diff --git a/web-admin/src/App.vue b/web-admin/src/App.vue
index 0a00084..aa83cc9 100644
--- a/web-admin/src/App.vue
+++ b/web-admin/src/App.vue
@@ -6,6 +6,11 @@
 </script>
 
 <style lang="scss">
+/**
+ * 全局基础样式（仅样式，不涉及业务逻辑）
+ * - 由 life-script-theme.scss 提供主题变量与 Element Plus 覆盖
+ * - 这里保留基础 reset 与高度设置
+ */
 * {
   margin: 0;
   padding: 0;
@@ -14,6 +19,6 @@
 
 html, body, #app {
   height: 100%;
-  font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;
+  font-family: 'Noto Sans SC', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;
 }
 </style>
diff --git a/web-admin/src/components/AiConfigQuickActions.vue b/web-admin/src/components/AiConfigQuickActions.vue
index d823b53..4790ae3 100644
--- a/web-admin/src/components/AiConfigQuickActions.vue
+++ b/web-admin/src/components/AiConfigQuickActions.vue
@@ -143,18 +143,19 @@ onMounted(() => {
     align-items: center;
     gap: 12px;
     padding: 12px;
-    border: 1px solid #e4e7ed;
-    border-radius: 8px;
+    border: 1px solid rgba(255, 255, 255, 0.08);
+    border-radius: var(--ls-radius-md);
+    background: rgba(255, 255, 255, 0.02);
     transition: all 0.3s;
     
     &:hover {
-      border-color: #409eff;
-      background-color: #f0f9ff;
+      border-color: rgba(255, 171, 145, 0.28);
+      background: rgba(255, 171, 145, 0.06);
     }
     
     .action-icon {
       font-size: 24px;
-      color: #409eff;
+      color: var(--ls-accent-orange);
     }
     
     .action-content {
@@ -163,13 +164,13 @@ onMounted(() => {
       .action-title {
         font-size: 14px;
         font-weight: 500;
-        color: #333;
+        color: rgba(226, 232, 240, 0.92);
         margin-bottom: 4px;
       }
       
       .action-desc {
         font-size: 12px;
-        color: #999;
+        color: rgba(226, 232, 240, 0.6);
       }
     }
   }
diff --git a/web-admin/src/layouts/Layout.vue b/web-admin/src/layouts/Layout.vue
index 2ac3a53..e736a67 100644
--- a/web-admin/src/layouts/Layout.vue
+++ b/web-admin/src/layouts/Layout.vue
@@ -115,10 +115,14 @@ onMounted(() => {
 <style scoped lang="scss">
 .layout-container {
   height: 100vh;
+  background: transparent;
 }
 
 .sidebar {
-  background-color: #304156;
+  background: var(--ls-glass-bg);
+  border-right: 1px solid var(--ls-glass-border);
+  backdrop-filter: blur(25px) saturate(180%);
+  -webkit-backdrop-filter: blur(25px) saturate(180%);
   transition: width 0.3s;
   
   .logo {
@@ -127,25 +131,30 @@ onMounted(() => {
     text-align: center;
     font-size: 20px;
     font-weight: bold;
-    color: #fff;
-    background-color: #2b3a4b;
+    color: var(--ls-text);
+    background: rgba(255, 255, 255, 0.02);
+    border-bottom: 1px solid rgba(255, 255, 255, 0.06);
   }
   
   :deep(.el-menu) {
     border-right: none;
-    background-color: #304156;
+    background: transparent;
     
     .el-menu-item,
     .el-sub-menu__title {
-      color: #bfcbd9;
+      color: rgba(226, 232, 240, 0.75);
+      border-radius: 14px;
+      margin: 6px 10px;
+      height: 44px;
       
       &:hover {
-        background-color: #263445;
+        background: rgba(255, 255, 255, 0.06);
       }
       
       &.is-active {
-        background-color: #409eff;
-        color: #fff;
+        background: rgba(255, 171, 145, 0.08);
+        border: 1px solid rgba(255, 171, 145, 0.20);
+        color: var(--ls-accent-orange) !important;
       }
     }
   }
@@ -155,17 +164,21 @@ onMounted(() => {
   display: flex;
   justify-content: space-between;
   align-items: center;
-  background-color: #fff;
-  box-shadow: 0 1px 4px rgba(0, 21, 41, 0.08);
+  background: var(--ls-glass-bg);
+  border-bottom: 1px solid rgba(255, 255, 255, 0.06);
+  box-shadow: none;
   padding: 0 20px;
+  backdrop-filter: blur(25px) saturate(180%);
+  -webkit-backdrop-filter: blur(25px) saturate(180%);
   
