diff --git a/frontend-web/src/components/assistant-ui/document-upload-popup.tsx b/frontend-web/src/components/assistant-ui/document-upload-popup.tsx
index 98fcdbe4..a0afd6d5 100644
--- a/frontend-web/src/components/assistant-ui/document-upload-popup.tsx
+++ b/frontend-web/src/components/assistant-ui/document-upload-popup.tsx
@@ -826,7 +826,13 @@ const DocumentUploadPopupContent: FC<{
                         </Button>
                       </div>
                     )}
-                    {listData.length === 0 && <Empty />}
+                    {isSearching ? (
+                      <div className="flex items-center justify-center py-16">
+                        <Loader2 className="h-8 w-8 animate-spin text-muted-foreground" />
+                      </div>
+                    ) : (
+                      listData.length === 0 && <Empty />
+                    )}
                     {searchType === "human" && (
                       <div className="bg-white p-[10px] grid grid-cols-5 gap-[10px]">
                         {listData.map((item: listDataItem, index: number) => {
diff --git a/frontend-web/src/components/assistant-ui/network-actor.tsx b/frontend-web/src/components/assistant-ui/network-actor.tsx
index 9be9cfcd..a48576cb 100644
--- a/frontend-web/src/components/assistant-ui/network-actor.tsx
+++ b/frontend-web/src/components/assistant-ui/network-actor.tsx
@@ -545,7 +545,12 @@ export function NetworkActor({ inputValue, searchSpaceId, onSuccess }: NetworkAc
           </div>
         )}
         <div className="p-[10px]">
-          <div className="grid grid-cols-4 gap-[10px] user-list">
+          {isSearching ? (
+            <div className="flex items-center justify-center py-16">
+              <Loader2 className="h-8 w-8 animate-spin text-muted-foreground" />
+            </div>
+          ) : null}
+          <div className={`grid grid-cols-4 gap-[10px] user-list${isSearching ? ' hidden' : ''}`}>
             {userList.map((item, index) => (
               <div key={index} className="user-item p-[10px] relative">
                 <div className="absolute top-[5px] right-[10px]">
diff --git a/frontend-web/src/pages/NotebookAIWritingPage.tsx b/frontend-web/src/pages/NotebookAIWritingPage.tsx
index 8c818d68..e23e5f24 100644
--- a/frontend-web/src/pages/NotebookAIWritingPage.tsx
+++ b/frontend-web/src/pages/NotebookAIWritingPage.tsx
@@ -2,6 +2,9 @@ import { useEffect, useState } from 'react';
 import { useSearchParams } from 'react-router-dom';
 import AIWritingPage from '@/open-canvas/pages/AIWritingPage';
 import { getNotebookApiBaseURL } from '@/core/config';
+import { useTheme, type ThemeType } from '@/contexts/ThemeContext';
+
+const VALID_THEMES: ThemeType[] = ['dark', 'light', 'lightblue'];
 
 interface NotebookTokenData {
   doc_ids: number[];
@@ -13,6 +16,17 @@ interface NotebookTokenData {
 export default function NotebookAIWritingPage() {
   const [searchParams] = useSearchParams();
   const token = searchParams.get('token');
+  const themekey = searchParams.get('themekey');
+  const { setTheme } = useTheme();
+
+  // 跟随调用方传入的 themekey 切换主题；缺省或非法值兜底为 light
+  useEffect(() => {
+    const next = themekey && VALID_THEMES.includes(themekey as ThemeType)
+      ? (themekey as ThemeType)
+      : 'light';
+    setTheme(next);
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [themekey]);
 
