job.status === 'queued' || job.status === 'running')
+}
+
+function canRetryWorkerJob(job) {
+  return ['failed', 'cancelled', 'succeeded'].includes(job.status)
+}
+
+function normalizeWorkerJob(job) {
+  return {
+    ...clone(job),
+    can_cancel: canCancelWorkerJob(job),
+    can_retry: canRetryWorkerJob(job),
+  }
+}
+
+function buildWorkerOverview() {
+  const jobs = state.worker_jobs
+  const counters = {
+    total_jobs: jobs.length,
+    queued: 0,
+    running: 0,
+    succeeded: 0,
+    failed: 0,
+    cancelled: 0,
+    active_jobs: 0,
+  }
+  const grouped = new Map()
+  const catalog = [
+    ['worker.download_media', 'worker', '远程媒体下载', '抓取远程图片 / PDF 到媒体库，并回写媒体元数据。', 'media'],
+    ['worker.notification_delivery', 'worker', '通知投递', '执行订阅通知、测试通知与 digest 投递。', 'notifications'],
+    ['task.retry_deliveries', 'task', '重试待投递通知', '扫描 retry_pending 的通知记录并重新入队。', 'maintenance'],
+    ['task.send_weekly_digest', 'task', '发送周报', '根据近期内容生成周报，并为活跃订阅目标入队。', 'digests'],
+    ['task.send_monthly_digest', 'task', '发送月报', '根据近期内容生成月报，并为活跃订阅目标入队。', 'digests'],
+  ].map(([worker_name, job_kind, label, description, queue_name]) => ({
+    worker_name,
+    job_kind,
+    label,
+    description,
+    queue_name,
+    supports_cancel: true,
+    supports_retry: true,
+  }))
+
+  for (const job of jobs) {
+    if (Object.hasOwn(counters, job.status)) {
+      counters[job.status] += 1
+    }
+    const existing =
+      grouped.get(job.worker_name) ||
+      {
+        worker_name: job.worker_name,
+        job_kind: job.job_kind,
+        label: catalog.find((item) => item.worker_name === job.worker_name)?.label || job.worker_name,
+        queued: 0,
+        running: 0,
+        succeeded: 0,
+        failed: 0,
+        cancelled: 0,
+        last_job_at: null,
+      }
+    if (Object.hasOwn(existing, job.status)) {
+      existing[job.status] += 1
+    }
+    existing.last_job_at ||= job.created_at
+    grouped.set(job.worker_name, existing)
+  }
+
+  counters.active_jobs = counters.queued + counters.running
+
+  return {
+    ...counters,
+    worker_stats: Array.from(grouped.values()),
+    catalog,
+  }
+}
+
+function enqueueNotificationDeliveryJob(delivery, options = {}) {
+  return createWorkerJob({
+    job_kind: 'worker',
+    worker_name: 'worker.notification_delivery',
+    display_name: `${delivery.event_type} → ${delivery.target}`,
+    status: options.status || 'succeeded',
+    queue_name: 'notifications',
+    payload: {
+      delivery_id: delivery.id,
+      job_id: null,
+    },
+    result: options.status === 'failed' ? null : { delivery_id: delivery.id },
+    error_text: options.status === 'failed' ? options.error_text || 'mock delivery failed' : null,
+    tags: ['notifications', 'delivery'],
+    related_entity_type: 'notification_delivery',
+    related_entity_id: delivery.id,
+    parent_job_id: options.parent_job_id ?? null,
+  })
+}
+
 function sanitizeFilename(value, fallback = 'upload.bin') {
   const normalized = String(value || '').split(/[\\/]/).pop() || fallback
   return normalized.replace(/[^a-zA-Z0-9._-]+/g, '-').replace(/^-+|-+$/g, '') || fallback
@@ -1249,6 +1407,38 @@ function makeMediaRecordFromUpload(key, file) {
   }
 }
 
