diff --git a/.gitignore b/.gitignore
index 020d34e3..4aebc103 100644
--- a/.gitignore
+++ b/.gitignore
@@ -98,3 +98,6 @@ docs/aidev-docs
 docs/backups
 # Frontend skills components must be tracked (excluded from the broad skills/ ignore above)
 !frontend-web/src/components/workspace/skills/
+
+# uv lockfile (not tracked per project preference)
+offline-backend-20260512/backend/uv.lock
diff --git a/frontend-web/.env.development b/frontend-web/.env.development
index 6228c720..e66a65da 100644
--- a/frontend-web/.env.development
+++ b/frontend-web/.env.development
@@ -25,8 +25,13 @@ VITE_AIPI_KNOWLEDGE_IFRAME_API_URL=https://ch1.b.uat.4.cn/knowes/api/iframeKnowl
 VITE_AIPI_KNOWLEDGE_IFRAME_SKIN=red
 VITE_AIPI_MOPECHAT_URL=https://ch1.b.uat.4.cn/likun_b1_mope
 VITE_AIPI_BACKENP_URL=https://knowledgetoolserver.b.uat.4.cn
+# 我的笔记前端
+VITE_AIPI_FRONTEND_URL= xxx
 VITE_AIPI_CONSUMER_URL=https://ch1.b.uat.4.cn/consumer
 VITE_AIPI_PGLINKTO_URL=https://pg.b.uat.4.cn
 VITE_AIPI_XKLINKTO_URL=https://kz.b.uat.4.cn
 # 可选：Canvas 独立 LangGraph 地址（不设则回退到 VITE_LANGGRAPH_BASE_URL）
 # VITE_CANVAS_LANGGRAPH_BASE_URL=
+
+# 我的笔记是否显示，侧边栏
+VITE_STUDIO_ENABLED=false
diff --git a/frontend-web/src/components/ai-elements/artifact.tsx b/frontend-web/src/components/ai-elements/artifact.tsx
index b5e89bd7..3acfc5c1 100644
--- a/frontend-web/src/components/ai-elements/artifact.tsx
+++ b/frontend-web/src/components/ai-elements/artifact.tsx
@@ -16,7 +16,7 @@ export type ArtifactProps = HTMLAttributes<HTMLDivElement>;
 export const Artifact = ({ className, ...props }: ArtifactProps) => (
   <div
     className={cn(
-      "flex flex-col overflow-hidden rounded-[1.35rem] border border-[#ece7dd] bg-white shadow-[0_24px_60px_-28px_rgba(15,23,42,0.16)] ring-1 ring-black/3",
+      "flex flex-col overflow-hidden rounded-[1.35rem] border border-border bg-background shadow-[0_24px_60px_-28px_rgba(15,23,42,0.16)] ring-1 ring-black/3",
       className,
     )}
     {...props}
@@ -31,7 +31,7 @@ export const ArtifactHeader = ({
 }: ArtifactHeaderProps) => (
   <div
     className={cn(
-      "flex items-center justify-between border-b border-[#efe9de] bg-white px-4 py-3",
+      "flex items-center justify-between border-b border-border bg-background px-4 py-3",
       className,
     )}
     {...props}
@@ -147,7 +147,7 @@ export const ArtifactContent = forwardRef<HTMLDivElement, ArtifactContentProps>(
     <div
       ref={ref}
       className={cn(
-        "min-h-0 flex-1 overflow-auto bg-white p-4",
+        "min-h-0 flex-1 overflow-auto bg-background p-4",
         className,
       )}
       {...props}
diff --git a/frontend-web/src/components/workspace/agents/agent-card.tsx b/frontend-web/src/components/workspace/agents/agent-card.tsx
index a7e2b79b..a3002755 100644
--- a/frontend-web/src/components/workspace/agents/agent-card.tsx
+++ b/frontend-web/src/components/workspace/agents/agent-card.tsx
@@ -2,6 +2,7 @@
 
 import {
   BotIcon,
+  CopyIcon,
   GlobeIcon,
   InfoIcon,
   LockIcon,
@@ -43,12 +44,14 @@ import { TagChipList } from "@/components/workspace/tags/tag-chip";
 import { TagPickerDialog } from "@/components/workspace/tags/tag-picker-dialog";
 import {
   useAgent,
+  useCreateAgent,
   useDeleteAgent,
   useSetAgentFeatured,
   useSetAgentPrivate,
   useToggleAgentFavorite,
   useUpdateAgent,
 } from "@/core/agents";
+import { getAgent } from "@/core/agents/api";
 import type { Agent } from "@/core/agents";
 import { getStoredAuth } from "@/core/auth";
 import { useI18n } from "@/core/i18n/hooks";
@@ -65,6 +68,7 @@ export function AgentCard({ agent }: AgentCardProps) {
   const router = useRouter();
   const deleteAgent = useDeleteAgent();
   const updateAgent = useUpdateAgent();
+  const createAgent = useCreateAgent();
   const setFeatured = useSetAgentFeatured();
   const setPrivate = useSetAgentPrivate();
   const toggleFavorite = useToggleAgentFavorite();
@@ -153,6 +157,41 @@ export function AgentCard({ agent }: AgentCardProps) {
     }
   }
 