   const [data, setData] = useState<NotebookTokenData | null>(null);
   const [spaceName, setSpaceName] = useState<string | null>(null);
diff --git a/frontend-web/src/pages/StudioNotebookDetailPage.tsx b/frontend-web/src/pages/StudioNotebookDetailPage.tsx
index b0747e85..83d367f4 100644
--- a/frontend-web/src/pages/StudioNotebookDetailPage.tsx
+++ b/frontend-web/src/pages/StudioNotebookDetailPage.tsx
@@ -27,6 +27,7 @@ import { fetchDocumentByChunk } from "@/core/studio/api";
 import type { DocumentWithChunks } from "@/core/studio/api";
 import type { SourceItem } from "@/core/studio/types";
 import { getStoredAuth } from "@/core/auth";
+import { useTheme } from "@/contexts/ThemeContext";
 import { useModels } from "@/core/models/hooks";
 import {
   Select,
@@ -218,6 +219,7 @@ export default function StudioNotebookDetailPage({
   const params = useParams<{ notebookId: string }>();
   const notebookId =
     notebookIdProp != null ? String(notebookIdProp) : params.notebookId;
+  const { theme } = useTheme(); // 跳转「我的空间」时带上当前主题 key
   const { notebooks, isLoading, token: studioToken } = useStudioNotebooks(); // token 用于跳转 callback
   const { models } = useModels();
   const queryClient = useQueryClient();
@@ -508,7 +510,7 @@ export default function StudioNotebookDetailPage({
                 </div>
                 <div className="flex items-center gap-2">
                   <a
-                    href={`${import.meta.env.VITE_AIPI_FRONTEND_URL}/auth/callback?token=${studioToken ?? ""}&redirect=/dashboard/${notebookId}/new-chat`}
+                    href={`${import.meta.env.VITE_AIPI_FRONTEND_URL}/auth/callback?token=${studioToken ?? ""}&redirect=/dashboard/${notebookId}/new-chat&themekey=${theme}`}
                     target="_blank"
                     rel="noreferrer"
                     className="flex items-center gap-1.5 rounded-full bg-muted px-3 py-1 text-xs text-muted-foreground transition-colors hover:bg-muted/70"
@@ -532,7 +534,7 @@ export default function StudioNotebookDetailPage({
               <div className="relative z-10 flex flex-1 flex-col overflow-hidden">
                 {/* 右上角跳转按钮 */}
                 <a
-                  href={`${import.meta.env.VITE_AIPI_FRONTEND_URL}/auth/callback?token=${studioToken ?? ""}&redirect=/dashboard/${notebookId}/new-chat`}
+                  href={`${import.meta.env.VITE_AIPI_FRONTEND_URL}/auth/callback?token=${studioToken ?? ""}&redirect=/dashboard/${notebookId}/new-chat&themekey=${theme}`}
                   target="_blank"
                   rel="noreferrer"
                   className="absolute right-6 top-4 z-10 flex items-center gap-1.5 rounded-full bg-muted/70 px-3 py-1.5 text-xs text-muted-foreground backdrop-blur transition-colors hover:bg-muted"
diff --git a/frontend-web/src/pages/StudioNotebooksPage.tsx b/frontend-web/src/pages/StudioNotebooksPage.tsx
index e090a6ae..40f444a5 100644
--- a/frontend-web/src/pages/StudioNotebooksPage.tsx
+++ b/frontend-web/src/pages/StudioNotebooksPage.tsx
@@ -8,6 +8,7 @@ import { useQueryClient } from "@tanstack/react-query";
 import { useStudioNotebooks } from "@/core/studio/hooks";
 import { createSearchSpace, deleteSearchSpace, renameSearchSpace } from "@/core/studio/api";
 import { getStoredAuth } from "@/core/auth";
+import { useTheme } from "@/contexts/ThemeContext";
 import type { StudioNotebook } from "@/core/studio/types";
 import {
   Dialog,
@@ -23,13 +24,16 @@ import {
 } from "@/components/ui/dropdown-menu";
 import { Button } from "@/components/ui/button";
 
