diff --git a/src/App.vue b/src/App.vue
index 6118c99..fe59e08 100644
--- a/src/App.vue
+++ b/src/App.vue
@@ -42,20 +42,21 @@ onMounted(() => {
 @import "@/styles/index.scss";
 @import "@/styles/transitions.scss";
 @import "@/styles/global.scss";
+@import "@/styles/apple.scss";
 
 .md3-enter-active,
 .md3-leave-active {
-  transition: opacity 0.3s cubic-bezier(0.4, 0, 0.2, 1),
-    transform 0.3s cubic-bezier(0.4, 0, 0.2, 1);
+  transition: opacity 0.28s cubic-bezier(0.32, 0.72, 0, 1),
+    transform 0.28s cubic-bezier(0.32, 0.72, 0, 1);
 }
 
 .md3-enter-from {
   opacity: 0;
-  transform: translateX(0.5vw);
+  transform: scale(0.995);
 }
 
 .md3-leave-to {
   opacity: 0;
-  transform: translateX(-0.5vw);
+  transform: scale(0.995);
 }
 </style>
diff --git a/src/plugins/vuetify.js b/src/plugins/vuetify.js
index 4f27241..be23719 100644
--- a/src/plugins/vuetify.js
+++ b/src/plugins/vuetify.js
@@ -9,11 +9,52 @@ import '@mdi/font/css/materialdesignicons.css'
 import 'vuetify/styles'
 
 // Composables
-import {createVuetify} from 'vuetify'
+import { createVuetify } from 'vuetify'
+
+/**
+ * 苹果风格暗色主题
+ * 参考 Apple Human Interface Guidelines 的 System Colors (Dark)
+ * 说明：仅替换色板，不改变任何组件行为或数据流
+ */
+const appleDark = {
+  dark: true,
+  colors: {
+    // 结构层
+    background: '#000000',
+    surface: '#1C1C1E',
+    'surface-variant': '#2C2C2E',
+    'surface-bright': '#3A3A3C',
+    'on-background': '#F5F5F7',
+    'on-surface': '#F5F5F7',
+    'on-surface-variant': '#C7C7CC',
+
+    // 语义色（Apple System Colors, Dark）
+    primary: '#0A84FF',
+    'primary-darken-1': '#0060DF',
+    secondary: '#98989D',
+    'secondary-darken-1': '#636366',
+    success: '#30D158',
+    'success-darken-1': '#248A3D',
+    warning: '#FF9F0A',
+    'warning-darken-1': '#C93400',
+    error: '#FF453A',
+    'error-darken-1': '#D70015',
+    info: '#64D2FF',
+    'info-darken-1': '#0A84FF',
+
+    // 覆盖默认灰阶，让描边卡片 / 分割线更接近系统灰
+    'grey-darken-2': '#48484A',
+    'grey-darken-3': '#3A3A3C',
+    'grey-darken-4': '#2C2C2E',
+  },
+}
 