   .header-left {
     .collapse-icon {
       font-size: 20px;
       cursor: pointer;
+      color: rgba(226, 232, 240, 0.85);
       
       &:hover {
-        color: #409eff;
+        color: var(--ls-accent-orange);
       }
     }
   }
@@ -176,6 +189,7 @@ onMounted(() => {
       align-items: center;
       gap: 10px;
       cursor: pointer;
+      color: rgba(226, 232, 240, 0.9);
       
       .username {
         font-size: 14px;
@@ -185,7 +199,7 @@ onMounted(() => {
 }
 
 .main-content {
-  background-color: #f0f2f5;
+  background: transparent;
   padding: 20px;
 }
 </style>
diff --git a/web-admin/src/main.ts b/web-admin/src/main.ts
index 05dcea8..4898550 100644
--- a/web-admin/src/main.ts
+++ b/web-admin/src/main.ts
@@ -1,6 +1,11 @@
 import { createApp } from 'vue'
 import ElementPlus from 'element-plus'
 import 'element-plus/dist/index.css'
+/**
+ * 全局主题样式：
+ * - 仅覆盖样式，确保 web-admin 视觉风格与 life-script 对齐
+ */
+import './styles/life-script-theme.scss'
 import * as ElementPlusIconsVue from '@element-plus/icons-vue'
 import App from './App.vue'
 import router from './router'
diff --git a/web-admin/src/styles/life-script-theme.scss b/web-admin/src/styles/life-script-theme.scss
new file mode 100644
index 0000000..9d747bb
--- /dev/null
+++ b/web-admin/src/styles/life-script-theme.scss
@@ -0,0 +1,393 @@
+/**
+ * web-admin 全局主题（对齐 life-script 视觉风格）
+ *
+ * 目标：
+ * - 深色基底 + 玻璃拟态（glassmorphism）
+ * - 橙/蓝点缀色（accent）
+ * - 更大的圆角、更柔和的阴影、更一致的 hover/active 反馈
+ *
+ * 说明：
+ * - 仅做样式覆盖，不涉及任何业务逻辑与交互行为变更
+ * - 通过 CSS Variables 覆盖 Element Plus 主题变量，并对常用 el-* 组件做全局外观微调
+ */
+
+/* 使用国内镜像加载字体，避免 Google Fonts 访问超时（与 life-script 保持一致） */
+@import url('https://fonts.loli.net/css2?family=Noto+Serif+SC:wght@300;600&family=Noto+Sans+SC:wght@300;400;500&display=swap');
+
+:root {
+  /* ====== life-script tokens ====== */
+  --ls-bg: #0a0c10;
+  --ls-text: #e2e8f0;
+  --ls-text-muted: rgba(226, 232, 240, 0.7);
+
+  --ls-glass-bg: rgba(15, 17, 26, 0.4);
+  --ls-glass-bg-strong: rgba(15, 17, 26, 0.55);
+  --ls-glass-border: rgba(255, 255, 255, 0.08);
+  --ls-glass-border-strong: rgba(255, 255, 255, 0.14);
+  --ls-shadow: 0 20px 50px -12px rgba(0, 0, 0, 0.5);
+
+  --ls-accent-orange: #ffab91;
+  --ls-accent-blue: #81d4fa;
+
+  --ls-radius-xl: 32px;
+  --ls-radius-lg: 20px;
+  --ls-radius-md: 16px;
+
+  /* ====== Element Plus theme overrides（尽量使用官方变量名）====== */
+  --el-color-primary: var(--ls-accent-orange);
+  --el-color-success: #67c23a;
+  --el-color-warning: #e6a23c;
+  --el-color-danger: #f56c6c;
+  --el-color-info: var(--ls-accent-blue);
+
+  --el-bg-color: var(--ls-bg);
+  --el-bg-color-overlay: var(--ls-glass-bg-strong);
+  /**
+   * Element Plus 填充色：
+   * - 避免“白底控件”的观感，统一使用偏黑的玻璃面
+   */
+  --el-fill-color-blank: rgba(15, 17, 26, 0.28);
+  --el-fill-color-light: rgba(15, 17, 26, 0.34);
+  --el-fill-color: rgba(15, 17, 26, 0.40);
+  --el-fill-color-dark: rgba(15, 17, 26, 0.46);
+
+  --el-text-color-primary: var(--ls-text);
+  --el-text-color-regular: rgba(226, 232, 240, 0.85);
+  --el-text-color-secondary: rgba(226, 232, 240, 0.7);
+  --el-text-color-placeholder: rgba(226, 232, 240, 0.45);