+function queueDownloadWorkerJob(payload, mediaRecord) {
+  return createWorkerJob({
+    job_kind: 'worker',
+    worker_name: 'worker.download_media',
+    display_name: normalizeText(payload.title) || `download ${normalizeText(payload.source_url)}`,
+    status: 'succeeded',
+    queue_name: 'media',
+    payload: {
+      source_url: payload.source_url,
+      prefix: payload.prefix || null,
+      title: payload.title || null,
+      alt_text: payload.alt_text || null,
+      caption: payload.caption || null,
+      tags: Array.isArray(payload.tags) ? payload.tags : [],
+      notes: payload.notes || null,
+      job_id: null,
+    },
+    result: mediaRecord
+      ? {
+          key: mediaRecord.key,
+          url: mediaRecord.url,
+          size_bytes: mediaRecord.size_bytes,
+          source_url: normalizeText(payload.source_url),
+          content_type: mediaRecord.content_type,
+        }
+      : null,
+    tags: ['media', 'download'],
+    related_entity_type: 'media_download',
+    related_entity_id: normalizeText(payload.source_url),
+  })
+}
+
 function upsertPostFromPayload(current, payload) {
   const next = current ? { ...current } : {}
   const title = normalizeText(payload.title) || normalizeText(current?.title) || '未命名文章'
@@ -1549,6 +1739,7 @@ function latestDebugState() {
       filters: clone(item.filters),
     })),
     deliveries: state.deliveries.map((item) => clone(item)),
+    worker_jobs: state.worker_jobs.map((item) => clone(item)),
     media: state.media.map((item) => ({
       key: item.key,
       title: item.title,
@@ -1765,7 +1956,10 @@ const server = createServer(async (req, res) => {
   }
 
   if (pathname === '/api/reviews' && req.method === 'GET') {
-    json(res, 200, state.reviews.map((item) => clone(item)))
+    const items = isAuthenticated(req)
+      ? state.reviews
+      : state.reviews.filter((item) => isPublicReviewVisible(item))
+    json(res, 200, items.map((item) => clone(item)))
     return
   }
 
@@ -1801,7 +1995,7 @@ const server = createServer(async (req, res) => {
   if (pathname.match(/^\/api\/reviews\/\d+$/) && req.method === 'GET') {
     const id = Number(pathname.split('/').pop())
     const review = state.reviews.find((item) => item.id === id)
-    if (!review) {
+    if (!review || (!isAuthenticated(req) && !isPublicReviewVisible(review))) {
       notFound(res, '评测不存在。')
       return
     }
@@ -2836,10 +3030,11 @@ const server = createServer(async (req, res) => {
         status: 'queued',
       })
       state.deliveries.unshift(delivery)
+      const job = enqueueNotificationDeliveryJob(delivery)
       record.last_delivery_status = delivery.status
       record.last_notified_at = iso(-1)
       addAuditLog('subscription.test', 'subscription', record.target, record.id)
-      json(res, 200, { queued: true, id: record.id, delivery_id: delivery.id })
+      json(res, 200, { queued: true, id: record.id, delivery_id: delivery.id, job_id: job.id })
       return
     }
 
@@ -2855,14 +3050,14 @@ const server = createServer(async (req, res) => {
       const period = normalizeText(payload.period) || 'weekly'
       const activeSubscriptions = state.subscriptions.filter((item) => item.status === 'active')
       activeSubscriptions.forEach((subscription) => {
-        state.deliveries.unshift(
-          createNotificationDelivery({
-            subscription,
-            eventType: `digest.${period}`,
-            status: 'queued',
-            payload: { period },
-          }),
-        )
+        const delivery = createNotificationDelivery({
+          subscription,
+          eventType: `digest.${period}`,
+          status: 'queued',
+          payload: { period },
+        })
+        state.deliveries.unshift(delivery)
+        enqueueNotificationDeliveryJob(delivery)
         subscription.last_delivery_status = 'queued'
         subscription.last_notified_at = iso(-1)
       })
@@ -2876,6 +3071,205 @@ const server = createServer(async (req, res) => {
       return
     }
 
