diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index b4859ac..623dca1 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -8,6 +8,7 @@
       "name": "profeto-frontend",
       "version": "0.1.0",
       "dependencies": {
+        "@fontsource/noto-serif-sc": "^5.3.0",
         "react": "^18.3.1",
         "react-dom": "^18.3.1",
         "react-router-dom": "^6.30.6"
@@ -709,6 +710,15 @@
         "node": ">=12"
       }
     },
+    "node_modules/@fontsource/noto-serif-sc": {
+      "version": "5.3.0",
+      "resolved": "https://registry.npmmirror.com/@fontsource/noto-serif-sc/-/noto-serif-sc-5.3.0.tgz",
+      "integrity": "sha512-0/zaEFkidiWldE62rTeD74x8ygUsQvejiSNtO0LQxQk3qpaHnlMZ3w4C7yH80B4KTIg8VKeFP4oSgwWMchY9+g==",
+      "license": "OFL-1.1",
+      "funding": {
+        "url": "https://github.com/sponsors/ayuhito"
+      }
+    },
     "node_modules/@jridgewell/gen-mapping": {
       "version": "0.3.13",
       "resolved": "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.13.tgz",
diff --git a/frontend/package.json b/frontend/package.json
index 5eca45c..2d42d3e 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -9,6 +9,7 @@
     "preview": "vite preview"
   },
   "dependencies": {
+    "@fontsource/noto-serif-sc": "^5.3.0",
     "react": "^18.3.1",
     "react-dom": "^18.3.1",
     "react-router-dom": "^6.30.6"
diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
index b52a89c..815d65f 100644
--- a/frontend/src/App.tsx
+++ b/frontend/src/App.tsx
@@ -6,7 +6,7 @@
  * - /admin/* → 管理后台
  */
 
-import { BrowserRouter, Routes, Route, Navigate } from 'react-router-dom'
+import { BrowserRouter, Routes, Route, Navigate, Link } from 'react-router-dom'
 import { ErrorBoundary } from './components/ErrorBoundary'
 import Matches from './pages/Matches'
 import { adminRoutes } from './admin/routes'
@@ -23,9 +23,10 @@ function dateLine(): string {
 
 function HomePage() {
   return (
-    <div className="min-h-screen bg-paper-50">
+    // grain: 纸张噪点氛围层;报头、赛程行、预测版各自带 rise-in 入场
+    <div className="grain min-h-screen bg-paper-50">
       {/* ── 报头:粗线 + 居中刊名 + 报眉 ── */}
-      <header className="masthead-rule">
+      <header className="masthead-rule rise-in">
         <div className="mx-auto max-w-5xl px-5 sm:px-8">
           <div className="border-b border-ink-900 py-5 text-center sm:py-6">
             <h1 className="font-serif text-4xl font-bold tracking-widest text-ink-900">
@@ -40,13 +41,13 @@ function HomePage() {
           </div>
           <div className="flex items-center justify-between border-b border-ink-200 py-2 text-2xs text-ink-500">
             <span>{dateLine()}</span>
-            <a
-              href="/admin"
-              className="flex items-center gap-1.5 text-press hover:text-press-dark transition-colors"
+            <Link
+              to="/admin"
+              className="flex min-h-[32px] items-center gap-1.5 text-press transition-colors hover:text-press-dark"
             >
               <span aria-hidden="true">⚙</span>
               管理后台
-            </a>
+            </Link>
           </div>
         </div>
       </header>
diff --git a/frontend/src/admin/AdminLayout.tsx b/frontend/src/admin/AdminLayout.tsx
index bf9b952..cf75856 100644
--- a/frontend/src/admin/AdminLayout.tsx
+++ b/frontend/src/admin/AdminLayout.tsx
@@ -6,7 +6,7 @@
  */
 
 import { useState, useEffect, useCallback } from 'react'
-import { NavLink, Outlet, useLocation } from 'react-router-dom'
+import { NavLink, Link, Outlet, useLocation } from 'react-router-dom'
 import { fetchHealth } from './dal'
 
 const NAV_ITEMS = [
@@ -133,13 +133,13 @@ export default function AdminLayout() {
 