 // https://vuetifyjs.com/en/introduction/why-vuetify/#feature-guides
 export default createVuetify({
   theme: {
     defaultTheme: 'dark',
+    themes: {
+      dark: appleDark,
+    },
   },
 })
diff --git a/src/styles/apple.scss b/src/styles/apple.scss
new file mode 100644
index 0000000..8340abe
--- /dev/null
+++ b/src/styles/apple.scss
@@ -0,0 +1,309 @@
+/**
+ * src/styles/apple.scss
+ *
+ * 苹果风格全局样式层（克制版）
+ * ---------------------------------------------------------------------------
+ * 只做视觉覆盖：材质、层次、圆角、排版、按压反馈。
+ * 不涉及任何组件逻辑、数据流或交互行为。
+ * 设计原则：去发光、去悬浮位移；用半透明材质表达层次；按压给即时物理反馈。
+ *
+ * 材质与描边均由 Vuetify 主题变量派生，因此暗色下即为苹果暗色规范，
+ * 浅色下会自动取到对应的浅色值，浅色主题保持原样不被破坏。
+ */
+
+/* ---------------------------------------------------------------------------
+   0. 设计变量
+   --------------------------------------------------------------------------- */
+:root {
+  --apple-ease: cubic-bezier(0.32, 0.72, 0, 1); /* 近似 Apple 弹性缓出 */
+  --apple-ease-out: cubic-bezier(0.16, 1, 0.3, 1);
+
+  /* 描边与材质：跟随主题取色，暗色下等价于 rgba(255,255,255,.08) / rgba(28,28,30,.72) */
+  --apple-hairline: rgba(var(--v-border-color), 0.08);
+  --apple-hairline-strong: rgba(var(--v-border-color), 0.18);
+  --apple-material: rgba(var(--v-theme-surface), 0.72);
+  --apple-material-thick: rgba(var(--v-theme-surface), 0.86);
+  --apple-fill-hover: rgba(var(--v-theme-on-surface), 0.05);
+  --apple-fill-active: rgba(var(--v-theme-on-surface), 0.09);
+
+  --apple-radius-sm: 8px;
+  --apple-radius: 12px;
+  --apple-radius-lg: 16px;
+
+  /* 悬浮层投影：仅暗色使用，浅色保留 Vuetify 原有的轻投影 */
+  --apple-shadow-card: 0 2px 6px rgba(0, 0, 0, 0.34), 0 12px 32px rgba(0, 0, 0, 0.26);
+  --apple-shadow-popover: 0 16px 40px rgba(0, 0, 0, 0.5);
+  --apple-shadow-modal: 0 24px 64px rgba(0, 0, 0, 0.55);
+}
+
+/* ---------------------------------------------------------------------------
+   1. 排版：系统字体、抗锯齿、尺寸相关的字距与行高
+   --------------------------------------------------------------------------- */
+.v-application {
+  font-family: -apple-system, BlinkMacSystemFont, 'SF Pro Text', 'SF Pro Display',
+    'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', system-ui, sans-serif;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  text-rendering: optimizeLegibility;
+}
+
+/* 字距随字号变化：大标题收紧，正文保持为 0（中文尤其不适合正字距） */
+.v-application .text-h2 {
+  letter-spacing: -0.02em;
+  line-height: 1.12;
+}
+
+.v-application .text-h3 {
+  letter-spacing: -0.018em;
+  line-height: 1.15;
+}
+
+.v-application .text-h4 {
+  letter-spacing: -0.016em;
+  line-height: 1.2;
+}
+
+.v-application .text-h5,
+.v-application .text-h6 {
+  letter-spacing: -0.012em;
+  line-height: 1.25;
+}
+
+/* ---------------------------------------------------------------------------
+   2. 顶栏与抽屉：半透明材质，内容可从下方穿过
+   --------------------------------------------------------------------------- */
+.v-app-bar.v-toolbar {
+  background: var(--apple-material) !important;
+  -webkit-backdrop-filter: saturate(180%) blur(20px);
+  backdrop-filter: saturate(180%) blur(20px);
+  box-shadow: none !important;
+  border-bottom: 1px solid var(--apple-hairline);
+  transition: background-color 0.3s var(--apple-ease-out);
+}
+
+.v-app-bar .v-toolbar-title {
+  font-weight: 600;
+  letter-spacing: -0.01em;
+}
+
+.v-navigation-drawer {
+  background: var(--apple-material-thick) !important;
+  -webkit-backdrop-filter: saturate(180%) blur(24px);
+  backdrop-filter: saturate(180%) blur(24px);
+  border-right: 1px solid var(--apple-hairline) !important;
+  box-shadow: none !important;
+}
+
+/* ---------------------------------------------------------------------------
+   3. 卡片：细描边 + 极浅投影，悬停只做轻微提亮，不做位移
+   --------------------------------------------------------------------------- */
+.v-card {
+  border-radius: var(--apple-radius);
+  transition: background-color 0.22s var(--apple-ease-out),
+    border-color 0.22s var(--apple-ease-out),
+    box-shadow 0.22s var(--apple-ease-out);
+}
+
+/* 重投影只在暗色下使用，浅色主题保持原有阴影不变 */
+.v-theme--dark.v-card--variant-elevated {
+  box-shadow: var(--apple-shadow-card) !important;
+}
+
+.v-card--variant-tonal {
+  border: 1px solid var(--apple-hairline);
+}
+
+/* 可点击卡片的悬停反馈：提亮填充 + 描边加深，替代原来的上浮与发光 */
+.v-card.cursor-pointer,
+.v-card[class*='cursor-pointer'] {
+  cursor: pointer;
+}
+
+.v-card.cursor-pointer:hover {
+  background-color: var(--apple-fill-hover) !important;
+  border-color: var(--apple-hairline-strong) !important;
+}
+
+.v-card.cursor-pointer:active {
+  background-color: var(--apple-fill-active) !important;
+  transition-duration: 0.08s;
+}
+
+.v-card.cursor-not-allowed {
+  opacity: 0.6;
+}
+
+/* ---------------------------------------------------------------------------
+   4. 按钮与芯片：即时按压反馈，去掉大写转换与宽字距
+   --------------------------------------------------------------------------- */
+.v-btn {
+  text-transform: none;
+  letter-spacing: 0;
+  font-weight: 500;
+  border-radius: 10px;
+  transition: transform 0.14s var(--apple-ease-out),
+    background-color 0.2s var(--apple-ease-out),