-function NotebookCardSkeleton() {
+function NotebookCardSkeleton({ isDark }: { isDark: boolean }) {
   return (
-    <div className="flex flex-col rounded-[20px] bg-[#f2f2f2] p-5" style={{ minHeight: 180 }}>
-      <div className="size-10 animate-pulse rounded-xl bg-[#e0e0e0]" />
+    <div
+      className={`flex flex-col rounded-[20px] p-5 ${isDark ? "bg-[#1e2330]" : "bg-[#f2f2f2]"}`}
+      style={{ minHeight: 180 }}
+    >
+      <div className={`size-10 animate-pulse rounded-xl ${isDark ? "bg-[#2c3346]" : "bg-[#e0e0e0]"}`} />
       <div className="mt-auto flex flex-col gap-1.5 pt-8">
-        <div className="h-4 w-3/4 animate-pulse rounded bg-[#e0e0e0]" />
-        <div className="h-3 w-1/3 animate-pulse rounded bg-[#e0e0e0]" />
+        <div className={`h-4 w-3/4 animate-pulse rounded ${isDark ? "bg-[#2c3346]" : "bg-[#e0e0e0]"}`} />
+        <div className={`h-3 w-1/3 animate-pulse rounded ${isDark ? "bg-[#2c3346]" : "bg-[#e0e0e0]"}`} />
       </div>
     </div>
   );
@@ -37,11 +41,13 @@ function NotebookCardSkeleton() {
 
 function NotebookCard({
   nb,
+  isDark,
   onRename,
   onDelete,
   onOpen,
 }: {
   nb: StudioNotebook;
+  isDark: boolean;
   onRename: (nb: StudioNotebook) => void;
   onDelete: (nb: StudioNotebook) => void;
   /** 传入则点击卡片回调（内嵌打开），不再路由跳转。 */
@@ -61,16 +67,16 @@ function NotebookCard({
           <div className="size-7" />
         </div>
         <div className="mt-auto flex flex-col gap-1 pt-8">
-          <span className="line-clamp-2 text-[15px] font-medium leading-snug text-[#1f1f1f]">
+          <span className={`line-clamp-2 text-[15px] font-medium leading-snug ${isDark ? "text-[#e8eaf0]" : "text-[#1f1f1f]"}`}>
             {nb.name}
           </span>
-          <span className="text-[13px] text-[#666]">{nb.source_count} 个来源</span>
+          <span className={`text-[13px] ${isDark ? "text-[#8b93a7]" : "text-[#666]"}`}>{nb.source_count} 个来源</span>
         </div>
     </>
   );
 
   return (
-    <div className="group relative flex flex-col rounded-[20px] bg-[#f2f2f2] transition-colors hover:bg-[#e8e8e8]" style={{ minHeight: 180 }}>
+    <div className={`group relative flex flex-col rounded-[20px] transition-colors ${isDark ? "bg-[#1e2330] hover:bg-[#262c3b]" : "bg-[#f2f2f2] hover:bg-[#e8e8e8]"}`} style={{ minHeight: 180 }}>
       {onOpen ? (
         <button
           type="button"
@@ -125,6 +131,8 @@ export default function StudioNotebooksPage({
   onOpenNotebook?: (id: number) => void;
 } = {}) {
   const { notebooks, isLoading, isError } = useStudioNotebooks();
+  const { theme } = useTheme();
+  const isDark = theme === "dark";
   const queryClient = useQueryClient();
 
   // ── 新建 ──
@@ -221,11 +229,12 @@ export default function StudioNotebooksPage({
       {/* Grid */}
       <div className="grid grid-cols-2 gap-4 sm:grid-cols-3 lg:grid-cols-4">
         {isLoading
-          ? Array.from({ length: 8 }).map((_, i) => <NotebookCardSkeleton key={i} />)
+          ? Array.from({ length: 8 }).map((_, i) => <NotebookCardSkeleton key={i} isDark={isDark} />)
           : notebooks.map((nb) => (
             <NotebookCard
               key={nb.id}
               nb={nb}
+              isDark={isDark}
               onRename={(nb) => { setRenameTarget(nb); setRenameName(nb.name); setRenameError(""); }}
               onDelete={(nb) => { setDeleteTarget(nb); setDeleteError(""); }}
               onOpen={onOpenNotebook}