+  async function handleDuplicate() {
+    if (createAgent.isPending) {
+      return;
+    }
+    try {
+      // SOUL.md is omitted from the list payload (perf), so fetch the detail
+      // row to carry the source agent's personality into the copy. Fall back
+      // to whatever the list happened to include if the detail fetch fails.
+      let soul = agent.soul ?? "";
+      try {
+        const detail = await getAgent(agent.id);
+        soul = detail.soul ?? soul;
+      } catch {
+        // keep the list fallback
+      }
+      const created = await createAgent.mutateAsync({
+        name: `${agent.name} 副本`,
+        description: agent.description ?? "",
+        soul,
+        skills: agent.skills ?? [],
+        model: agent.model ?? null,
+        tool_groups: agent.tool_groups ?? null,
+        // A copy starts as a private, unpublished draft the owner can refine
+        // before sharing — never inherit the source's published/private state.
+        published: false,
+        is_private: false,
+      });
+      toast.success(
+        `已复制为「${desensitize(created.name)}」，可在「我的」中编辑`,
+      );
+    } catch (err) {
+      toast.error(err instanceof Error ? err.message : String(err));
+    }
+  }
+
   async function handleSaveEdit() {
     const trimmedName = editName.trim();
     if (!trimmedName) {
@@ -471,6 +510,16 @@ export function AgentCard({ agent }: AgentCardProps) {
                   <ShieldIcon className="h-3.5 w-3.5" />
                 </Button>
               )}
+              <Button
+                size="icon"
+                variant="ghost"
+                className="h-8 w-8 shrink-0"
+                onClick={() => void handleDuplicate()}
+                disabled={createAgent.isPending}
+                title="复制为新智能体"
+              >
+                <CopyIcon className="h-3.5 w-3.5" />
+              </Button>
               {canEdit && (
                 <Button
                   size="icon"
@@ -535,7 +584,7 @@ export function AgentCard({ agent }: AgentCardProps) {
                   已选 {selectedSkills.length} 个
                 </span>
               </div>
-              <div className="rounded-md border p-2">
+              <div className="max-h-[240px] overflow-y-auto rounded-md border p-2">
                 {isSkillsLoading ? (
                   <p className="text-muted-foreground text-sm">技能加载中...</p>
                 ) : enabledSkills.length === 0 ? (
@@ -543,13 +592,13 @@ export function AgentCard({ agent }: AgentCardProps) {
                     当前没有可用技能
                   </p>
                 ) : (
-                  <div className="flex flex-wrap gap-2">
+                  <div className="grid grid-cols-1 gap-2 sm:grid-cols-2">
                     {enabledSkills.map((skill) => {
                       const checked = selectedSkills.includes(skill.name);
                       return (
                         <div
                           key={skill.name}
-                          className="inline-flex max-w-full items-center"
+                          className="flex w-full min-w-0 items-center"
                         >
                           <Button
                             type="button"
@@ -557,7 +606,7 @@ export function AgentCard({ agent }: AgentCardProps) {
                             variant={checked ? "default" : "outline"}
                             onClick={() => toggleSkill(skill.name)}
                             title={desensitize(skill.description ?? "")}
-                            className="h-8 max-w-[200px] rounded-r-none"
+                            className="h-8 min-w-0 flex-1 rounded-r-none"
                           >
                             <span className="truncate">{desensitize(skill.name)}</span>
                           </Button>
diff --git a/frontend-web/src/components/workspace/chats/chat-box.tsx b/frontend-web/src/components/workspace/chats/chat-box.tsx
index 282d2584..0fe678a2 100644
--- a/frontend-web/src/components/workspace/chats/chat-box.tsx
+++ b/frontend-web/src/components/workspace/chats/chat-box.tsx
@@ -384,14 +384,14 @@ const ChatBox: React.FC<{
       />
       <ResizablePanel
         className={cn(
-          "bg-[#fffdfa] transition-all duration-300 ease-in-out",
+          "bg-background transition-all duration-300 ease-in-out",
           !sidePanelOpen && "opacity-0",
         )}
         id="artifacts"
       >
         <div
           className={cn(
-            "h-full bg-[#fffdfa] p-4 transition-transform duration-300 ease-in-out",
+            "h-full bg-background p-4 transition-transform duration-300 ease-in-out",
             sidePanelOpen ? "translate-x-0" : "translate-x-full",
           )}
         >
diff --git a/frontend-web/src/components/workspace/input-box.tsx b/frontend-web/src/components/workspace/input-box.tsx
index f1739d53..da17a139 100644
--- a/frontend-web/src/components/workspace/input-box.tsx
+++ b/frontend-web/src/components/workspace/input-box.tsx
@@ -583,7 +583,7 @@ export function InputBox({
           // 对话态：常规白卡 + 中性边框 + 轻阴影
           isNewThread
             ? "rounded-3xl bg-transparent border-0 shadow-none ring-0"
-            : "rounded-3xl bg-background border border-border shadow-sm dark:bg-slate-800 dark:border-slate-700",
+            : "rounded-3xl bg-background border border-border shadow-sm transition-shadow hover:shadow-md focus-within:border-ring/40 focus-within:shadow-md focus-within:ring-1 focus-within:ring-ring/20 dark:bg-slate-800 dark:border-slate-700",
           className,
         )}
         disabled={disabled}
diff --git a/frontend-web/src/components/workspace/messages/message-list-item.tsx b/frontend-web/src/components/workspace/messages/message-list-item.tsx
index 082b4607..2deec268 100644
--- a/frontend-web/src/components/workspace/messages/message-list-item.tsx
+++ b/frontend-web/src/components/workspace/messages/message-list-item.tsx
@@ -1,9 +1,10 @@
 import type { Message } from '@langchain/langgraph-sdk';
-import { ClockIcon, FileIcon, Loader2Icon } from 'lucide-react';
+import { ClockIcon, FileIcon, Loader2Icon, PencilIcon } from 'lucide-react';
 import {
   memo,
   useCallback,
   useContext,
+  useEffect,
   useMemo,
   useState,
   type AnchorHTMLAttributes,
@@ -25,6 +26,8 @@ import {
 } from '@/components/ai-elements/reasoning';
 import { Task, TaskTrigger } from '@/components/ai-elements/task';
 import { Badge } from '@/components/ui/badge';
+import { Button } from '@/components/ui/button';
+import { Textarea } from '@/components/ui/textarea';
 import {
   UploadedFilePreviewDialog,
   useAuthedObjectUrl,
@@ -51,6 +54,7 @@ import { cn } from '@/lib/utils';
 
 import { CitationLink } from '../citations/citation-link';
 import { CopyButton } from '../copy-button';
+import { Tooltip } from '../tooltip';
 import { SkillDisplayBlock } from '../skill-display-block';
 import { ThreadContext } from './context';
 import { DownloadWordButton } from './download-word-button';
@@ -130,6 +134,7 @@ export function MessageListItem({
   tokenUsageEnabled = false,
   displaySources = [],
   extraRehypePlugins,
+  onEditResubmit,
 }: {
   className?: string;
   fitRowToContent?: boolean;
@@ -139,6 +144,7 @@ export function MessageListItem({
   tokenUsageEnabled?: boolean;
   displaySources?: RuntimeDisplaySource[];
   extraRehypePlugins?: ReturnType<typeof useRehypeSplitWordsIntoSpans>;
+  onEditResubmit?: (text: string) => void;
 }) {
   const isHuman = message.type === 'human';
   const messageMarkdown =
@@ -163,17 +169,23 @@ export function MessageListItem({
         tokenUsageEnabled={tokenUsageEnabled}
         displaySources={displaySources}
         extraRehypePlugins={extraRehypePlugins}
+        onEditResubmit={onEditResubmit}
       />
-      {!isLoading && (
+      {/*
+        Human messages carry their own inline copy/edit toolbar inside
+        MessageContent (above the timestamp). Only assistant answers use the
+        floating bottom toolbar here.
+      */}
+      {!isLoading && !isHuman && (
         <MessageToolbar
           className={cn(
-            isHuman ? '-bottom-9 justify-end' : '-bottom-8',
+            '-bottom-8',
             'absolute right-0 left-0 z-20 opacity-0 transition-opacity delay-200 duration-300 group-hover/conversation-message:opacity-100',
           )}
         >
           <div className="flex gap-1">
             <CopyButton clipboardData={messageMarkdown} />
-            {!isHuman && messageMarkdown && (
+            {messageMarkdown && (
               <DownloadWordButton
                 markdown={messageMarkdown}
                 fileName="message"
@@ -186,6 +198,128 @@ export function MessageListItem({
   );
 }
 