+    box-shadow 0.2s var(--apple-ease-out),
+    opacity 0.2s var(--apple-ease-out);
+}
+
+.v-btn:active {
+  transform: scale(0.97);
+  transition-duration: 0.08s;
+}
+
+.v-theme--dark.v-btn--variant-elevated {
+  box-shadow: 0 1px 3px rgba(0, 0, 0, 0.32) !important;
+}
+
+.v-btn-group,
+.v-btn-toggle {
+  border-radius: 12px;
+  overflow: hidden;
+}
+
+/* 芯片本身已是胶囊形，这里只统一字重与字距，避免覆盖组件内自定义圆角 */
+.v-chip {
+  font-weight: 500 !important;
+  letter-spacing: 0 !important;
+}
+
+/* ---------------------------------------------------------------------------
+   5. 对话框、菜单与提示：材质化 + 轻量分隔
+   --------------------------------------------------------------------------- */
+/* 注意：Vuetify 的悬浮层结构为 .v-overlay > .v-overlay__content > 内容 */
+.v-dialog > .v-overlay__content > .v-card,
+.v-dialog > .v-overlay__content > .v-sheet {
+  border-radius: var(--apple-radius-lg) !important;
+  border: 1px solid var(--apple-hairline);
+}
+
+.v-dialog.v-theme--dark > .v-overlay__content > .v-card,
+.v-dialog.v-theme--dark > .v-overlay__content > .v-sheet {
+  box-shadow: var(--apple-shadow-modal) !important;
+}
+
+.v-menu > .v-overlay__content > .v-sheet,
+.v-menu > .v-overlay__content > .v-list,
+.v-select__content.v-overlay__content > .v-sheet,
+.v-select__content.v-overlay__content > .v-list {
+  background: var(--apple-material-thick) !important;
+  -webkit-backdrop-filter: saturate(180%) blur(24px);
+  backdrop-filter: saturate(180%) blur(24px);
+  border: 1px solid var(--apple-hairline);
+  border-radius: var(--apple-radius) !important;
+}
+
+.v-menu.v-theme--dark > .v-overlay__content > .v-sheet,
+.v-menu.v-theme--dark > .v-overlay__content > .v-list,
+.v-overlay.v-theme--dark > .v-overlay__content.v-select__content > .v-sheet,
+.v-overlay.v-theme--dark > .v-overlay__content.v-select__content > .v-list {
+  box-shadow: var(--apple-shadow-popover) !important;
+}
+
+/* 提示气泡在明暗两套主题下都保持深色，与系统行为一致 */
+.v-tooltip > .v-overlay__content {
+  border-radius: var(--apple-radius-sm) !important;
+  background: rgba(58, 58, 60, 0.94) !important;
+  -webkit-backdrop-filter: blur(12px);
+  backdrop-filter: blur(12px);
+  font-size: 0.8rem;
+  letter-spacing: 0;
+}
+
+.v-alert {
+  border-radius: var(--apple-radius) !important;
+}
+
+.v-divider {
+  border-color: var(--apple-hairline) !important;
+  opacity: 1 !important;
+}
+
+/* 输入类控件：圆角与描边统一 */
+.v-field {
+  border-radius: 10px !important;
+}
+
+.v-snackbar__wrapper > .v-sheet {
+  border-radius: var(--apple-radius) !important;
+  border: 1px solid var(--apple-hairline);
+}
+
+/* ---------------------------------------------------------------------------
+   6. 滚动条：细、半透明、悬停才明显
+   --------------------------------------------------------------------------- */
+::-webkit-scrollbar {
+  width: 10px;
+  height: 10px;
+}
+
+::-webkit-scrollbar-track {
+  background: transparent;
+}
+
+::-webkit-scrollbar-thumb {
+  background-color: rgba(var(--v-theme-on-surface), 0.16);
+  border: 3px solid transparent;
+  background-clip: content-box;
+  border-radius: 999px;
+}
+
+::-webkit-scrollbar-thumb:hover {
+  background-color: rgba(var(--v-theme-on-surface), 0.3);
+}
+
+::-webkit-scrollbar-corner {
+  background: transparent;
+}
+
+/* ---------------------------------------------------------------------------
+   7. 键盘可达性：仅在键盘聚焦时显示柔和焦点环
+   --------------------------------------------------------------------------- */
+.v-btn:focus-visible,
+.v-chip:focus-visible,
+a:focus-visible {
+  outline: 3px solid rgba(10, 132, 255, 0.55);
+  outline-offset: 2px;
+}
+
+/* ---------------------------------------------------------------------------
+   8. 无障碍：减弱动效 / 减弱透明 / 提高对比
+   --------------------------------------------------------------------------- */
+@media (prefers-reduced-motion: reduce) {
+  .v-btn:active,
+  .v-card.cursor-pointer:active {
+    transform: none !important;
+  }
+
+  .v-card,
+  .v-btn {
+    transition: background-color 0.15s linear, border-color 0.15s linear !important;
+  }
+}
+
+@media (prefers-reduced-transparency: reduce) {
+  .v-app-bar.v-toolbar,
+  .v-navigation-drawer {
+    background: rgb(var(--v-theme-surface)) !important;
+    -webkit-backdrop-filter: none;
+    backdrop-filter: none;
+  }
+
+  .v-menu > .v-overlay__content > .v-sheet,
+  .v-menu > .v-overlay__content > .v-list,
+  .v-select__content.v-overlay__content > .v-sheet,
+  .v-select__content.v-overlay__content > .v-list {
+    background: rgb(var(--v-theme-surface)) !important;
+    -webkit-backdrop-filter: none;
+    backdrop-filter: none;
+  }
+}
+
+@media (prefers-contrast: more) {
+  .v-app-bar.v-toolbar,
+  .v-navigation-drawer {
+    background: rgb(var(--v-theme-surface)) !important;
+    border-color: rgba(var(--v-border-color), 0.32) !important;
+  }
+}
diff --git a/src/styles/global.scss b/src/styles/global.scss
index 1db45a1..66ae14d 100644
--- a/src/styles/global.scss
+++ b/src/styles/global.scss
@@ -1,18 +1,17 @@
 // 全局 UI 美化样式
 