+    if (pathname === '/api/admin/workers/overview' && req.method === 'GET') {
+      json(res, 200, buildWorkerOverview())
+      return
+    }
+
+    if (pathname === '/api/admin/workers/jobs' && req.method === 'GET') {
+      const status = normalizeText(searchParams.get('status'))
+      const jobKind = normalizeText(searchParams.get('job_kind'))
+      const workerName = normalizeText(searchParams.get('worker_name'))
+      const keyword = normalizeText(searchParams.get('search'))
+      const limit = Number.parseInt(searchParams.get('limit') || '0', 10) || 0
+      let items = [...state.worker_jobs]
+      if (status) {
+        items = items.filter((item) => item.status === status)
+      }
+      if (jobKind) {
+        items = items.filter((item) => item.job_kind === jobKind)
+      }
+      if (workerName) {
+        items = items.filter((item) => item.worker_name === workerName)
+      }
+      if (keyword) {
+        items = items.filter((item) =>
+          [item.worker_name, item.display_name, item.related_entity_type, item.related_entity_id]
+            .filter(Boolean)
+            .some((value) => String(value).toLowerCase().includes(keyword.toLowerCase())),
+        )
+      }
+      const total = items.length
+      if (limit > 0) {
+        items = items.slice(0, limit)
+      }
+      json(res, 200, { total, jobs: items.map((item) => normalizeWorkerJob(item)) })
+      return
+    }
+
+    if (pathname.match(/^\/api\/admin\/workers\/jobs\/\d+$/) && req.method === 'GET') {
+      const id = Number(pathname.split('/').pop())
+      const job = state.worker_jobs.find((item) => item.id === id)
+      if (!job) {
+        notFound(res, 'worker job 不存在。')
+        return
+      }
+      json(res, 200, normalizeWorkerJob(job))
+      return
+    }
+
+    if (pathname.match(/^\/api\/admin\/workers\/jobs\/\d+\/cancel$/) && req.method === 'POST') {
+      const id = Number(pathname.split('/')[5])
+      const job = state.worker_jobs.find((item) => item.id === id)
+      if (!job) {
+        notFound(res, 'worker job 不存在。')
+        return
+      }
+      job.cancel_requested = true
+      if (job.status === 'queued') {
+        job.status = 'cancelled'
+        job.finished_at = iso(-1)
+        job.error_text = 'job cancelled before start'
+      }
+      job.updated_at = iso(-1)
+      addAuditLog('worker.cancel', 'worker_job', job.worker_name, job.id)
+      json(res, 200, normalizeWorkerJob(job))
+      return
+    }
+
+    if (pathname.match(/^\/api\/admin\/workers\/jobs\/\d+\/retry$/) && req.method === 'POST') {
+      const id = Number(pathname.split('/')[5])
+      const job = state.worker_jobs.find((item) => item.id === id)
+      if (!job) {
+        notFound(res, 'worker job 不存在。')
+        return
+      }
+
+      let nextJob = null
+      if (job.worker_name === 'task.send_weekly_digest' || job.worker_name === 'task.send_monthly_digest') {
+        const period = job.worker_name === 'task.send_monthly_digest' ? 'monthly' : 'weekly'
+        nextJob = createWorkerJob({
+          job_kind: 'task',
+          worker_name: job.worker_name,
+          display_name: period === 'monthly' ? '发送月报' : '发送周报',
+          status: 'succeeded',
+          queue_name: 'digests',
+          payload: { period },
+          result: {
+            period,
+            post_count: state.posts.filter((item) => item.status === 'published').length,
+            queued: state.subscriptions.filter((item) => item.status === 'active').length,
+            skipped: state.subscriptions.filter((item) => item.status !== 'active').length,
+          },
+          tags: ['digest', period],
+          related_entity_type: 'subscription_digest',
+          related_entity_id: period,
+          parent_job_id: job.id,
+          trigger_mode: 'retry',
+        })
+      } else if (job.worker_name === 'worker.download_media') {
+        const payload = job.payload || {}
+        nextJob = createWorkerJob({
+          job_kind: 'worker',
+          worker_name: 'worker.download_media',
+          display_name: job.display_name,
+          status: 'succeeded',
+          queue_name: 'media',
+          payload,
+          result: job.result,
+          tags: ['media', 'download'],
+          related_entity_type: job.related_entity_type,
+          related_entity_id: job.related_entity_id,
+          parent_job_id: job.id,
+          trigger_mode: 'retry',
+        })
+      } else {
+        nextJob = createWorkerJob({
+          job_kind: job.job_kind,
+          worker_name: job.worker_name,
+          display_name: job.display_name,
+          status: 'succeeded',
+          queue_name: job.queue_name,
+          payload: clone(job.payload),
+          result: clone(job.result),
+          tags: Array.isArray(job.tags) ? job.tags : [],
+          related_entity_type: job.related_entity_type,
+          related_entity_id: job.related_entity_id,
+          parent_job_id: job.id,
+          trigger_mode: 'retry',
+        })
+      }
+
+      addAuditLog('worker.retry', 'worker_job', nextJob.worker_name, nextJob.id, { source_job_id: job.id })
+      json(res, 200, { queued: true, job: normalizeWorkerJob(nextJob) })
+      return
+    }
+
+    if (pathname === '/api/admin/workers/tasks/retry-deliveries' && req.method === 'POST') {
+      const { json: payload } = await parseRequest(req)
+      const limit = Number.parseInt(String(payload.limit || '80'), 10) || 80
+      const retryable = state.deliveries
+        .filter((item) => item.status === 'retry_pending')
+        .slice(0, limit)
+      retryable.forEach((delivery) => {
+        delivery.status = 'queued'
+        delivery.updated_at = iso(-1)
+        delivery.next_retry_at = null
+        enqueueNotificationDeliveryJob(delivery)
+      })
+      const job = createWorkerJob({
+        job_kind: 'task',
+        worker_name: 'task.retry_deliveries',
+        display_name: '重试待投递通知',
+        status: 'succeeded',
+        queue_name: 'maintenance',
+        payload: { limit },
+        result: { limit, queued: retryable.length },
+        tags: ['maintenance', 'retry'],
+        related_entity_type: 'notification_delivery',
+        related_entity_id: null,
+      })
+      addAuditLog('worker.task.retry_deliveries', 'worker_job', job.worker_name, job.id, { limit })
+      json(res, 200, { queued: true, job: normalizeWorkerJob(job) })
+      return
+    }
+
+    if (pathname === '/api/admin/workers/tasks/digest' && req.method === 'POST') {
+      const { json: payload } = await parseRequest(req)
+      const period = normalizeText(payload.period) === 'monthly' ? 'monthly' : 'weekly'
+      const activeSubscriptions = state.subscriptions.filter((item) => item.status === 'active')
+      activeSubscriptions.forEach((subscription) => {
+        const delivery = createNotificationDelivery({
+          subscription,
+          eventType: `digest.${period}`,
+          status: 'queued',
+          payload: { period },
+        })
+        state.deliveries.unshift(delivery)
+        enqueueNotificationDeliveryJob(delivery)
+      })
+      const job = createWorkerJob({
+        job_kind: 'task',
+        worker_name: period === 'monthly' ? 'task.send_monthly_digest' : 'task.send_weekly_digest',
+        display_name: period === 'monthly' ? '发送月报' : '发送周报',
+        status: 'succeeded',
+        queue_name: 'digests',
+        payload: { period },
+        result: {
+          period,
+          post_count: state.posts.filter((item) => item.status === 'published').length,
+          queued: activeSubscriptions.length,
+          skipped: state.subscriptions.length - activeSubscriptions.length,
+        },
+        tags: ['digest', period],
+        related_entity_type: 'subscription_digest',
+        related_entity_id: period,
+      })
+      addAuditLog('worker.task.digest', 'worker_job', job.worker_name, job.id, { period })
+      json(res, 200, { queued: true, job: normalizeWorkerJob(job) })
+      return
+    }
+
     if (pathname === '/api/admin/storage/media' && req.method === 'GET') {
       const prefix = normalizeText(searchParams.get('prefix'))
       const limit = Number.parseInt(searchParams.get('limit') || '0', 10) || 0
@@ -2970,6 +3364,42 @@ const server = createServer(async (req, res) => {
       return
     }
 