+/**
+ * Inline copy/edit affordances + editor for the user's own question bubble.
+ *
+ * Layout: bubble → hover toolbar (copy + edit) → timestamp. The toolbar sits
+ * in normal flow above the timestamp (not floating) so it never covers the
+ * following message. Clicking edit turns the bubble into a textarea seeded with
+ * the question; confirming sends the edited text as a brand-new turn (the
+ * original question stays in the thread).
+ */
+function HumanMessageBlock({
+  text,
+  pageContext,
+  filesList,
+  messageTime,
+  components,
+  onEditResubmit,
+}: {
+  text: string;
+  pageContext?: EmbeddedPageContext | null;
+  filesList: React.ReactNode;
+  messageTime: { label: string; full: string } | null;
+  components: MarkdownContentProps["components"];
+  onEditResubmit?: (text: string) => void;
+}) {
+  const { t } = useI18n();
+  const [editing, setEditing] = useState(false);
+  const [draft, setDraft] = useState(text);
+
+  useEffect(() => {
+    if (!editing) {
+      setDraft(text);
+    }
+  }, [text, editing]);
+
+  const confirmEdit = useCallback(() => {
+    const value = draft.trim();
+    if (!value) {
+      return;
+    }
+    onEditResubmit?.(value);
+    setEditing(false);
+  }, [draft, onEditResubmit]);
+
+  if (editing) {
+    return (
+      <div className="ml-auto flex w-full max-w-[min(85%,42rem)] flex-col gap-2">
+        {filesList}
+        <Textarea
+          value={draft}
+          autoFocus
+          onChange={(event) => setDraft(event.currentTarget.value)}
+          onKeyDown={(event) => {
+            if (event.key === "Enter" && (event.metaKey || event.ctrlKey)) {
+              event.preventDefault();
+              confirmEdit();
+            }
+            if (event.key === "Escape") {
+              event.preventDefault();
+              setEditing(false);
+            }
+          }}
+          className="min-h-20 resize-none text-[15px] leading-7"
+        />
+        <div className="flex items-center justify-end gap-2">
+          <Button
+            size="sm"
+            variant="ghost"
+            onClick={() => setEditing(false)}
+          >
+            {t.common.cancel}
+          </Button>
+          <Button size="sm" onClick={confirmEdit} disabled={!draft.trim()}>
+            {t.common.confirm}
+          </Button>
+        </div>
+      </div>
+    );
+  }
+
+  const messageResponse = text ? (
+    <AIElementMessageResponse
+      remarkPlugins={humanMessagePlugins.remarkPlugins}
+      rehypePlugins={humanMessagePlugins.rehypePlugins}
+      components={components}
+      parseIncompleteMarkdown={false}
+    >
+      {text}
+    </AIElementMessageResponse>
+  ) : null;
+
+  return (
+    <div className="ml-auto flex flex-col items-end gap-1">
+      {filesList}
+      {messageResponse && (
+        <AIElementMessageContent className="w-fit">
+          {messageResponse}
+        </AIElementMessageContent>
+      )}
+      <MessageTimeStamp time={messageTime} align="right" />
+      {pageContext && <EmbeddedPageContextCard pageContext={pageContext} />}
+      {text && (
+        <div className="flex items-center gap-0.5 opacity-0 transition-opacity duration-200 group-hover/conversation-message:opacity-100">
+          <CopyButton clipboardData={text} className="size-6" />
+          {onEditResubmit && (
+            <Tooltip content={t.inputBox.editQuestion}>
+              <Button
+                size="icon-sm"
+                type="button"
+                variant="ghost"
+                className="size-6"
+                onClick={() => setEditing(true)}
+              >
+                <PencilIcon size={11} />
+              </Button>
+            </Tooltip>
+          )}
+        </div>
+      )}
+    </div>
+  );
+}
+
 /**
  * Custom image component that handles artifact URLs
  */
@@ -225,6 +359,7 @@ function MessageContent_({
   tokenUsageEnabled = false,
   displaySources = [],
   extraRehypePlugins,
+  onEditResubmit,
 }: {
   className?: string;
   message: Message;
@@ -233,8 +368,21 @@ function MessageContent_({
   tokenUsageEnabled?: boolean;
   displaySources?: RuntimeDisplaySource[];
   extraRehypePlugins?: ReturnType<typeof useRehypeSplitWordsIntoSpans>;
+  onEditResubmit?: (text: string) => void;
 }) {
   const baseRehypePlugins = useRehypeSplitWordsIntoSpans(isLoading);
+
+  // Streamdown splits content into per-block processors; calling the factory
+  // once here ensures all blocks share the same transformer instance (and thus
+  // the same citation counter) for this message.
+  const stableExtraPlugins = useMemo(() => {
+    if (!extraRehypePlugins?.length) return [];
+    return extraRehypePlugins.map((factory) => {
+      const transformer = factory();
+      return () => transformer;
+    });
+  }, [extraRehypePlugins]);
+
   const rehypePlugins = useMemo(
     () =>
       extraRehypePlugins?.length
@@ -352,36 +500,15 @@ function MessageContent_({
   }
 
   if (isHuman) {
-    const messageResponse = parsedHumanContent.content ? (
-      <AIElementMessageResponse
-        remarkPlugins={humanMessagePlugins.remarkPlugins}
-        rehypePlugins={humanMessagePlugins.rehypePlugins}
-        components={components}
-        parseIncompleteMarkdown={false}
-      >
-        {contentToDisplay}
-      </AIElementMessageResponse>
-    ) : null;
     return (
-      <div
-        className={cn(
-          'ml-auto flex max-w-full min-w-0 flex-col items-end gap-2',
-          className,
-        )}
-      >
-        {filesList}
-        {messageResponse && (
-          <AIElementMessageContent className="min-w-0 max-w-full w-fit">
-            {messageResponse}
-          </AIElementMessageContent>
-        )}
-        {parsedHumanContent.pageContext ? (
-          <EmbeddedPageContextCard
-            pageContext={parsedHumanContent.pageContext}
-          />
-        ) : null}
-        <MessageTimeStamp time={messageTime} align="right" />
-      </div>
+      <HumanMessageBlock
+        text={parsedHumanContent.content}
+        pageContext={parsedHumanContent.pageContext}
+        filesList={filesList}
+        messageTime={messageTime}
+        components={components}
+        onEditResubmit={onEditResubmit}
+      />
     );
   }
 
diff --git a/frontend-web/src/components/workspace/messages/message-list.tsx b/frontend-web/src/components/workspace/messages/message-list.tsx
index e1d8527b..77a10a3c 100644
--- a/frontend-web/src/components/workspace/messages/message-list.tsx
+++ b/frontend-web/src/components/workspace/messages/message-list.tsx
@@ -60,6 +60,7 @@ export function MessageList({
   tokenUsageEnabled = false,
   extraRehypePlugins,
   onClarificationSubmit,
+  onEditResubmit,
   onSetupAgentApprove,
   onSetupAgentReject,
 }: {
@@ -72,6 +73,7 @@ export function MessageList({
   tokenUsageEnabled?: boolean;
   extraRehypePlugins?: ReturnType<typeof useRehypeSplitWordsIntoSpans>;
   onClarificationSubmit?: (answer: string) => void | Promise<void>;
+  onEditResubmit?: (text: string) => void;
   onSetupAgentApprove?: (payload: SetupAgentApprovalPayload) => void | Promise<void>;
   onSetupAgentReject?: (payload: SetupAgentApprovalPayload) => void | Promise<void>;
 }) {
@@ -251,6 +253,7 @@ export function MessageList({
                   tokenUsageEnabled={tokenUsageEnabled}
                   displaySources={displaySources}
                   extraRehypePlugins={extraRehypePlugins}
+                  onEditResubmit={onEditResubmit}
                 />
               );
             });
diff --git a/frontend-web/src/components/workspace/settings/skill-settings-page.tsx b/frontend-web/src/components/workspace/settings/skill-settings-page.tsx
index 2e20e074..460d6794 100644
--- a/frontend-web/src/components/workspace/settings/skill-settings-page.tsx
+++ b/frontend-web/src/components/workspace/settings/skill-settings-page.tsx
@@ -7,6 +7,7 @@ import {
   ChevronLeftIcon,
   ChevronRightIcon,
   ClockIcon,
+  CopyIcon,
   FileArchive,
   GlobeIcon,
   InfoIcon,
@@ -50,6 +51,7 @@ import {
   ItemContent,
   ItemDescription,
 } from "@/components/ui/item";
+import { Input } from "@/components/ui/input";
 import { Tabs, TabsList, TabsTrigger } from "@/components/ui/tabs";
 import { SkillDetailDialog } from "@/components/workspace/skills/skill-detail-dialog";
 import { TagChipList } from "@/components/workspace/tags/tag-chip";
@@ -61,6 +63,7 @@ import { useI18n } from "@/core/i18n/hooks";
 import type { ValidateSkillUploadResponse } from "@/core/skills/api";
 import {
   useDeleteCustomSkill,
+  useDuplicateSkill,
   useInstallSkillUpload,
   useReconcileCustomSkills,
   useSetSkillPinned,
@@ -390,9 +393,12 @@ export function SkillRow({
   const setPublished = useSetSkillPublished();
   const setPinned = useSetSkillPinned();
   const deleteSkill = useDeleteCustomSkill();
+  const duplicateSkillMutation = useDuplicateSkill();
   const [confirmDeleteOpen, setConfirmDeleteOpen] = useState(false);
   const [tagPickerOpen, setTagPickerOpen] = useState(false);
   const [detailOpen, setDetailOpen] = useState(false);
+  const [duplicateOpen, setDuplicateOpen] = useState(false);
+  const [duplicateName, setDuplicateName] = useState("");
 
   const isCustom = skill.category === "custom";
   // Built-in flag falls back to "no DB owner" so legacy responses without
@@ -428,6 +434,31 @@ export function SkillRow({
     }
   }
 