+  --el-border-color: var(--ls-glass-border);
+  --el-border-color-light: rgba(255, 255, 255, 0.06);
+  --el-border-color-lighter: rgba(255, 255, 255, 0.05);
+  --el-border-color-extra-light: rgba(255, 255, 255, 0.04);
+
+  --el-border-radius-base: var(--ls-radius-md);
+  --el-border-radius-round: 999px;
+  --el-box-shadow-light: var(--ls-shadow);
+}
+
+* {
+  box-sizing: border-box;
+}
+
+html,
+body,
+#app {
+  height: 100%;
+}
+
+body {
+  margin: 0;
+  padding: 0;
+  overflow-x: hidden;
+  font-family: 'Noto Sans SC', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;
+  -webkit-font-smoothing: antialiased;
+  color: var(--ls-text);
+  background-color: var(--ls-bg);
+}
+
+.font-serif {
+  font-family: 'Noto Serif SC', serif;
+}
+
+/* ====== 背景层（给整个后台一个 life-script 风格的氛围底）====== */
+#app {
+  background:
+    radial-gradient(1200px 800px at 10% 20%, rgba(255, 171, 145, 0.12), transparent 55%),
+    radial-gradient(900px 700px at 90% 10%, rgba(129, 212, 250, 0.10), transparent 50%),
+    radial-gradient(900px 700px at 70% 90%, rgba(255, 171, 145, 0.08), transparent 50%),
+    var(--ls-bg);
+}
+
+/* ====== 通用 glass 外观（与 life-script 对齐）====== */
+.glass-card,
+.el-card,
+.el-dialog,
+.el-message-box,
+.el-drawer {
+  background: var(--ls-glass-bg) !important;
+  border: 1px solid var(--ls-glass-border) !important;
+  border-radius: var(--ls-radius-xl) !important;
+  box-shadow: var(--ls-shadow) !important;
+  backdrop-filter: blur(25px) saturate(180%);
+  -webkit-backdrop-filter: blur(25px) saturate(180%);
+}
+
+.el-card__header {
+  border-bottom: 1px solid rgba(255, 255, 255, 0.06) !important;
+}
+
+/* ====== 按钮（玻璃按钮/强调按钮）====== */
+.glass-btn,
+.el-button {
+  background: rgba(15, 17, 26, 0.35);
+  border: 1px solid rgba(255, 255, 255, 0.08);
+  color: var(--ls-text);
+  transition: all 0.5s cubic-bezier(0.23, 1, 0.32, 1);
+}
+
+.el-button:hover,
+.glass-btn:hover {
+  background: rgba(15, 17, 26, 0.25);
+  border-color: rgba(255, 255, 255, 0.18);
+  transform: translateY(-2px);
+}
+
+.el-button:active,
+.glass-btn:active {
+  transform: scale(0.98);
+}
+
+.el-button.is-disabled,
+.el-button.is-disabled:hover {
+  opacity: 0.5;
+  transform: none;
+}
+
+/* primary：用 life-script 的橙色作为主强调 */
+.el-button--primary {
+  background: rgba(255, 171, 145, 0.14) !important;
+  border-color: rgba(255, 171, 145, 0.35) !important;
+  color: var(--ls-accent-orange) !important;
+}
+.el-button--primary:hover {
+  background: var(--ls-accent-orange) !important;
+  color: #000 !important;
+  border-color: var(--ls-accent-orange) !important;
+}
+
+/* link 按钮在深色底上更清晰 */
+.el-button.is-link {
+  background: transparent !important;
+  border-color: transparent !important;
+}
+.el-button.is-link:hover {
+  background: rgba(255, 171, 145, 0.08) !important;
+  border-color: rgba(255, 171, 145, 0.12) !important;
+}
+
+/* ====== 输入框（glass-input 风格）====== */
+.glass-input,
+.el-input__wrapper,
+.el-textarea__inner {
+  background: rgba(0, 0, 0, 0.2) !important;
+  border: 1px solid rgba(255, 255, 255, 0.06) !important;
+  border-radius: var(--ls-radius-md) !important;
+  color: var(--ls-text) !important;