+    if (pathname === '/api/admin/storage/media/download' && req.method === 'POST') {
+      const { json: payload } = await parseRequest(req)
+      const sourceUrl = normalizeText(payload.source_url)
+      if (!sourceUrl) {
+        badRequest(res, '缺少远程素材地址。')
+        return
+      }
+
+      const prefix = normalizeText(payload.prefix) || 'uploads/'
+      const fileName = sanitizeFilename(sourceUrl.split('/').pop(), 'remote-asset.svg')
+      const key = `${prefix}${Date.now()}-${fileName}`
+      const title = normalizeText(payload.title) || sanitizeFilename(fileName, 'remote-asset')
+      const record = {
+        key,
+        url: `${MOCK_ORIGIN}/media/${encodeURIComponent(key)}`,
+        size_bytes: 2048,
+        last_modified: iso(-1),
+        title,
+        alt_text: normalizeText(payload.alt_text) || null,
+        caption: normalizeText(payload.caption) || null,
+        tags: Array.isArray(payload.tags) ? payload.tags.filter(Boolean) : [],
+        notes: normalizeText(payload.notes) || `downloaded from ${sourceUrl}`,
+        body: `<svg xmlns="http://www.w3.org/2000/svg" width="1200" height="675" viewBox="0 0 1200 675"><rect width="1200" height="675" fill="#111827"/><text x="72" y="200" fill="#f8fafc" font-family="monospace" font-size="40">${title}</text><text x="72" y="280" fill="#94a3b8" font-family="monospace" font-size="24">${sourceUrl}</text></svg>`,
+        content_type: CONTENT_TYPES.svg,
+      }
+      state.media.unshift(record)
+      const job = queueDownloadWorkerJob(payload, record)
+      addAuditLog('media.download', 'media', sourceUrl, job.id, { key })
+      json(res, 200, {
+        queued: true,
+        job_id: job.id,
+        status: job.status,
+      })
+      return
+    }
+
     if (pathname === '/api/admin/storage/media/metadata' && req.method === 'PATCH') {
       const { json: payload } = await parseRequest(req)
       const key = normalizeText(payload.key)
diff --git a/playwright-smoke/tests/admin.spec.ts b/playwright-smoke/tests/admin.spec.ts
index 4160c23..8436f04 100644
--- a/playwright-smoke/tests/admin.spec.ts
+++ b/playwright-smoke/tests/admin.spec.ts
@@ -1,6 +1,6 @@
 import { expect, test, type Page } from '@playwright/test'
 