         {/* 底部 */}
         <div className="border-t border-ink-200 px-4 py-3">
-          <a
-            href="/"
+          <Link
+            to="/"
             className="flex min-h-[44px] items-center gap-2 text-xs text-ink-500 transition-colors hover:text-press"
           >
             <span aria-hidden="true">←</span>
             返回前台版面
-          </a>
+          </Link>
         </div>
       </aside>
 
@@ -170,13 +170,13 @@ export default function AdminLayout() {
               />
               {healthOk === null ? '检测中' : healthOk ? '系统正常' : '系统异常'}
             </span>
-            <a
-              href="/"
+            <Link
+              to="/"
               className="text-press transition-colors hover:text-press-dark sm:hidden"
               aria-label="返回前台"
             >
               前台
-            </a>
+            </Link>
           </div>
         </header>
 
diff --git a/frontend/src/index.css b/frontend/src/index.css
index a56d78c..5f2009a 100644
--- a/frontend/src/index.css
+++ b/frontend/src/index.css
@@ -3,6 +3,12 @@
 @tailwind utilities;
 
 @layer base {
+  /* 原生 CSS 里引用的令牌:与 tailwind.config 保持同步,避免硬编码色值散落 */
+  :root {
+    --c-press: #9E1B1B;
+    --c-ink-900: #17140F;
+  }
+
   html {
     -webkit-text-size-adjust: 100%;
     text-rendering: optimizeLegibility;
@@ -19,7 +25,7 @@
 
   /* 统一焦点环:印报红细线,键盘可达 */
   :focus-visible {
-    outline: 2px solid #9e1b1b;
+    outline: 2px solid var(--c-press);
     outline-offset: 2px;
   }
 
@@ -53,29 +59,61 @@
 @layer components {
   /* ── 报头双线:粗线在上、细线在下 ── */
   .masthead-rule {
-    border-top: 3px solid #17140f;
+    border-top: 3px solid var(--c-ink-900);
   }
 
-  /* ── 按钮:方正边框式,悬停反白 ── */
+  /* ── 纸张噪点:feTurbulence 颗粒,给纸面一点纤维感 ──
+     加在页面根元素上,fixed 全屏覆盖,不响应指针 */
+  .grain::after {
+    content: '';
+    position: fixed;
+    inset: 0;
+    z-index: 60;
+    pointer-events: none;
+    opacity: 0.04;
+    mix-blend-mode: multiply;
+    background-image: url("data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg'%3E%3Cfilter id='n'%3E%3CfeTurbulence type='fractalNoise' baseFrequency='.8'/%3E%3C/filter%3E%3Crect width='100%25' height='100%25' filter='url(%23n)'/%3E%3C/svg%3E");
+  }
+
+  /* ── 入场:整页一次编排好的升起序列 ──
+     只动 opacity/transform;错峰由元素上的 animation-delay 内联指定。
+     隐藏态必须与动画同在一个 no-preference 块里,否则 reduce 用户会看到永久空白 */
+  @media (prefers-reduced-motion: no-preference) {
+    .rise-in {
+      opacity: 0;
+      animation: rise-in 0.48s cubic-bezier(0.16, 1, 0.3, 1) both;
+    }
+  }
+  @keyframes rise-in {
+    from {
+      opacity: 0;
+      transform: translateY(12px);
+    }
+    to {
+      opacity: 1;
+      transform: none;
+    }
+  }
+
+  /* ── 按钮:方正边框式,悬停反白;热区压到 40px(紧凑报纸行距下的折中) ── */
   .btn {
-    @apply inline-flex items-center justify-center gap-1.5 border border-ink-300 bg-transparent px-3 py-1.5
+    @apply inline-flex min-h-[40px] items-center justify-center gap-1.5 border border-ink-300 bg-transparent px-3 py-1.5
            text-sm text-ink-700 transition-colors duration-150
            hover:border-ink-900 hover:bg-ink-900 hover:text-paper-50
            disabled:cursor-not-allowed disabled:opacity-40
            disabled:hover:border-ink-300 disabled:hover:bg-transparent disabled:hover:text-ink-700;
   }
   .btn-sm {
-    @apply px-2.5 py-1 text-xs;
+    @apply min-h-[32px] px-2.5 py-1 text-xs;
   }
   .btn-solid {
     @apply border-ink-900 bg-ink-900 text-paper-50 hover:border-press hover:bg-press;
   }
 