+  function handleOpenDuplicate() {
+    // Suggest a "<name>-copy" default that already satisfies the backend's
+    // lowercase/digit/-/_ skill-name rule. The user can edit it before saving.
+    setDuplicateName(`${skill.name}-copy`);
+    setDuplicateOpen(true);
+  }
+
+  async function handleDuplicate() {
+    const target = duplicateName.trim();
+    if (!target) {
+      toast.error("请输入新技能名称");
+      return;
+    }
+    try {
+      const result = await duplicateSkillMutation.mutateAsync({
+        sourceName: skill.name,
+        newName: target,
+      });
+      toast.success(`已复制为「${result.skill_name}」`);
+      setDuplicateOpen(false);
+    } catch (err) {
+      toast.error(err instanceof Error ? err.message : String(err));
+    }
+  }
+
   async function handleTogglePinned() {
     const next = !skill.pinned;
     try {
@@ -587,6 +618,16 @@ export function SkillRow({
               )}
             </Button>
           )}
+          <Button
+            size="icon"
+            variant="ghost"
+            className="h-8 w-8 shrink-0"
+            disabled={duplicateSkillMutation.isPending}
+            onClick={handleOpenDuplicate}
+            title="复制为新技能"
+          >
+            <CopyIcon className="size-3.5" />
+          </Button>
           {canManage && (
             <Button
               size="icon"
@@ -600,6 +641,43 @@ export function SkillRow({
           )}
         </ItemActions>
       </Item>
+      <Dialog open={duplicateOpen} onOpenChange={setDuplicateOpen}>
+        <DialogContent>
+          <DialogHeader>
+            <DialogTitle>复制技能</DialogTitle>
+            <DialogDescription>
+              将「{desensitize(skill.name)}」复制为一个属于你的新技能。请输入新名称（仅小写字母、数字、- 或 _）。
+            </DialogDescription>
+          </DialogHeader>
+          <Input
+            value={duplicateName}
+            onChange={(e) => setDuplicateName(e.currentTarget.value)}
+            placeholder="new-skill-name"
+            autoFocus
+            onKeyDown={(e) => {
+              if (e.key === "Enter") {
+                e.preventDefault();
+                void handleDuplicate();
+              }
+            }}
+          />
+          <DialogFooter>
+            <Button
+              variant="outline"
+              onClick={() => setDuplicateOpen(false)}
+              disabled={duplicateSkillMutation.isPending}
+            >
+              {t.common.cancel}
+            </Button>
+            <Button
+              onClick={() => void handleDuplicate()}
+              disabled={duplicateSkillMutation.isPending}
+            >
+              {duplicateSkillMutation.isPending ? t.common.loading : "复制"}
+            </Button>
+          </DialogFooter>
+        </DialogContent>
+      </Dialog>
       <Dialog open={confirmDeleteOpen} onOpenChange={setConfirmDeleteOpen}>
         <DialogContent>
           <DialogHeader>
diff --git a/frontend-web/src/components/workspace/workspace-nav-chat-list.tsx b/frontend-web/src/components/workspace/workspace-nav-chat-list.tsx
index ca241545..f75996d2 100644
--- a/frontend-web/src/components/workspace/workspace-nav-chat-list.tsx
+++ b/frontend-web/src/components/workspace/workspace-nav-chat-list.tsx
@@ -19,6 +19,9 @@ import { BotIcon, BrainIcon, ListChecks, MessageSquarePlus, MessagesSquare, PenL
 import { SidebarCollapseButton } from "./workspace-header";
 import { WorkspaceNavStudio } from "./workspace-nav-studio";
 import { cn } from "@/lib/utils";
+import { env } from "@/env";
+
+const studioEnabled = env.STUDIO_ENABLED?.toLowerCase() === "true";
 
 // 普通导航项：默认中性色，激活态与「新对话」一致——主色浅底 + 主色文字/图标
 const NAV_ITEM_CLASS =
@@ -165,7 +168,7 @@ export function WorkspaceNavChatList({
         )}
       </SidebarMenu>
     </SidebarGroup>
-    {/* {!showCollapseTrigger && <WorkspaceNavStudio />} */}
+    {!showCollapseTrigger && studioEnabled && <WorkspaceNavStudio />}
     </>
   );
 }
diff --git a/frontend-web/src/components/workspace/workspace-nav-studio.tsx b/frontend-web/src/components/workspace/workspace-nav-studio.tsx
index e546c39e..01eb649a 100644
--- a/frontend-web/src/components/workspace/workspace-nav-studio.tsx
+++ b/frontend-web/src/components/workspace/workspace-nav-studio.tsx
@@ -34,8 +34,6 @@ const NAV_ITEM_CLASS =
   "data-[active=true]:bg-primary/15 data-[active=true]:text-primary data-[active=true]:shadow-none " +
   "dark:hover:bg-primary/15 dark:data-[active=true]:bg-primary/25 dark:data-[active=true]:text-primary-foreground";
 
-const SIDEBAR_PREVIEW_COUNT = 5;
-
 export function WorkspaceNavStudio() {
   const { notebooks, isLoading, isError } = useStudioNotebooks();
   const { pathname } = useLocation();
@@ -71,6 +69,7 @@ export function WorkspaceNavStudio() {
     return null;
   }
 
+  const SIDEBAR_PREVIEW_COUNT = 2;
   const preview = notebooks.slice(0, SIDEBAR_PREVIEW_COUNT);
 
   return (
diff --git a/frontend-web/src/core/config/index.ts b/frontend-web/src/core/config/index.ts
index 9727e6f6..d6a8ade6 100644
--- a/frontend-web/src/core/config/index.ts
+++ b/frontend-web/src/core/config/index.ts
@@ -69,7 +69,7 @@ export function getLangGraphBaseURL(isMock?: boolean) {
   }
 }
 