-// 卡片悬浮效果
+// 卡片悬停效果（克制：只提亮，不位移）
 .hover-card {
-  transition: transform 0.2s ease, box-shadow 0.3s ease;
-  will-change: transform, box-shadow;
+  transition: background-color 0.22s var(--apple-ease-out),
+    border-color 0.22s var(--apple-ease-out);
 
   &:hover, &:focus {
-    transform: translateY(-4px);
-    box-shadow: 0 8px 16px rgba(0, 0, 0, 0.15) !important;
+    background-color: var(--apple-fill-hover);
+    border-color: var(--apple-hairline-strong);
   }
 
   &:active {
-    transform: translateY(-2px);
-    box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1) !important;
+    background-color: rgba(255, 255, 255, 0.09);
   }
 }
 
@@ -78,12 +77,6 @@ html {
 
 // 全屏模式样式
 .fullscreen-mode {
-  .v-app-bar {
-    background-color: rgba(var(--v-theme-surface-variant), 0.85) !important;
-    -webkit-backdrop-filter: blur(10px);
-    backdrop-filter: blur(10px);
-  }
-
   .main-window {
     padding-top: 16px;
     padding-bottom: 16px;
diff --git a/src/styles/glow.scss b/src/styles/glow.scss
index 7097131..a31ece9 100644
--- a/src/styles/glow.scss
+++ b/src/styles/glow.scss
@@ -1,28 +1,29 @@
+// 悬停反馈：以轻微提亮替代发光（保留类名，避免影响引用方）
+
 .glow-effect {
-  transition: box-shadow 0.3s ease-in-out, transform 0.3s ease-in-out;
+  transition: background-color 0.22s var(--apple-ease-out), transform 0.14s var(--apple-ease-out);
 