-  /* ── 表单控件:方正、无圆角 ── */
+  /* ── 表单控件:方正、无圆角;焦点态保留全局焦点环,只追加红边 ── */
   .field {
-    @apply border border-ink-300 bg-transparent px-2.5 py-1.5 text-sm text-ink-800
-           transition-colors hover:border-ink-400
-           focus:border-press focus:outline-none;
+    @apply border border-ink-300 bg-transparent px-2.5 py-2 text-sm text-ink-800
+           transition-colors hover:border-ink-400 focus:border-press;
   }
 
   /* ── 版面切换文字标签(联赛/状态/模式) ── */
diff --git a/frontend/src/main.tsx b/frontend/src/main.tsx
index 964aeb4..d59d762 100644
--- a/frontend/src/main.tsx
+++ b/frontend/src/main.tsx
@@ -1,6 +1,11 @@
 import React from 'react'
 import ReactDOM from 'react-dom/client'
 import App from './App'
+// 中文衬线 webfont:按需子集加载(fontsource 按 unicode-range 切片,只拉用到的字块),
+// font-display: swap 由包内 CSS 自带,不会白屏
+import '@fontsource/noto-serif-sc/400.css'
+import '@fontsource/noto-serif-sc/600.css'
+import '@fontsource/noto-serif-sc/700.css'
 import './index.css'
 
 ReactDOM.createRoot(document.getElementById('root')!).render(
diff --git a/frontend/src/pages/Matches.tsx b/frontend/src/pages/Matches.tsx
index 5b32364..7e0977d 100644
--- a/frontend/src/pages/Matches.tsx
+++ b/frontend/src/pages/Matches.tsx
@@ -176,6 +176,30 @@ function OutcomeLine({
   )
 }
 
+/** 状态/模式一组的文字切换(模块级组件:定义在组件体内会每次 render 重建,导致焦点丢失) */
+function Switch({ value, onChange, items }: {
+  value: string
+  onChange: (v: string) => void
+  items: { v: string; label: string; title?: string }[]
+}) {
+  return (
+    <span className="inline-flex items-center gap-2.5">
+      {items.map((it, i) => (
+        <span key={it.v} className="inline-flex items-center gap-2.5">
+          {i > 0 && <span className="text-ink-300" aria-hidden="true">/</span>}
+          <button
+            onClick={() => onChange(it.v)}
+            title={it.title}
+            className={`relative tab ${value === it.v ? 'tab-on' : ''} text-xs`}
+          >
+            {it.label}
+          </button>
+        </span>
+      ))}
+    </span>
+  )
+}
+
 export default function Matches() {
   const [league, setLeague] = useState('E0')
   const [status, setStatus] = useState('scheduled')
@@ -276,28 +300,6 @@ export default function Matches() {
 
   const leagueName = LEAGUES.find(l => l.code === league)?.name ?? league
 
-  /** 状态/模式一组的文字切换 */
-  const Switch = ({ value, onChange, items }: {
-    value: string
-    onChange: (v: string) => void
-    items: { v: string; label: string; title?: string }[]
-  }) => (
-    <span className="inline-flex items-center gap-2.5">
-      {items.map((it, i) => (
-        <span key={it.v} className="inline-flex items-center gap-2.5">
-          {i > 0 && <span className="text-ink-300" aria-hidden="true">/</span>}
-          <button
-            onClick={() => onChange(it.v)}
-            title={it.title}
-            className={`relative tab ${value === it.v ? 'tab-on' : ''} text-xs`}
-          >
-            {it.label}
-          </button>
-        </span>
-      ))}
-    </span>
-  )
-
   return (
     <div className="space-y-5">
       {/* ── 联赛版面切换 ── */}
@@ -374,7 +376,7 @@ export default function Matches() {
           </div>
         )}
 