-/** 笔记本外部系统（Studio）API 基础地址，通过 VITE_NOTEBOOK_API_BASE_URL 配置。 */
+/** 笔记本外部系统后端 API 地址，通过 VITE_AIPI_BACKENP_URL 配置。 */
 export function getNotebookApiBaseURL(): string {
   if (env.NEXT_PUBLIC_NOTEBOOK_API_BASE_URL) {
     return env.NEXT_PUBLIC_NOTEBOOK_API_BASE_URL.replace(/\/+$/, "");
diff --git a/frontend-web/src/core/i18n/locales/en-US.ts b/frontend-web/src/core/i18n/locales/en-US.ts
index 8b602073..22fccf76 100644
--- a/frontend-web/src/core/i18n/locales/en-US.ts
+++ b/frontend-web/src/core/i18n/locales/en-US.ts
@@ -41,6 +41,7 @@ export const enUS: Translations = {
     code: "Code",
     preview: "Preview",
     cancel: "Cancel",
+    confirm: "Confirm",
     save: "Save",
     install: "Install",
     create: "Create",
@@ -80,6 +81,7 @@ export const enUS: Translations = {
   // Input Box
   inputBox: {
     placeholder: "How can I assist you today?",
+    editQuestion: "Edit question",
     createSkillPrompt:
       "We're going to build a new skill step by step with `skill-creator`. To start, what do you want this skill to do?",
     addAttachments: "Add attachments",
diff --git a/frontend-web/src/core/i18n/locales/types.ts b/frontend-web/src/core/i18n/locales/types.ts
index 5051292c..5545fa3b 100644
--- a/frontend-web/src/core/i18n/locales/types.ts
+++ b/frontend-web/src/core/i18n/locales/types.ts
@@ -42,6 +42,7 @@ export interface Translations {
     code: string;
     preview: string;
     cancel: string;
+    confirm: string;
     save: string;
     install: string;
     create: string;
@@ -77,6 +78,7 @@ export interface Translations {
   // Input Box
   inputBox: {
     placeholder: string;
+    editQuestion: string;
     createSkillPrompt: string;
     addAttachments: string;
     mode: string;
diff --git a/frontend-web/src/core/i18n/locales/zh-CN.ts b/frontend-web/src/core/i18n/locales/zh-CN.ts
index b58d38b8..9d605ce7 100644
--- a/frontend-web/src/core/i18n/locales/zh-CN.ts
+++ b/frontend-web/src/core/i18n/locales/zh-CN.ts
@@ -41,6 +41,7 @@ export const zhCN: Translations = {
     code: "代码",
     preview: "预览",
     cancel: "取消",
+    confirm: "确定",
     save: "保存",
     install: "安装",
     create: "创建",
@@ -80,6 +81,7 @@ export const zhCN: Translations = {
   // Input Box
   inputBox: {
     placeholder: "今天我能为你做些什么？",
+    editQuestion: "编辑问题",
     createSkillPrompt:
       "我们一起用 skill-creator 技能来创建一个技能吧。先问问我希望这个技能能做什么。",
     addAttachments: "添加附件",
diff --git a/frontend-web/src/core/rehype/index.ts b/frontend-web/src/core/rehype/index.ts
index 14d72b11..7ed5be3e 100644
--- a/frontend-web/src/core/rehype/index.ts
+++ b/frontend-web/src/core/rehype/index.ts
@@ -7,6 +7,8 @@ const CITE_RE = /\[\[cite:(\d+)\]\]/g;
 
 export function rehypeCitations(sources: Array<{ id: number; title: string }>) {
   const sourceMap = new Map(sources.map((s) => [s.id, s.title]));
+  const citeCounter = new Map<number, number>();
+  let citeIndex = 0;
 
   return (tree: Root) => {
     visit(tree, "text", (node, index, parent) => {
@@ -14,8 +16,6 @@ export function rehypeCitations(sources: Array<{ id: number; title: string }>) {
       CITE_RE.lastIndex = 0;
 
       const newNodes: ElementContent[] = [];
-      const citeCounter = new Map<number, number>();
-      let citeIndex = 0;
       let last = 0;
       let match: RegExpExecArray | null;
 
diff --git a/frontend-web/src/core/scheduled-tasks/api.ts b/frontend-web/src/core/scheduled-tasks/api.ts
index 248e0fe3..c7b1a3af 100644
--- a/frontend-web/src/core/scheduled-tasks/api.ts
+++ b/frontend-web/src/core/scheduled-tasks/api.ts
@@ -2,12 +2,15 @@ import { apiFetch } from "@/core/api";
 import { getBackendBaseURL } from "@/core/config";
 
 import type {
+  HtmlPageFavorite,
   PublishedScheduledTask,
   ScheduledTask,
   ScheduledTaskDeliveryProfile,
+  ScheduledTaskExecutionContext,
   ScheduledTaskResultFileContent,
   ScheduledTaskRun,
   ScheduledTaskRunFileUpdateResponse,
+  ScheduledTaskRunHtml,
   ScheduledTaskRunMessagesResponse,
   ScheduledTaskSubscription,
   SchedulerThread,
@@ -52,6 +55,7 @@ export async function createScheduledTask(data: {
   timezone?: string | null;
   execution_agent_name?: string | null;
   require_markdown?: boolean;
+  execution_context?: ScheduledTaskExecutionContext | null;
 }) {
   return parseResponse<ScheduledTask>(
     await apiFetch(baseUrl(), {
@@ -212,6 +216,7 @@ export async function updateScheduledTask(
     enabled: boolean;
     execution_agent_name: string | null;
     require_markdown: boolean;
+    execution_context: ScheduledTaskExecutionContext | null;
   }>,
 ) {
   return parseResponse<ScheduledTask>(
@@ -368,3 +373,47 @@ export async function adminTriggerScheduledTask(taskId: string) {
     }),
   );
 }
+
+// --- HTML page tasks ---
+
+/** Fetch the generated HTML document for an ``html_page`` run. */
+export async function getScheduledTaskRunHtml(runId: string) {
+  return parseResponse<ScheduledTaskRunHtml>(
+    await apiFetch(`${baseUrl()}/runs/${encodeURIComponent(runId)}/html`),
+  );
+}
+
+const favoritesUrl = () => `${getBackendBaseURL()}/api/html-page-favorites`;
+
+export async function listHtmlPageFavorites() {
+  return parseResponse<HtmlPageFavorite[]>(await apiFetch(favoritesUrl()));
+}
+
+export async function getHtmlPageFavorite(favoriteId: string) {
+  return parseResponse<HtmlPageFavorite>(
+    await apiFetch(`${favoritesUrl()}/${encodeURIComponent(favoriteId)}`),
+  );
+}
+
+export async function createHtmlPageFavorite(data: {
+  page_id: string;
+  title?: string | null;
+  description?: string | null;
+  tags?: string[];
+}) {
+  return parseResponse<HtmlPageFavorite>(
+    await apiFetch(favoritesUrl(), {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify(data),
+    }),
+  );
+}
+
+export async function deleteHtmlPageFavorite(favoriteId: string) {
+  return parseResponse<{ success: boolean }>(
+    await apiFetch(`${favoritesUrl()}/${encodeURIComponent(favoriteId)}`, {
+      method: "DELETE",
+    }),
+  );
+}
diff --git a/frontend-web/src/core/scheduled-tasks/hooks.ts b/frontend-web/src/core/scheduled-tasks/hooks.ts
index 454198fe..3f4f1b3a 100644
--- a/frontend-web/src/core/scheduled-tasks/hooks.ts
+++ b/frontend-web/src/core/scheduled-tasks/hooks.ts
@@ -10,14 +10,18 @@ import {
   adminListScheduledTaskRuns,
   adminTriggerScheduledTask,
   adminUpdateScheduledTask,
+  createHtmlPageFavorite,
   createScheduledTask,
+  deleteHtmlPageFavorite,
   deleteScheduledTask,
   deleteScheduledTaskRun,
   getSchedulerThread,
   getScheduledTaskDeliveryProfile,
   getScheduledTaskRun,
+  getScheduledTaskRunHtml,
   getScheduledTaskRunMessages,
   listAllScheduledTasks,
+  listHtmlPageFavorites,
   listPublishedScheduledTasks,
   listScheduledTaskRuns,
   listScheduledTasks,
@@ -112,6 +116,42 @@ export function useScheduledTaskRunMessages(
   });
 }
 