+  box-shadow: none !important;
+}
+
+.el-input__wrapper.is-focus,
+.el-textarea__inner:focus {
+  border-color: rgba(255, 171, 145, 0.55) !important;
+  box-shadow: 0 0 20px rgba(255, 171, 145, 0.10) !important;
+}
+
+.el-input__inner::placeholder,
+.el-textarea__inner::placeholder {
+  color: rgba(255, 255, 255, 0.35) !important;
+}
+
+/**
+ * 浏览器自动填充（尤其登录页）可能将输入框渲染为浅色/白底：
+ * - 强制覆盖为深色玻璃背景，避免出现白底
+ */
+input:-webkit-autofill,
+input:-webkit-autofill:hover,
+input:-webkit-autofill:focus,
+textarea:-webkit-autofill,
+textarea:-webkit-autofill:hover,
+textarea:-webkit-autofill:focus,
+select:-webkit-autofill,
+select:-webkit-autofill:hover,
+select:-webkit-autofill:focus {
+  -webkit-text-fill-color: var(--ls-text) !important;
+  box-shadow: 0 0 0 1000px rgba(0, 0, 0, 0.25) inset !important;
+  -webkit-box-shadow: 0 0 0 1000px rgba(0, 0, 0, 0.25) inset !important;
+  transition: background-color 9999s ease-out 0s;
+}
+
+/* ====== Tabs（border-card 默认面板偏白，统一改为深色玻璃）====== */
+.el-tabs--border-card {
+  background: var(--ls-glass-bg) !important;
+  border: 1px solid rgba(255, 255, 255, 0.06) !important;
+  border-radius: var(--ls-radius-xl) !important;
+  overflow: hidden;
+}
+
+.el-tabs--border-card > .el-tabs__header {
+  background: rgba(15, 17, 26, 0.35) !important;
+  border-bottom: 1px solid rgba(255, 255, 255, 0.06) !important;
+}
+
+.el-tabs--border-card > .el-tabs__header .el-tabs__item {
+  color: rgba(226, 232, 240, 0.75) !important;
+}
+
+.el-tabs--border-card > .el-tabs__header .el-tabs__item.is-active {
+  color: var(--ls-accent-orange) !important;
+}
+
+.el-tabs__nav-wrap::after {
+  background-color: rgba(255, 255, 255, 0.06) !important;
+}
+
+.el-tabs__content {
+  background: transparent !important;
+}
+
+/* ====== Popper/Dropdown/Select/DatePicker 面板（避免白底）====== */
+.el-popper,
+.el-popper.is-light,
+.el-select__popper,
+.el-dropdown__popper,
+.el-autocomplete__popper,
+.el-tooltip__popper,
+.el-picker__popper {
+  background: rgba(15, 17, 26, 0.72) !important;
+  border: 1px solid rgba(255, 255, 255, 0.10) !important;
+  backdrop-filter: blur(25px) saturate(180%);
+  -webkit-backdrop-filter: blur(25px) saturate(180%);
+}
+
+.el-select-dropdown__item,
+.el-dropdown-menu__item {
+  color: rgba(226, 232, 240, 0.85) !important;
+}
+
+.el-select-dropdown__item.hover,
+.el-select-dropdown__item:hover,
+.el-dropdown-menu__item:hover {
+  background: rgba(255, 171, 145, 0.10) !important;
+}
+
+.el-select-dropdown__item.selected {
+  color: var(--ls-accent-orange) !important;
+}
+
+/* ====== 表格/分页（深色玻璃）====== */
+.el-table {
+  background: transparent !important;
+  color: var(--ls-text) !important;
+}
+.el-table th.el-table__cell {
+  background: rgba(255, 255, 255, 0.03) !important;
+  color: rgba(226, 232, 240, 0.85) !important;
+  border-bottom: 1px solid rgba(255, 255, 255, 0.06) !important;
+}
+.el-table td.el-table__cell {
+  background: transparent !important;
+  border-bottom: 1px solid rgba(255, 255, 255, 0.04) !important;
+}
+.el-table--striped .el-table__body tr.el-table__row--striped td.el-table__cell {
+  background: rgba(255, 255, 255, 0.02) !important;
+}