-        {!loading && matches.map(m => {
+        {!loading && matches.map((m, idx) => {
           const st = STATUS_META[m.match_status] ?? { label: m.match_status, cls: 'text-ink-400' }
           const homeName = m.home_team_zh || m.home_team
           const awayName = m.away_team_zh || m.away_team
@@ -384,9 +386,11 @@ export default function Matches() {
           return (
             <div
               key={m.id}
-              className={`border-b border-ink-200 px-1 py-3 transition-colors hover:bg-paper-100 ${
+              className={`rise-in border-b border-ink-200 px-1 py-3 transition-colors hover:bg-paper-100 ${
                 active ? 'bg-press-wash/50' : ''
               }`}
+              // 入场错峰:60ms 步进,封顶 420ms,长列表不拖沓
+              style={{ animationDelay: `${Math.min(idx * 60, 420)}ms` }}
             >
               <div className="flex flex-col gap-2 sm:grid sm:grid-cols-[88px_minmax(0,1fr)_64px_minmax(0,1fr)_56px_auto] sm:items-center sm:gap-x-3 sm:gap-y-0">
                 {/* 日期 + 状态:移动端同行,桌面端日期单独归列 */}
@@ -496,12 +500,13 @@ function PredictionPanel({
   const okReports = (prediction.agent_outputs ?? []).filter(r => r.status === 'ok')
 
   return (
-    <article className="border border-ink-900 bg-paper-50">
+    // rise-in:预测版面整块入场,内部区块再错峰
+    <article className="rise-in border border-ink-900 bg-paper-50">
       {/* 版头 */}
       <div className="flex flex-wrap items-baseline justify-between gap-2 border-b border-ink-900 bg-paper-100 px-4 py-2.5 sm:px-5">
-        <h3 className="font-serif text-sm font-bold text-ink-900">
+        <h2 className="font-serif text-sm font-bold text-ink-900">
           预测版 · {homeName} 对 {awayName}
-        </h3>
+        </h2>
         <span className="text-2xs tabular-nums text-ink-500">
           {prediction.provider} / {prediction.model}
           {prediction.latency_ms !== null && ` · ${(prediction.latency_ms / 1000).toFixed(1)}s`}
@@ -557,7 +562,7 @@ function PredictionPanel({
         {/* ── 终裁意见:引文式,红竖线 ── */}
         {prediction.reasoning && (
           <section>
-            <h4 className="section-head mb-3">终裁意见</h4>
+            <h3 className="section-head mb-3">终裁意见</h3>
             <blockquote className="border-l-2 border-press pl-4">
               <p className="whitespace-pre-wrap font-serif text-sm leading-loose text-ink-700">
                 {prediction.reasoning}
diff --git a/frontend/tailwind.config.js b/frontend/tailwind.config.js
index 2217c23..219b792 100644
--- a/frontend/tailwind.config.js
+++ b/frontend/tailwind.config.js
@@ -12,12 +12,13 @@ export default {
           300: '#DDD7C7',
         },
         // 墨色:暖黑灰阶,替代冷调 slate
+        // 400 档压在 4.5:1 线上(paper-100 底 4.55:1 / paper-50 底 4.87:1),可作正文级小字
         ink: {
           50: '#FAF9F7',
           100: '#F0EEE9',
           200: '#E2DFD7',
           300: '#C9C4B8',
-          400: '#9C9587',
+          400: '#756F61',
           500: '#6E675B',
           600: '#524C42',
           700: '#3B362E',
@@ -33,8 +34,11 @@ export default {
       },
       fontFamily: {
         // 标题与比分:宋体血统,报纸版面的骨架
+        // 拉丁字形走 Georgia(含真斜体,供 Profeto 刊名),中文走 Noto Serif SC webfont;
+        // 原栈在 Windows 上会跌进 SimSun(点阵感),webfont 兜底解决跨端不一致
         serif: [
           'Georgia',
+          '"Noto Serif SC"',
           '"Times New Roman"',
           '"Songti SC"',
           'STSong',