   &:hover {
-    box-shadow: 0 0 15px rgba(var(--v-theme-primary), 0.5);
-    transform: translateY(-2px);
+    background-color: var(--apple-fill-hover);
+  }
+
+  &:active {
+    transform: scale(0.98);
   }
 }
 
 .glow-text {
-  text-shadow: 0 0 5px rgba(var(--v-theme-primary), 0.5);
+  color: rgb(var(--v-theme-on-surface));
 }
 
 .bloom-container {
   .v-card {
-    transition: box-shadow 0.3s ease;
-    &:hover {
-      box-shadow: 0 4px 20px rgba(0, 0, 0, 0.1), 0 0 15px rgba(var(--v-theme-primary), 0.3) !important;
-    }
+    transition: background-color 0.22s var(--apple-ease-out),
+    border-color 0.22s var(--apple-ease-out);
   }
 
   .v-btn {
-    transition: box-shadow 0.3s ease;
-    &:hover {
-      box-shadow: 0 0 10px rgba(var(--v-theme-primary), 0.4);
-    }
+    transition: background-color 0.2s var(--apple-ease-out),
+    transform 0.14s var(--apple-ease-out);
   }
 }
diff --git a/src/styles/index.scss b/src/styles/index.scss
index 4e4b938..08414d9 100644
--- a/src/styles/index.scss
+++ b/src/styles/index.scss
@@ -1,105 +1,37 @@
 @use 'glow.scss';
 
-// 添加卡片发光效果
+// 数据更新高亮：柔和的聚焦环，替代原来的霓虹发光
 .glow-track {
   position: relative;
   overflow: hidden;
-  transition: all 0.3s ease;
-
-  &::before {
-    content: '';
-    position: absolute;
-    top: 0;
-    left: 0;
-    right: 0;
-    bottom: 0;
-    background: radial-gradient(circle at var(--x, 50%) var(--y, 50%),
-            rgba(255, 255, 255, 0.15) 0%,
-            rgba(255, 255, 255, 0) 70%);
-    opacity: 0;
-    transition: opacity 0.3s;
-    pointer-events: none;
-    z-index: 1;
-  }
-
-  &:hover::before {
-    opacity: 1;
-  }
+  transition: background-color 0.22s var(--apple-ease-out),
+  border-color 0.22s var(--apple-ease-out);
 }
 
-// 数据更新高亮效果
 .glow-highlight {
-  animation: glow-pulse 3s ease-in-out;
-  box-shadow: 0 0 20px rgba(33, 150, 243, 0.6),
-  0 0 40px rgba(33, 150, 243, 0.4),
-  0 0 60px rgba(33, 150, 243, 0.2) !important;
+  animation: highlight-fade 2.4s var(--apple-ease-out);
+  border-color: rgba(10, 132, 255, 0.75) !important;
 }
 
-@keyframes glow-pulse {
-  0%, 100% {
-    box-shadow: 0 0 20px rgba(33, 150, 243, 0.6),
-    0 0 40px rgba(33, 150, 243, 0.4),
-    0 0 60px rgba(33, 150, 243, 0.2);
-  }
-  50% {
-    box-shadow: 0 0 30px rgba(33, 150, 243, 0.8),
-    0 0 60px rgba(33, 150, 243, 0.6),
-    0 0 90px rgba(33, 150, 243, 0.4);
-  }
-}
-
-// 添加卡片悬浮效果
-.grid-item .v-card {
-  transition: transform 0.3s ease, box-shadow 0.3s ease;
-
-  &:hover {
-    transform: translateY(-4px);
-    box-shadow: 0 8px 16px rgba(0, 0, 0, 0.15) !important;
-  }
-
-  &:active {
-    transform: translateY(-2px);
-  }
-}
-
-// 添加空科目卡片样式
-.empty-subject-card {
-  transition: all 0.3s ease;
-  opacity: 0.8;
-
-  &:hover {
-    opacity: 1;
-    transform: translateY(-4px);
-  }
-}
-
-// 修改防烧屏提示卡片，使用 tonal 样式减少信息密度
-.anti-burn-card {
-  animation: subtle-glow 4s infinite alternate;
-  transition: all 0.3s ease;
-
-  &:hover {
-    transform: translateY(-2px);
-    box-shadow: 0 4px 12px rgba(0, 0, 0, 0.15) !important;
-  }
-}
-
-@keyframes subtle-glow {
+@keyframes highlight-fade {
   0% {
-    box-shadow: 0 0 5px rgba(33, 150, 243, 0.1);
+    box-shadow: 0 0 0 3px rgba(10, 132, 255, 0.45);
+  }
+
+  60% {
+    box-shadow: 0 0 0 3px rgba(10, 132, 255, 0.35);
   }
 