+.el-table--enable-row-hover .el-table__body tr:hover > td.el-table__cell {
+  background: rgba(255, 171, 145, 0.06) !important;
+}
+
+.el-pagination {
+  color: rgba(226, 232, 240, 0.85) !important;
+}
+
+/* ====== 弹窗（对话框/MessageBox）====== */
+.el-dialog__header {
+  margin-right: 0 !important;
+  border-bottom: 1px solid rgba(255, 255, 255, 0.06);
+}
+.el-dialog__title {
+  color: var(--ls-text) !important;
+}
+
+/* ====== Tag/Statistic 等小组件可读性 ====== */
+.el-tag {
+  /**
+   * Tag 在深色玻璃主题下默认背景会偏亮，导致“白底字段”观感：
+   * - 统一改为深色玻璃底
+   * - 不同 type 使用对应色系做文字/边框强调
+   */
+  background: rgba(15, 17, 26, 0.38) !important;
+  border: 1px solid rgba(255, 255, 255, 0.10) !important;
+  color: rgba(226, 232, 240, 0.85) !important;
+}
+
+/* Tag 颜色语义：保持可读性与 life-script 点缀风格一致 */
+.el-tag--primary {
+  background: rgba(255, 171, 145, 0.12) !important;
+  border-color: rgba(255, 171, 145, 0.28) !important;
+  color: var(--ls-accent-orange) !important;
+}
+
+.el-tag--success {
+  background: rgba(103, 194, 58, 0.12) !important;
+  border-color: rgba(103, 194, 58, 0.28) !important;
+  color: rgba(199, 255, 176, 0.95) !important;
+}
+
+.el-tag--warning {
+  background: rgba(230, 162, 60, 0.12) !important;
+  border-color: rgba(230, 162, 60, 0.28) !important;
+  color: rgba(255, 220, 160, 0.95) !important;
+}
+
+.el-tag--danger {
+  background: rgba(245, 108, 108, 0.12) !important;
+  border-color: rgba(245, 108, 108, 0.30) !important;
+  color: rgba(255, 190, 190, 0.95) !important;
+}
+
+.el-tag--info {
+  background: rgba(129, 212, 250, 0.10) !important;
+  border-color: rgba(129, 212, 250, 0.26) !important;
+  color: var(--ls-accent-blue) !important;
+}
+
+/* plain 模式也避免浅底 */
+.el-tag.is-plain {
+  background: rgba(15, 17, 26, 0.28) !important;
+}
+
+/* ====== Descriptions（详情展示默认也可能偏白）====== */
+.el-descriptions,
+.el-descriptions__body,
+.el-descriptions__table {
+  background: transparent !important;
+  color: var(--ls-text) !important;
+}
+
+.el-descriptions__cell {
+  background: rgba(15, 17, 26, 0.24) !important;
+  border-color: rgba(255, 255, 255, 0.06) !important;
+  color: rgba(226, 232, 240, 0.85) !important;
+}
+
+.el-descriptions__label {
+  color: rgba(226, 232, 240, 0.65) !important;
+}
+
+.el-descriptions__content {
+  color: rgba(226, 232, 240, 0.90) !important;
+}
+.el-statistic__head {
+  color: rgba(226, 232, 240, 0.7) !important;
+}
+.el-statistic__content {
+  color: var(--ls-text) !important;
+}
+
+/* ====== 滚动条（与 life-script 接近）====== */
+*::-webkit-scrollbar {
+  width: 4px;
+  height: 4px;
+}
+*::-webkit-scrollbar-track {
+  background: transparent;
+}
+*::-webkit-scrollbar-thumb {
+  background: rgba(255, 255, 255, 0.08);
+  border-radius: 10px;
+}
+*::-webkit-scrollbar-thumb:hover {
+  background: rgba(255, 255, 255, 0.15);
+}
+
+
diff --git a/web-admin/src/views/Dashboard.vue b/web-admin/src/views/Dashboard.vue
index 754bd91..42baa20 100644
--- a/web-admin/src/views/Dashboard.vue
+++ b/web-admin/src/views/Dashboard.vue
@@ -498,7 +498,7 @@ const updateUserChart = () => {
     .page-title {
       margin: 0;
       font-size: 24px;
-      color: #333;
+      color: var(--ls-text);
     }
     