+/** Generated HTML for an ``html_page`` run; polls while the run is in flight. */
+export function useScheduledTaskRunHtml(
+  runId?: string | null,
+  options: { enabled?: boolean; live?: boolean } = {},
+) {
+  return useQuery({
+    queryKey: ["scheduled-tasks", "runs", runId, "html"],
+    queryFn: () => getScheduledTaskRunHtml(runId!),
+    enabled: !!runId && (options.enabled ?? true),
+    refetchOnWindowFocus: false,
+    retry: false,
+    refetchInterval: options.live ? 5000 : false,
+  });
+}
+
+/** The current user's bookmarked HTML pages. */
+export function useHtmlPageFavorites(enabled: boolean = true) {
+  return useQuery({
+    queryKey: ["html-page-favorites"],
+    queryFn: listHtmlPageFavorites,
+    enabled,
+    refetchOnWindowFocus: false,
+  });
+}
+
+/** Create / delete HTML page favorites. */
+export function useHtmlPageFavoriteActions() {
+  const queryClient = useQueryClient();
+  const invalidate = () =>
+    queryClient.invalidateQueries({ queryKey: ["html-page-favorites"] });
+  return {
+    create: useMutation({ mutationFn: createHtmlPageFavorite, onSuccess: invalidate }),
+    remove: useMutation({ mutationFn: deleteHtmlPageFavorite, onSuccess: invalidate }),
+  };
+}
+
 export function useScheduledTaskDeliveryProfile() {
   return useQuery({
     queryKey: ["scheduled-tasks", "delivery-profile"],
diff --git a/frontend-web/src/core/scheduled-tasks/types.ts b/frontend-web/src/core/scheduled-tasks/types.ts
index 284a5801..3c3cc8c6 100644
--- a/frontend-web/src/core/scheduled-tasks/types.ts
+++ b/frontend-web/src/core/scheduled-tasks/types.ts
@@ -11,6 +11,26 @@ export type ScheduledTaskSubscription = {
   updated_at?: string | null;
 };
 
+/** Task kinds. A bare/absent kind is the regular agent task. */
+export type ScheduledTaskKind = "agent" | "html_page";
+
+/** Config for an ``html_page`` task, persisted inside ``execution_context``.
+ * Data gathering is delegated to the agent's own search skills, so there is no
+ * explicit search query / data source — the page prompt drives everything. */
+export type HtmlPageConfig = {
+  page_prompt?: string | null;
+  negative_prompt?: string | null;
+  reference_favorite_id?: string | null;
+  model_name?: string | null;
+};
+
+export type ScheduledTaskExecutionContext = {
+  require_markdown?: boolean;
+  task_kind?: ScheduledTaskKind;
+  html_config?: HtmlPageConfig;
+  [key: string]: unknown;
+};
+
 export type ScheduledTask = {
   task_id: string;
   name: string;
@@ -21,11 +41,11 @@ export type ScheduledTask = {
   timezone: string;
   enabled: boolean;
   /**
-   * Free-form execution context persisted with the task. ``require_markdown``
-   * lives here (rather than a dedicated column) so the feature needs no schema
-   * migration.
+   * Free-form execution context persisted with the task. ``require_markdown``,
+   * ``task_kind`` and ``html_config`` live here (rather than dedicated columns)
+   * so the feature needs no schema migration.
    */
-  execution_context?: { require_markdown?: boolean; [key: string]: unknown } | null;
+  execution_context?: ScheduledTaskExecutionContext | null;
   next_run_at?: string | null;
   last_run_at?: string | null;
   last_status?: string | null;
@@ -70,7 +90,7 @@ export type ScheduledTaskResultFile = {
   path?: string | null;
   mime_type?: string | null;
   size?: number | null;
-  kind?: "markdown" | "attachment" | "artifact" | null;
+  kind?: "markdown" | "attachment" | "artifact" | "html" | null;
 };
 
 export type ScheduledTaskResultFileContent = {
@@ -86,9 +106,42 @@ export type ScheduledTaskResultFileContent = {
 export type ScheduledTaskRunResult = {
   title: string;
   content: string;
-  format: "markdown" | "text" | "json" | "mixed";
+  format: "markdown" | "text" | "json" | "mixed" | "html";
   files: ScheduledTaskResultFile[];
   created_at: string;
+  /** Present for ``html_page`` runs: the full generated HTML document. */
+  html?: string | null;
+  style_summary?: string | null;
+  layout_summary?: string | null;
+};
+
+/** Response of the run/latest HTML preview endpoints. */
+export type ScheduledTaskRunHtml = {
+  run_id: string;
+  task_id?: string | null;
+  title?: string | null;
+  html?: string | null;
+  style_summary?: string | null;
+  layout_summary?: string | null;
+  page_id?: string | null;
+  created_at?: string | null;
+};
+
+/** A user-bookmarked generated HTML page. */
+export type HtmlPageFavorite = {
+  id: string;
+  user_id: string;
+  page_id: string;
+  title: string;
+  description?: string | null;
+  tags?: string[];
+  html_snapshot?: string;
+  style_summary?: string | null;
+  layout_summary?: string | null;
+  content_structure_summary?: string | null;
+  reuse_prompt?: string | null;
+  created_at?: string | null;
+  updated_at?: string | null;
 };
 
 export type ScheduledTaskRun = {
diff --git a/frontend-web/src/core/settings/index.ts b/frontend-web/src/core/settings/index.ts
index dc15f8cd..94da911f 100644
--- a/frontend-web/src/core/settings/index.ts
+++ b/frontend-web/src/core/settings/index.ts
@@ -1,3 +1,8 @@
 export { useLocalSettings, useThreadSettings } from "./hooks";
-export { isThreadRagModeLocked, lockThreadRagMode } from "./local";
+export {
+  getLastAgentId,
+  isThreadRagModeLocked,
+  lockThreadRagMode,
+  saveLastAgentId,
+} from "./local";
 export type { LocalSettings } from "./local";
diff --git a/frontend-web/src/core/settings/local.ts b/frontend-web/src/core/settings/local.ts
index 7dbab5e5..f5db4fa1 100644
--- a/frontend-web/src/core/settings/local.ts
+++ b/frontend-web/src/core/settings/local.ts
@@ -21,6 +21,7 @@ export const DEFAULT_LOCAL_SETTINGS: LocalSettings = {
 export const LOCAL_SETTINGS_KEY = "deerflow.local-settings";
 export const THREAD_MODEL_KEY_PREFIX = "deerflow.thread-model.";
 export const THREAD_RAG_MODE_KEY_PREFIX = "deerflow.thread-rag-mode.";
+export const LAST_AGENT_ID_KEY = "deerflow.last-agent-id";
 
 function isBrowser(): boolean {
   return typeof window !== "undefined";
@@ -148,6 +149,29 @@ export function applyThreadModelOverride(
   };
 }
 
+/**
+ * The id of the agent the user last started a conversation with. New-chat
+ * landing screens pre-select this agent so the user doesn't have to re-pick it
+ * every time. Returns ``null`` when nothing was stored yet.
+ */
+export function getLastAgentId(): string | null {
+  if (!isBrowser()) {
+    return null;
+  }
+  return localStorage.getItem(LAST_AGENT_ID_KEY) || null;
+}
+
+export function saveLastAgentId(agentId: string | null | undefined) {
+  if (!isBrowser()) {
+    return;
+  }
+  if (!agentId) {
+    localStorage.removeItem(LAST_AGENT_ID_KEY);
+    return;
+  }
+  localStorage.setItem(LAST_AGENT_ID_KEY, agentId);
+}
+
 export function getLocalSettings(): LocalSettings {
   if (!isBrowser()) {
     return DEFAULT_LOCAL_SETTINGS;
diff --git a/frontend-web/src/core/skills/api.ts b/frontend-web/src/core/skills/api.ts
index c098d44f..5a0bad35 100644
--- a/frontend-web/src/core/skills/api.ts
+++ b/frontend-web/src/core/skills/api.ts
@@ -202,6 +202,24 @@ export async function installSkillUpload(
   return response.json() as Promise<InstallSkillResponse>;
 }
 