-import { getDebugState, loginAdmin, resetMockState } from './helpers'
+import { getDebugState, loginAdmin, MOCK_BASE_URL, resetMockState } from './helpers'
 
 test.beforeEach(async ({ request }) => {
   await resetMockState(request)
@@ -39,6 +39,7 @@ test('后台登录、导航与关键模块页面可加载', async ({ page }) =>
     { label: '评测', url: /\/reviews$/, text: '《漫长的季节》' },
     { label: '媒体库', url: /\/media$/, text: '漫长的季节封面' },
     { label: '订阅', url: /\/subscriptions$/, text: 'watcher@example.com' },
+    { label: 'Workers', url: /\/workers$/, text: '异步 Worker 控制台' },
     { label: '审计', url: /\/audit$/, text: 'playwright-smoke' },
     { label: '设置', url: /\/settings$/, text: 'InitCool' },
   ]
@@ -50,6 +51,17 @@ test('后台登录、导航与关键模块页面可加载', async ({ page }) =>
   }
 })
 
+test('后台 dashboard worker 健康卡片可跳转到带筛选的 workers', async ({ page }) => {
+  await loginAdmin(page)
+
+  await expect(page.locator('main')).toContainText('Worker 活动')
+
+  await page.getByTestId('dashboard-worker-card-failed').click()
+  await expect(page).toHaveURL(/\/workers\?status=failed$/)
+  await expect(page.locator('main')).toContainText('异步 Worker 控制台')
+  await expect(page.locator('main')).toContainText('failed')
+})
+
 test('后台可以审核评论和友链，并更新站点设置', async ({ page }) => {
   await loginAdmin(page)
 
@@ -136,8 +148,21 @@ test('后台可完成订阅 CRUD、测试投递与 digest 入队', async ({ page
   await expect(row).toContainText('Deep Regression Updated')
 
   await row.getByTestId(/subscription-test-/).click()
+  await expect(page.getByTestId('subscriptions-last-job')).toBeVisible()
+  await page.getByTestId('subscriptions-last-job').click()
+  await expect(page).toHaveURL(/\/workers\?job=\d+$/)
+  await expect(page.locator('main')).toContainText('subscription.test')
+
+  await page.getByRole('link', { name: '订阅' }).click()
   await page.getByTestId('subscriptions-send-weekly').click()
+  await expect(page.getByTestId('subscriptions-last-job')).toBeVisible()
   await page.getByTestId('subscriptions-send-monthly').click()
+  await expect(page.getByTestId(/^subscription-delivery-job-/).first()).toBeVisible()
+  await page.getByTestId(/^subscription-delivery-job-/).first().click()
+  await expect(page).toHaveURL(/\/workers\?job=\d+$/)
+  await expect(page.locator('main')).toContainText('worker.notification_delivery')
+
+  await page.getByRole('link', { name: '订阅' }).click()
 