     .dashboard-actions {
@@ -535,13 +535,13 @@ const updateUserChart = () => {
         .stat-value {
           font-size: 28px;
           font-weight: bold;
-          color: #333;
+          color: var(--ls-text);
           margin-bottom: 5px;
         }
         
         .stat-label {
           font-size: 14px;
-          color: #999;
+          color: rgba(226, 232, 240, 0.65);
         }
       }
     }
@@ -563,7 +563,7 @@ const updateUserChart = () => {
       .nickname {
         font-size: 14px;
         font-weight: 500;
-        color: #333;
+        color: rgba(226, 232, 240, 0.9);
         white-space: nowrap;
         overflow: hidden;
         text-overflow: ellipsis;
@@ -571,7 +571,7 @@ const updateUserChart = () => {
       
       .username {
         font-size: 12px;
-        color: #999;
+        color: rgba(226, 232, 240, 0.6);
         white-space: nowrap;
         overflow: hidden;
         text-overflow: ellipsis;
diff --git a/web-admin/src/views/Login.vue b/web-admin/src/views/Login.vue
index e5d8a4d..410ff50 100644
--- a/web-admin/src/views/Login.vue
+++ b/web-admin/src/views/Login.vue
@@ -93,15 +93,33 @@ const handleLogin = async () => {
   justify-content: center;
   align-items: center;
   min-height: 100vh;
-  background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+  background: var(--ls-bg);
+  position: relative;
+  overflow: hidden;
+}
+
+.login-container::before {
+  content: '';
+  position: absolute;
+  inset: -20%;
+  background:
+    radial-gradient(700px 500px at 20% 30%, rgba(255, 171, 145, 0.18), transparent 55%),
+    radial-gradient(650px 500px at 80% 20%, rgba(129, 212, 250, 0.14), transparent 55%),
+    radial-gradient(800px 600px at 60% 80%, rgba(255, 171, 145, 0.10), transparent 55%);
+  filter: blur(0px);
+  pointer-events: none;
 }
 
 .login-box {
   width: 400px;
   padding: 40px;
-  background: #fff;
-  border-radius: 10px;
-  box-shadow: 0 10px 40px rgba(0, 0, 0, 0.1);
+  background: var(--ls-glass-bg);
+  border: 1px solid var(--ls-glass-border);
+  border-radius: var(--ls-radius-xl);
+  box-shadow: var(--ls-shadow);
+  backdrop-filter: blur(25px) saturate(180%);
+  -webkit-backdrop-filter: blur(25px) saturate(180%);
+  position: relative;
 }
 
 .login-header {
@@ -110,13 +128,13 @@ const handleLogin = async () => {
   
   h2 {
     font-size: 24px;
-    color: #333;
+    color: var(--ls-text);
     margin-bottom: 10px;
   }
   
   p {
     font-size: 14px;
-    color: #999;
+    color: rgba(226, 232, 240, 0.7);
   }
 }
 
@@ -132,7 +150,7 @@ const handleLogin = async () => {
   
   p {
     font-size: 12px;
-    color: #999;
+    color: rgba(226, 232, 240, 0.6);
   }
 }
 </style>
diff --git a/web-admin/src/views/NotFound.vue b/web-admin/src/views/NotFound.vue
index 057574d..053f943 100644
--- a/web-admin/src/views/NotFound.vue
+++ b/web-admin/src/views/NotFound.vue
@@ -24,20 +24,20 @@ const goHome = () => {
   justify-content: center;
   align-items: center;
   min-height: 100vh;
-  background-color: #f0f2f5;
+  background-color: var(--ls-bg);
   
   .content {
     text-align: center;
     
     h1 {
       font-size: 120px;
-      color: #409eff;
+      color: var(--ls-accent-orange);
       margin-bottom: 20px;
     }
     
     p {
       font-size: 24px;
-      color: #666;
+      color: rgba(226, 232, 240, 0.75);
       margin-bottom: 30px;
     }
   }
diff --git a/web-admin/src/views/admin/AdminList.vue b/web-admin/src/views/admin/AdminList.vue
index c374c24..e97dfed 100644
--- a/web-admin/src/views/admin/AdminList.vue
+++ b/web-admin/src/views/admin/AdminList.vue
@@ -296,7 +296,7 @@ onMounted(() => {
   .page-title {
     margin-bottom: 20px;
     font-size: 24px;
-    color: #333;
+    color: var(--ls-text);
   }
   