+export async function duplicateSkill(
+  sourceName: string,
+  newName: string,
+): Promise<InstallSkillResponse> {
+  const response = await apiFetch(
+    `${getBackendBaseURL()}/api/skills/custom/${encodeURIComponent(sourceName)}/duplicate`,
+    {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify({ new_name: newName }),
+    },
+  );
+  if (!response.ok) {
+    throw await parseDetailedError(response, "Failed to duplicate skill");
+  }
+  return response.json() as Promise<InstallSkillResponse>;
+}
+
 export interface ReconcileCustomSkillsResponse {
   adopted: string[];
   already_registered: string[];
diff --git a/frontend-web/src/core/skills/hooks.ts b/frontend-web/src/core/skills/hooks.ts
index 658124bd..ac3c2c34 100644
--- a/frontend-web/src/core/skills/hooks.ts
+++ b/frontend-web/src/core/skills/hooks.ts
@@ -7,6 +7,7 @@ import {
 
 import {
   deleteCustomSkill,
+  duplicateSkill,
   enableSkill,
   getSkill,
   getSkillContent,
@@ -192,6 +193,22 @@ export function useSetSkillPinned() {
   });
 }
 
+export function useDuplicateSkill() {
+  const queryClient = useQueryClient();
+  return useMutation({
+    mutationFn: ({
+      sourceName,
+      newName,
+    }: {
+      sourceName: string;
+      newName: string;
+    }) => duplicateSkill(sourceName, newName),
+    onSuccess: () => {
+      void queryClient.invalidateQueries({ queryKey: ["skills"] });
+    },
+  });
+}
+
 export function useDeleteCustomSkill() {
   const queryClient = useQueryClient();
   return useMutation({
diff --git a/frontend-web/src/core/studio/api.ts b/frontend-web/src/core/studio/api.ts
index 16e8d90a..5d779a87 100644
--- a/frontend-web/src/core/studio/api.ts
+++ b/frontend-web/src/core/studio/api.ts
@@ -7,7 +7,7 @@ function base(): string {
 
 export async function fetchStudioToken(email: string): Promise<string> {
   const apiBase = base();
-  if (!apiBase) throw new Error("VITE_NOTEBOOK_API_BASE_URL 未配置");
+  if (!apiBase) throw new Error("VITE_AIPI_FRONTEND_URL 未配置");
 
   const res = await fetch(
     `${apiBase}/api/getTokenByEmail?email=${encodeURIComponent(email)}`,
@@ -22,7 +22,7 @@ export async function fetchStudioToken(email: string): Promise<string> {
 
 export async function fetchStudioNotebooks(token: string): Promise<StudioNotebook[]> {
   const apiBase = base();
-  if (!apiBase) throw new Error("VITE_NOTEBOOK_API_BASE_URL 未配置");
+  if (!apiBase) throw new Error("VITE_AIPI_FRONTEND_URL 未配置");
 
   const res = await fetch(`${apiBase}/api/v1/searchspaces`, {
     headers: { Authorization: `Bearer ${token}` },
@@ -36,7 +36,7 @@ export async function createSearchSpace(
   token: string,
 ): Promise<void> {
   const apiBase = base();
-  if (!apiBase) throw new Error("VITE_NOTEBOOK_API_BASE_URL 未配置");
+  if (!apiBase) throw new Error("VITE_AIPI_FRONTEND_URL 未配置");
 
   const res = await fetch(`${apiBase}/api/v1/searchspaces`, {
     method: "POST",
@@ -46,7 +46,47 @@ export async function createSearchSpace(
     },
     body: JSON.stringify({ name, description: "", citations_enabled: true }),
   });
-  if (!res.ok) throw new Error(`创建失败：${res.status}`);
+  if (!res.ok) {
+    const body = await res.json().catch(() => null);
+    throw new Error(body?.detail || `创建失败：${res.status}`);
+  }
+}
+
+export async function uploadSourceText(
+  notebookId: number,
+  content: string,
+  title: string,
+  token: string,
+): Promise<void> {
+  const apiBase = base();
+  if (!apiBase) throw new Error("VITE_AIPI_FRONTEND_URL 未配置");
+  const res = await fetch(`${apiBase}/api/v1/documents/textupload`, {
+    method: "POST",
+    headers: { "Content-Type": "application/json", Authorization: `Bearer ${token}` },
+    body: JSON.stringify({ search_space_id: notebookId, content, title: title || "粘贴的文字" }),
+  });
+  if (!res.ok) throw new Error(`上传失败：${res.status}`);
+}
+
+export async function deleteSearchSpace(id: number, token: string): Promise<void> {
+  const apiBase = base();
+  if (!apiBase) throw new Error("VITE_AIPI_FRONTEND_URL 未配置");
+  const res = await fetch(`${apiBase}/api/v1/searchspaces/${id}`, {
+    method: "DELETE",
+    headers: { Authorization: `Bearer ${token}` },
+  });
+  if (!res.ok) throw new Error(`删除失败：${res.status}`);
+}
+
+export async function renameSearchSpace(id: number, name: string, token: string): Promise<void> {
+  const apiBase = base();
+  if (!apiBase) throw new Error("VITE_AIPI_FRONTEND_URL 未配置");
+  const res = await fetch(`${apiBase}/api/v1/searchspaces/${id}`, {
+    method: "PATCH",
+    headers: { "Content-Type": "application/json", Authorization: `Bearer ${token}` },
+    body: JSON.stringify({ name }),
+  });
+  if (!res.ok) throw new Error(`重命名失败：${res.status}`);
 }
 
 export interface ChunkRead {
@@ -69,7 +109,7 @@ export async function fetchDocumentByChunk(
   token: string,
 ): Promise<DocumentWithChunks> {
   const apiBase = base();
-  if (!apiBase) throw new Error("VITE_NOTEBOOK_API_BASE_URL 未配置");
+  if (!apiBase) throw new Error("VITE_AIPI_FRONTEND_URL 未配置");
 
   const res = await fetch(`${apiBase}/api/v1/documents/by-chunk/${chunkId}`, {
     headers: { Authorization: `Bearer ${token}` },
@@ -78,12 +118,34 @@ export async function fetchDocumentByChunk(
   return res.json() as Promise<DocumentWithChunks>;
 }
 
+export async function uploadSourceFiles(
+  notebookId: number,
+  files: File[],
+  token: string,
+): Promise<void> {
+  const apiBase = base();
+  if (!apiBase) throw new Error("VITE_AIPI_FRONTEND_URL 未配置");
+
+  const formData = new FormData();
+  formData.append("search_space_id", String(notebookId));
+  for (const file of files) {
+    formData.append("files", file);
+  }
+
+  const res = await fetch(`${apiBase}/api/v1/documents/fileupload`, {
+    method: "POST",
+    headers: { Authorization: `Bearer ${token}` },
+    body: formData,
+  });
+  if (!res.ok) throw new Error(`上传失败：${res.status}`);
+}
+
 export async function fetchNotebookSources(
   notebookId: number,
   token: string,
 ): Promise<SourceItem[]> {
   const apiBase = base();
-  if (!apiBase) throw new Error("VITE_NOTEBOOK_API_BASE_URL 未配置");
+  if (!apiBase) throw new Error("VITE_AIPI_FRONTEND_URL 未配置");
 
   const res = await fetch(
     `${apiBase}/api/v1/source/search-space/${notebookId}?limit=100`,
diff --git a/frontend-web/src/core/studio/hooks.ts b/frontend-web/src/core/studio/hooks.ts
index bb767664..679096af 100644
--- a/frontend-web/src/core/studio/hooks.ts
+++ b/frontend-web/src/core/studio/hooks.ts
@@ -12,6 +12,7 @@ export function useStudioNotebooks(): {
   notebooks: StudioNotebook[];
   isLoading: boolean;
   isError: boolean;
+  token: string | undefined;
 } {
   const email = getStoredAuth()?.email ?? "";
 