   let state = await getDebugState(request)
   expect(
@@ -146,6 +171,9 @@ test('后台可完成订阅 CRUD、测试投递与 digest 入队', async ({ page
   ).toBeTruthy()
   expect(state.deliveries.some((item: { event_type: string }) => item.event_type === 'digest.weekly')).toBeTruthy()
   expect(state.deliveries.some((item: { event_type: string }) => item.event_type === 'digest.monthly')).toBeTruthy()
+  expect(
+    state.worker_jobs.some((item: { worker_name: string }) => item.worker_name === 'worker.notification_delivery'),
+  ).toBeTruthy()
 
   await row.getByTestId(/subscription-delete-/).click()
   await expect(row).toHaveCount(0)
@@ -156,6 +184,33 @@ test('后台可完成订阅 CRUD、测试投递与 digest 入队', async ({ page
   ).toBeFalsy()
 })
 
+test('后台可查看 worker 控制台并执行 digest / retry / job 重跑', async ({ page, request }) => {
+  await loginAdmin(page)
+  await page.getByRole('link', { name: 'Workers' }).click()
+
+  await page.getByTestId('workers-run-weekly').click()
+  await expect(page.locator('main')).toContainText('task.send_weekly_digest')
+
+  await page.getByTestId('workers-retry-job').click()
+
+  let state = await getDebugState(request)
+  expect(
+    state.worker_jobs.some((item: { worker_name: string }) => item.worker_name === 'task.send_weekly_digest'),
+  ).toBeTruthy()
+  expect(
+    state.worker_jobs.some(
+      (item: { worker_name: string; parent_job_id: number | null }) =>
+        item.worker_name === 'task.send_weekly_digest' && item.parent_job_id !== null,
+    ),
+  ).toBeTruthy()
+
+  await page.getByTestId('workers-run-retry').click()
+  state = await getDebugState(request)
+  expect(
+    state.worker_jobs.some((item: { worker_name: string }) => item.worker_name === 'task.retry_deliveries'),
+  ).toBeTruthy()
+})
+
 test('后台可完成文章创建、保存、版本恢复与删除', async ({ page, request }) => {
   await loginAdmin(page)
   await page.getByRole('link', { name: '文章' }).click()
@@ -209,6 +264,15 @@ test('后台可完成媒体库上传/元数据/替换/删除，并执行设置
   await loginAdmin(page)
 
   await page.getByRole('link', { name: '媒体库' }).click()
+  await page.getByTestId('media-remote-url').fill(`${MOCK_BASE_URL}/media-files/remote-playwright.svg`)
+  await page.getByTestId('media-remote-title').fill('Remote Playwright Cover')
+  await page.getByTestId('media-remote-download').click()
+  await expect(page.getByTestId('media-last-remote-job')).toBeVisible()
+  await page.getByTestId('media-last-remote-job').click()
+  await expect(page).toHaveURL(/\/workers\?job=\d+$/)
+  await expect(page.locator('main')).toContainText('worker.download_media')
+  await page.getByRole('link', { name: '媒体库' }).click()
+
   await page.getByTestId('media-upload-input').setInputFiles([
     buildSvgPayload('deep-regression-cover.svg', 'deep-upload'),
   ])
@@ -222,6 +286,13 @@ test('后台可完成媒体库上传/元数据/替换/删除，并执行设置
   await page.getByTestId('media-save-metadata').click()
 