   .search-card {
diff --git a/web-admin/src/views/aiconfig/AiConfigList.vue b/web-admin/src/views/aiconfig/AiConfigList.vue
index 3506eee..402fecc 100644
--- a/web-admin/src/views/aiconfig/AiConfigList.vue
+++ b/web-admin/src/views/aiconfig/AiConfigList.vue
@@ -1581,7 +1581,7 @@ onMounted(() => {
   .page-title {
     margin-bottom: 20px;
     font-size: 24px;
-    color: #333;
+    color: var(--ls-text);
   }
   
   .search-card {
@@ -1614,8 +1614,9 @@ onMounted(() => {
     .stats-row {
       margin-bottom: 20px;
       padding: 20px;
-      background: #f8f9fa;
-      border-radius: 8px;
+      background: rgba(255, 255, 255, 0.03);
+      border: 1px solid rgba(255, 255, 255, 0.06);
+      border-radius: var(--ls-radius-lg);
     }
     
     .pagination {
@@ -1627,7 +1628,7 @@ onMounted(() => {
   .form-tip {
     margin-left: 10px;
     font-size: 12px;
-    color: #999;
+    color: rgba(226, 232, 240, 0.6);
   }
 }
 
@@ -1635,8 +1636,8 @@ onMounted(() => {
   .test-section {
     h4 {
       margin-bottom: 20px;
-      color: #333;
-      border-bottom: 2px solid #409eff;
+      color: var(--ls-text);
+      border-bottom: 2px solid rgba(255, 171, 145, 0.6);
       padding-bottom: 8px;
     }
     
@@ -1646,7 +1647,7 @@ onMounted(() => {
       gap: 8px;
       
       .info-icon {
-        color: #909399;
+        color: rgba(226, 232, 240, 0.6);
         cursor: help;
       }
     }
diff --git a/web-admin/src/views/dictionary/DictionaryForm.vue b/web-admin/src/views/dictionary/DictionaryForm.vue
index 24ffa05..2c5e791 100644
--- a/web-admin/src/views/dictionary/DictionaryForm.vue
+++ b/web-admin/src/views/dictionary/DictionaryForm.vue
@@ -69,7 +69,7 @@
 </template>
 
 <script setup lang="ts">
-import { ref, reactive, onMounted, computed } from 'vue'
+import { ref, reactive, onMounted, computed, watch } from 'vue'
 import { ElMessage } from 'element-plus'
 import { useRouter, useRoute } from 'vue-router'
 import { getDictionaryById, createDictionary, updateDictionary } from '@/api/dictionary'
@@ -81,7 +81,10 @@ const route = useRoute()
 const formRef = ref()
 const submitting = ref(false)
 
-const form = reactive<DictionaryCreateRequest | DictionaryUpdateRequest>({
+/**
+ * 创建/编辑表单默认值
+ */
+const DEFAULT_FORM: DictionaryCreateRequest = {
   dictType: '',
   dictCode: '',
   dictName: '',
@@ -89,7 +92,14 @@ const form = reactive<DictionaryCreateRequest | DictionaryUpdateRequest>({
   sortOrder: 0,
   status: 1,
   remarks: ''
-})
+}
+
+/**
+ * 字典表单数据
+ * - 创建模式：DictionaryCreateRequest
+ * - 编辑模式：DictionaryUpdateRequest（后端会要求 id）
+ */
+const form = reactive<DictionaryCreateRequest | DictionaryUpdateRequest>({ ...DEFAULT_FORM })
 
 const rules = {
   dictType: [
@@ -122,6 +132,14 @@ const fetchDetail = async () => {
   }
 }
 
+/**
+ * 重置表单（用于从编辑切换到创建时清空旧数据）
+ */
+const resetFormToDefault = () => {
+  Object.assign(form, { ...DEFAULT_FORM })
+  formRef.value?.clearValidate?.()
+}
+
 const handleSubmit = async () => {
   if (!formRef.value) return
   