   100% {
-    box-shadow: 0 0 15px rgba(33, 150, 243, 0.3);
+    box-shadow: 0 0 0 0 rgba(10, 132, 255, 0);
   }
 }
 
-// 出勤管理对话框样式
-.attendance-stat {
-  height: 100%;
+// 防烧屏提示卡片：静态呈现，不再呼吸发光
+.anti-burn-card {
+  transition: background-color 0.22s var(--apple-ease-out);
 }
 
-
 // 搜索建议按钮
 .suggestion-btn {
   margin: 2px;
@@ -111,25 +43,6 @@
   }
 }
 
-// 适配触摸屏
-@media (hover: none) {
-  .student-card .attendance-actions {
-    opacity: 1;
-  }
-}
-
-// 小屏幕适配
-@media (max-width: 600px) {
-  .student-card {
-    .attendance-actions .v-btn {
-      margin: 0 1px;
-      min-width: 28px;
-      width: 28px;
-      height: 28px;
-    }
-  }
-}
-
 // 过滤器芯片
 .filter-chip {
   cursor: pointer;
@@ -140,6 +53,7 @@
   }
 }
 
+// 网格瀑布流布局（功能相关，勿改数值）
 .grid-masonry {
   display: grid;
   grid-template-columns: repeat(3, 1fr);
@@ -152,18 +66,31 @@
 
 .grid-item {
   width: 100%;
-  transition: all 0.2s ease;
 }
 
-.empty-card {
-  transform: scale(0.9);
-  opacity: 0.8;
-  grid-row-end: span 1 !important;
+// 空科目卡片
+.empty-subject-card {
+  cursor: pointer;
+  transition: background-color 0.22s var(--apple-ease-out),
+  border-color 0.22s var(--apple-ease-out);
+  opacity: 0.85;
 }
 
-.empty-card:hover {
-  transform: scale(0.95);
+.empty-subject-card:hover {
   opacity: 1;
+  border-color: var(--apple-hairline-strong) !important;
+}
+
+.empty-subjects-grid {
+  display: grid;
+  grid-template-columns: repeat(auto-fill, minmax(200px, 1fr));
+  gap: 16px;
+  padding: 8px;
+}
+
+.empty-subjects {
+  border-top: 1px solid var(--apple-hairline);
+  padding-top: 1rem;
 }
 
 .empty-subjects-container {
@@ -171,40 +98,6 @@
   flex-wrap: wrap;
 }
 
-@media (max-width: 1199px) {
-  .grid-masonry {
-    grid-template-columns: repeat(2, 1fr);
-  }
-}
-
-@media (max-width: 799px) {
-  .grid-masonry {
-    grid-template-columns: 1fr;
-  }
-
-  .empty-card {
-    transform: scale(0.95);
-  }
-}
-
-/* 优化滚动条样式 */
-.main-window::-webkit-scrollbar {
-  width: 8px;
-}
-
-.main-window::-webkit-scrollbar-track {
-  background: transparent;
-}
-
-.main-window::-webkit-scrollbar-thumb {
-  background-color: rgba(0, 0, 0, 0.2);
-  border-radius: 4px;
-}
-
-.main-window::-webkit-scrollbar-thumb:hover {
-  background-color: rgba(0, 0, 0, 0.3);
-}
-
 .no-data-message {
   display: flex;
   justify-content: center;
@@ -213,40 +106,35 @@
   margin: 20px 0;
 }
 
+// 出勤抽屉
 .attendance-drawer {
-  border-left: 1px solid rgba(0, 0, 0, 0.12);
+  border-left: 1px solid var(--apple-hairline);
 }
 
 .attendance-drawer :deep(.v-navigation-drawer__content) {
   overflow-y: auto;
 }
 