   let state = await getDebugState(request)
+  expect(
+    state.media.some(
+      (item: { title: string; key: string }) =>
+        item.title === 'Remote Playwright Cover' &&
+        String(item.key || '').includes('post-covers/'),
+    ),
+  ).toBeTruthy()
   expect(
     state.media.some(
       (item: { title: string; alt_text: string; tags: string[] }) =>
diff --git a/playwright-smoke/tests/frontend.spec.ts b/playwright-smoke/tests/frontend.spec.ts
index 438a858..cb1232d 100644
--- a/playwright-smoke/tests/frontend.spec.ts
+++ b/playwright-smoke/tests/frontend.spec.ts
@@ -24,6 +24,36 @@ test('首页过滤、热门区和文章详情链路可用', async ({ page }) =>
   await expect(page).toHaveURL(/\/articles\/playwright-regression-workflow$/)
   await expect(page.getByRole('heading', { name: 'Playwright 回归工作流设计' })).toBeVisible()
   await expect(page.locator('.paragraph-comment-marker').first()).toBeVisible()
+
+  await page.goto('/categories/frontend-engineering')
+  await expect(page.getByRole('heading', { name: '前端工程' })).toBeVisible()
+  await expect(page.getByText('Astro 终端博客信息架构实战')).toBeVisible()
+
+  await page.goto('/tags/playwright')
+  await expect(page.getByRole('heading', { name: 'Playwright', exact: true })).toBeVisible()
+  await expect(page.getByText('Playwright 回归工作流设计')).toBeVisible()
+
+  await page.goto('/reviews')
+  await expect(page.getByText('《宇宙探索编辑部》')).toHaveCount(0)
+  await page.goto('/reviews/4')
+  await expect(page.getByRole('heading', { name: '评价不存在' })).toBeVisible()
+
+  await page.goto('/reviews/1')
+  await page.getByRole('link', { name: '#年度最佳' }).click()
+  await expect(page).toHaveURL(/\/reviews\?tag=%E5%B9%B4%E5%BA%A6%E6%9C%80%E4%BD%B3$/)
+  await expect(page.getByText('《漫长的季节》')).toBeVisible()
+
+  await page.goto('/reviews/1')
+  await page.getByRole('link', { name: '动画' }).click()
+  await expect(page).toHaveURL(/\/reviews\?type=anime$/)
+  await expect(page.locator('#reviews-subtitle')).toContainText('动画')
+  await expect(page.getByText('《漫长的季节》')).toBeVisible()
+
+  await page.goto('/reviews/1')
+  await page.getByRole('link', { name: '已完成' }).click()
+  await expect(page).toHaveURL(/\/reviews\?status=completed$/)
+  await expect(page.locator('#reviews-subtitle')).toContainText('已完成')
+  await expect(page.getByText('《漫长的季节》')).toBeVisible()
 })
 
 test('文章评论、搜索和 AI 问答链路可用', async ({ page, request }) => {
@@ -64,16 +94,27 @@ test('友链申请与订阅确认/偏好/退订链路可用', async ({ page, req
   expect(friendState.friend_links.some((item: { site_name: string }) => item.site_name === 'Playwright Friend')).toBeTruthy()
 
   await page.goto('/')
+  await page.locator('[data-subscribe-form] input[name="displayName"]').fill('首页订阅用户')
+  await page.locator('[data-subscribe-form] input[name="email"]').fill('inline-subscriber@example.com')
+  await page.locator('[data-subscribe-form] button[type="submit"]').click()
+  await expect(page.locator('[data-subscribe-status]')).toContainText('订阅')
+
   await page.locator('[data-subscription-popup-open]').click()
+  await page.locator('[data-subscription-popup-form] input[name="displayName"]').fill('弹窗订阅用户')
   await page.locator('[data-subscription-popup-email]').fill('playwright-subscriber@example.com')
   await page.locator('[data-subscription-popup-form] button[type="submit"]').click()
   await expect(page.locator('[data-subscription-popup-status]')).toContainText('订阅')
 
   const subscriptionState = await getDebugState(request)
+  const inlineRecord = subscriptionState.subscriptions.find(
+    (item: { target: string; display_name: string }) => item.target === 'inline-subscriber@example.com',
+  )
+  expect(inlineRecord?.display_name).toBe('首页订阅用户')
   const latest = subscriptionState.subscriptions.find(
-    (item: { target: string }) => item.target === 'playwright-subscriber@example.com',
+    (item: { target: string; display_name: string }) => item.target === 'playwright-subscriber@example.com',
   )
   expect(latest).toBeTruthy()
+  expect(latest.display_name).toBe('弹窗订阅用户')
 
   await page.goto(`/subscriptions/confirm?token=${encodeURIComponent(latest.confirm_token)}`)
   await expect(page.getByText('订阅已确认')).toBeVisible()