@@ -156,6 +174,22 @@ onMounted(() => {
     fetchDetail()
   }
 })
+
+/**
+ * 监听路由模式切换：
+ * - edit -> create：清空表单，避免复用组件实例导致“新增页带出旧数据”
+ * - create -> edit：拉取详情
+ */
+watch(
+  () => route.params.id,
+  async (id) => {
+    if (id) {
+      await fetchDetail()
+    } else {
+      resetFormToDefault()
+    }
+  }
+)
 </script>
 
 <style scoped lang="scss">
@@ -163,7 +197,7 @@ onMounted(() => {
   .page-title {
     margin-bottom: 20px;
     font-size: 24px;
-    color: #333;
+    color: var(--ls-text);
   }
   
   .el-card {
diff --git a/web-admin/src/views/dictionary/DictionaryList.vue b/web-admin/src/views/dictionary/DictionaryList.vue
index 89b60ea..6aff235 100644
--- a/web-admin/src/views/dictionary/DictionaryList.vue
+++ b/web-admin/src/views/dictionary/DictionaryList.vue
@@ -99,9 +99,17 @@
 <script setup lang="ts">
 import { ref, reactive, onMounted } from 'vue'
 import { ElMessage, ElMessageBox } from 'element-plus'
+import { useRouter } from 'vue-router'
 import { getDictionaryPage, deleteDictionary, updateDictionary } from '@/api/dictionary'
 import type { Dictionary, DictionaryPageRequest } from '@/types/dictionary'
 
+/**
+ * 字典列表页
+ * - 负责查询/展示/跳转新增与编辑
+ * - 注意：项目使用 history 路由模式，禁止使用 window.location.hash 跳转
+ */
+const router = useRouter()
+
 const loading = ref(false)
 const detailVisible = ref(false)
 const currentDictionary = ref<Dictionary | null>(null)
@@ -156,13 +164,17 @@ const handleReset = () => {
 }
 
 const handleCreate = () => {
-  // 跳转到创建页面
-  window.location.hash = '#/dictionary/create'
+  /**
+   * 跳转到创建页面（history 模式）
+   */
+  router.push('/dictionary/create')
 }
 
 const handleEdit = (row: Dictionary) => {
-  // 跳转到编辑页面
-  window.location.hash = `#/dictionary/edit/${row.id}`
+  /**
+   * 跳转到编辑页面（history 模式）
+   */
+  router.push(`/dictionary/edit/${row.id}`)
 }
 
 const handleView = (row: Dictionary) => {
@@ -222,7 +234,7 @@ onMounted(() => {
   .page-title {
     margin-bottom: 20px;
     font-size: 24px;
-    color: #333;
+    color: var(--ls-text);
   }
   
   .search-card {
diff --git a/web-admin/src/views/tools/ApiTester.vue b/web-admin/src/views/tools/ApiTester.vue
index 7cabf50..bd4902e 100644
--- a/web-admin/src/views/tools/ApiTester.vue
+++ b/web-admin/src/views/tools/ApiTester.vue
@@ -588,7 +588,7 @@ initHistory()
   .page-title {
     margin-bottom: 20px;
     font-size: 24px;
-    color: #333;
+    color: var(--ls-text);
   }
 
   .request-card,
@@ -610,7 +610,7 @@ initHistory()
     margin-bottom: 10px;
 
     .params-tip {
-      color: #909399;
+      color: rgba(226, 232, 240, 0.6);
       font-size: 12px;
     }
 
@@ -642,8 +642,9 @@ initHistory()
   .response-body {
     max-height: 500px;
     overflow: auto;
-    background-color: #f5f7fa;
-    border-radius: 4px;
+    background: rgba(0, 0, 0, 0.2);
+    border: 1px solid rgba(255, 255, 255, 0.06);
+    border-radius: var(--ls-radius-md);
     padding: 10px;
   }
 
@@ -654,6 +655,7 @@ initHistory()
     line-height: 1.5;
     white-space: pre-wrap;
     word-break: break-all;
+    color: rgba(226, 232, 240, 0.9);
   }
 }
 </style>
diff --git a/web-admin/src/views/user/UserList.vue b/web-admin/src/views/user/UserList.vue
index 128e165..450f2e0 100644
--- a/web-admin/src/views/user/UserList.vue
+++ b/web-admin/src/views/user/UserList.vue
@@ -190,7 +190,7 @@ onMounted(() => {
   .page-title {
     margin-bottom: 20px;
     font-size: 24px;
-    color: #333;
+    color: var(--ls-text);
   }
   
   .search-card {