-/* 优化滚动条样式 */
-.attendance-drawer :deep(.v-navigation-drawer__content::-webkit-scrollbar) {
-  width: 8px;
+.attendance-card {
+  display: flex;
+  flex-direction: column;
 }
 
-.attendance-drawer
-:deep(.v-navigation-drawer__content::-webkit-scrollbar-track) {
-  background: transparent;
+.attendance-numbers {
+  padding: 20px 0;
 }
 
-.attendance-drawer
-:deep(.v-navigation-drawer__content::-webkit-scrollbar-thumb) {
-  background-color: rgba(0, 0, 0, 0.2);
-  border-radius: 4px;
+.total-number {
+  border-bottom: 1px solid var(--apple-hairline);
+  padding-bottom: 20px;
 }
 
-.attendance-drawer
-:deep(.v-navigation-drawer__content::-webkit-scrollbar-thumb:hover) {
-  background-color: rgba(0, 0, 0, 0.3);
+.status-number {
+  flex: 1;
 }
 
-/* 响应式调整 */
-@media (max-width: 960px) {
-  .attendance-drawer {
-    display: none;
-  }
+.attendance-stat {
+  height: 100%;
 }
 
 .text-success {
@@ -261,71 +149,22 @@
   color: rgb(var(--v-theme-warning));
 }
 
-.attendance-card {
-  display: flex;
-  flex-direction: column;
+// 响应式调整
+@media (max-width: 1199px) {
+  .grid-masonry {
+    grid-template-columns: repeat(2, 1fr);
+  }
 }
 
-.attendance-numbers {
-  padding: 20px 0;
+@media (max-width: 960px) {
+  .attendance-drawer {
+    display: none;
+  }
 }
 
-.total-number {
-  border-bottom: 1px solid rgba(0, 0, 0, 0.12);
-  padding-bottom: 20px;
-}
-
-.status-number {
-  flex: 1;
-}
-
-.text-h2,
-.text-h3 {
-  line-height: 1.2;
-}
-
-.empty-subjects-grid {
-  display: grid;
-  grid-template-columns: repeat(auto-fill, minmax(200px, 1fr));
-  gap: 16px;
-  padding: 8px;
-}
-
-.empty-subject-card {
-  cursor: pointer;
-  transition: all 0.2s ease;
-  opacity: 0.8;
-}
-
-.empty-subject-card:hover {
-  transform: scale(1.02);
-  opacity: 1;
-}
-
-.empty-subjects {
-  border-top: 1px solid rgba(0, 0, 0, 0.12);
-  padding-top: 1rem;
-}
-
-.empty-subject-card:not(:disabled):hover {
-  opacity: 1;
-  transform: scale(1.02);
-}
-
-// 出勤管理对话框样式
-.attendance-stat {
-  height: 100%;
-}
-
-
-// 搜索建议按钮
-.suggestion-btn {
-  margin: 2px;
-  min-width: 0;
-  padding: 0 6px;
-
-  &:active {
-    transform: scale(0.95);
+@media (max-width: 799px) {
+  .grid-masonry {
+    grid-template-columns: 1fr;
   }
 }
 
@@ -347,13 +186,3 @@
     }
   }
 }
-
-// 过滤器芯片
-.filter-chip {
-  cursor: pointer;
-  margin: 2px;
-
-  &:active {
-    transform: scale(0.95);
-  }
-}
\ No newline at end of file
diff --git a/src/styles/transitions.scss b/src/styles/transitions.scss
index dbaada8..1313f9a 100644
--- a/src/styles/transitions.scss
+++ b/src/styles/transitions.scss
@@ -1,9 +1,9 @@
-// Material Design 3 动画曲线
-$emphasized-decelerate: cubic-bezier(0.05, 0.7, 0.1, 1.0);
-$emphasized-accelerate: cubic-bezier(0.3, 0.0, 0.8, 0.15);
-$standard-easing: cubic-bezier(0.2, 0.0, 0, 1.0);
-$standard-decelerate: cubic-bezier(0.0, 0.0, 0.0, 1.0);
-$standard-accelerate: cubic-bezier(0.3, 0.0, 1.0, 1.0);
+// Apple 风格缓动曲线：收敛、平稳、无回弹
+$emphasized-decelerate: cubic-bezier(0.16, 1, 0.3, 1);
+$emphasized-accelerate: cubic-bezier(0.4, 0.0, 0.7, 1);
+$standard-easing: cubic-bezier(0.32, 0.72, 0, 1);
+$standard-decelerate: cubic-bezier(0.16, 1, 0.3, 1);
+$standard-accelerate: cubic-bezier(0.4, 0.0, 1.0, 1.0);
 
 // 网格项目的进入和离开动画
 .grid-item {
@@ -37,11 +37,12 @@ $standard-accelerate: cubic-bezier(0.3, 0.0, 1.0, 1.0);
 
 // 空科目卡片动画
 .empty-subject-card {
-  transition: all 250ms $standard-easing;
+  transition: background-color 250ms $standard-easing,
+  border-color 250ms $standard-easing;
 
-  &:hover {
-    transform: translateY(-4px) scale(1.02);
-    box-shadow: 0 4px 24px rgba(0, 0, 0, 0.12);
+  &:active {
+    transform: scale(0.99);
+    transition-duration: 90ms;
   }
 }
 
@@ -57,7 +58,7 @@ $standard-accelerate: cubic-bezier(0.3, 0.0, 1.0, 1.0);
 .v-list-enter-from,
 .v-list-leave-to {
   opacity: 0;
-  transform: translateX(-24px);
+  transform: translateX(-10px);
 }
 
 // 出勤数据变化动画
@@ -169,55 +170,55 @@ $standard-accelerate: cubic-bezier(0.3, 0.0, 1.0, 1.0);
 // 网格项目过渡
 .grid-enter-active,
 .grid-leave-active {
-  transition: all 0.5s ease;
+  transition: opacity 0.3s $standard-easing, transform 0.3s $standard-easing;
 }
 
 .grid-enter-from {
   opacity: 0;
-  transform: translateY(20px);
+  transform: translateY(8px);
 }
 
 .grid-leave-to {
   opacity: 0;
-  transform: translateY(-20px);
+  transform: translateY(-8px);
 }
 
 // 列表项目过渡
 .v-list-enter-active,
 .v-list-leave-active {
-  transition: all 0.3s ease;
+  transition: opacity 0.3s $standard-easing, transform 0.3s $standard-easing;
 }
 
 .v-list-enter-from {
   opacity: 0;
-  transform: translateX(-20px);
+  transform: translateX(-10px);
 }
 
 .v-list-leave-to {
   opacity: 0;
-  transform: translateX(20px);
+  transform: translateX(10px);
 }
 
 // 页面过渡
 .page-enter-active,
 .page-leave-active {
-  transition: opacity 0.3s, transform 0.3s;
+  transition: opacity 0.3s $standard-easing, transform 0.3s $standard-easing;
 }
 
 .page-enter-from {
   opacity: 0;
-  transform: translateY(20px);
+  transform: translateY(8px);
 }
 
 .page-leave-to {
   opacity: 0;
-  transform: translateY(-20px);
+  transform: translateY(-8px);
 }
 
 // 淡入淡出
 .fade-enter-active,
 .fade-leave-active {
-  transition: opacity 0.3s;
+  transition: opacity 0.3s $standard-easing;
 }
 
 .fade-enter-from,
@@ -228,27 +229,27 @@ $standard-accelerate: cubic-bezier(0.3, 0.0, 1.0, 1.0);
 // 缩放过渡
 .scale-enter-active,
 .scale-leave-active {
-  transition: all 0.3s;
+  transition: opacity 0.3s $standard-easing, transform 0.3s $standard-easing;
 }
 
 .scale-enter-from,
 .scale-leave-to {
   opacity: 0;
-  transform: scale(0.9);
+  transform: scale(0.96);
 }
 
 // Slide X Transition
 .slide-x-transition-enter-active,
 .slide-x-transition-leave-active {
-  transition: transform 0.3s cubic-bezier(0.25, 0.8, 0.5, 1), opacity 0.3s ease;
+  transition: transform 0.3s $standard-easing, opacity 0.3s $standard-easing;
 }
 
 .slide-x-transition-enter-from {
-  transform: translateX(15px);
+  transform: translateX(10px);
   opacity: 0;
 }
 
 .slide-x-transition-leave-to {
-  transform: translateX(-15px);
+  transform: translateX(-10px);
   opacity: 0;
 }