@@ -35,6 +36,7 @@ export function useStudioNotebooks(): {
     notebooks: (notebooksQuery.data ?? []).filter((nb) => nb.is_owner),
     isLoading: tokenQuery.isLoading || notebooksQuery.isLoading,
     isError: tokenQuery.isError || notebooksQuery.isError,
+    token: tokenQuery.data,
   };
 }
 
@@ -89,10 +91,15 @@ export function useNotebookChat(
 
   const send = async (text: string, selectedSourceIds: number[]) => {
     if (thread.isLoading || !token) return;
+    // API 需要 document.id，而不是 source.id
+    const toDocIds = (ids: number[]) =>
+      ids
+        .map((id) => sources.find((s) => s.id === id)?.document?.id)
+        .filter((id): id is number => id !== undefined);
     const sourceIds =
       selectedSourceIds.length > 0
-        ? selectedSourceIds
-        : sources.map((s) => s.id).filter(Boolean);
+        ? toDocIds(selectedSourceIds)
+        : sources.map((s) => s.document?.id).filter((id): id is number => id !== undefined);
 
     await thread.submit(
       { messages: [{ type: "human", content: text }] },
diff --git a/frontend-web/src/env.ts b/frontend-web/src/env.ts
index 10b6603c..4628be8c 100644
--- a/frontend-web/src/env.ts
+++ b/frontend-web/src/env.ts
@@ -6,9 +6,11 @@ function readEnv(
     | "VITE_LANGGRAPH_BASE_URL"
     | "VITE_CANVAS_LANGGRAPH_BASE_URL"
     | "VITE_NOTE_API_BASE_URL"
-    | "VITE_NOTEBOOK_API_BASE_URL"
+    | "VITE_AIPI_BACKENP_URL"
+    | "VITE_AIPI_FRONTEND_URL"
     | "VITE_STATIC_WEBSITE_ONLY"
-    | "VITE_GITHUB_OAUTH_TOKEN",
+    | "VITE_GITHUB_OAUTH_TOKEN"
+    | "VITE_STUDIO_ENABLED",
 ): EnvValue {
   const value = import.meta.env[key];
   return typeof value === "string" && value.trim() ? value : undefined;
@@ -21,7 +23,8 @@ export const env = {
   // routed (e.g. a separate canvas-agent server). Falls back to the main URL.
   NEXT_PUBLIC_CANVAS_LANGGRAPH_BASE_URL: readEnv("VITE_CANVAS_LANGGRAPH_BASE_URL"),
   NEXT_PUBLIC_NOTE_API_BASE_URL: readEnv("VITE_NOTE_API_BASE_URL"),
-  NEXT_PUBLIC_NOTEBOOK_API_BASE_URL: readEnv("VITE_NOTEBOOK_API_BASE_URL"),
+  NEXT_PUBLIC_NOTEBOOK_API_BASE_URL: readEnv("VITE_AIPI_BACKENP_URL"),
   NEXT_PUBLIC_STATIC_WEBSITE_ONLY: readEnv("VITE_STATIC_WEBSITE_ONLY"),
   GITHUB_OAUTH_TOKEN: readEnv("VITE_GITHUB_OAUTH_TOKEN"),
+  STUDIO_ENABLED: readEnv("VITE_STUDIO_ENABLED"),
 };
diff --git a/frontend-web/src/open-canvas/components/ai-writing/AIWritingForm.tsx b/frontend-web/src/open-canvas/components/ai-writing/AIWritingForm.tsx
index 54c20f4a..4c2728fa 100644
--- a/frontend-web/src/open-canvas/components/ai-writing/AIWritingForm.tsx
+++ b/frontend-web/src/open-canvas/components/ai-writing/AIWritingForm.tsx
@@ -11,6 +11,7 @@ import {
   SelectValue,
 } from '@/components/ui/select';
 import { useModels } from '@/core/models/hooks';
+import { useStudioNotebooks, useNotebookSources } from '@/core/studio/hooks';
 
 import type { AIWritingRequest } from '../../types/ai-writing';
 import { useArticleTypes } from '../../hooks/useArticleTypes';
@@ -31,13 +32,14 @@ const INPUT_CLASS =
 
 const DEFAULT_KEYWORD_COUNT = 1;
 const DEFAULT_AUDIENCE = '普通读者';
-const DEFAULT_MATERIAL_SOURCE: 'knowledge_base' | 'skill' = 'knowledge_base';
+type MaterialSource = 'knowledge_base' | 'skill' | 'notebook';
+const DEFAULT_MATERIAL_SOURCE: MaterialSource = 'knowledge_base';
 const MAX_INTENT_LENGTH = 500;
 
-// 素材来源选项：知识库=素材专家默认 web/intranet 检索；技能检索=用技能编排去检索
-const MATERIAL_SOURCE_OPTIONS: Array<{ value: 'knowledge_base' | 'skill'; label: string }> = [
-  { value: 'knowledge_base', label: '知识库' },
-  { value: 'skill', label: '技能检索' },
+const MATERIAL_SOURCE_OPTIONS: Array<{ value: MaterialSource; label: string; desc: string }> = [
+  { value: 'knowledge_base', label: '知识库', desc: '默认 web/intranet 检索' },
+  { value: 'skill', label: '技能检索', desc: '用已启用的技能编排检索' },
+  { value: 'notebook', label: '我的笔记', desc: '从笔记本中检索素材' },
 ];
 
 const FIELD_LABEL_CLASS = 'text-[16px] font-semibold leading-none text-[#222]';
@@ -54,10 +56,15 @@ export function AIWritingForm({
   const [audience, setAudience] = useState('普通读者');
   const [wordCountInput, setWordCountInput] = useState('800');
   const [strictMode, setStrictMode] = useState(false);
-  const [materialSource, setMaterialSource] =
-    useState<'knowledge_base' | 'skill'>(DEFAULT_MATERIAL_SOURCE);
+  const [materialSource, setMaterialSource] = useState<MaterialSource>(DEFAULT_MATERIAL_SOURCE);
   const [modelName, setModelName] = useState('');
+  // 笔记来源：选中的 search_space_id 和多个 document_id
+  const [selectedNotebookId, setSelectedNotebookId] = useState<number | null>(null);
+  const [selectedDocumentIds, setSelectedDocumentIds] = useState<number[]>([]);
+
   const { models, isLoading: modelsLoading } = useModels();
+  const { notebooks, isLoading: notebooksLoading } = useStudioNotebooks();
+  const { sources, isLoading: sourcesLoading } = useNotebookSources(selectedNotebookId);
 
   const { articleTypes, loading: typesLoading, refresh: refreshTypes } = useArticleTypes();
 
@@ -109,6 +116,25 @@ export function AIWritingForm({
     }
   }
 
+  function handleNotebookChange(val: string) {
+    setSelectedNotebookId(val ? Number(val) : null);
+    setSelectedDocumentIds([]);
+  }
+
+  function handleMaterialSourceChange(val: MaterialSource) {
+    setMaterialSource(val);
+    if (val !== 'notebook') {
+      setSelectedNotebookId(null);
+      setSelectedDocumentIds([]);
+    }
+  }
+
+  function toggleDocument(docId: number) {
+    setSelectedDocumentIds((prev) =>
+      prev.includes(docId) ? prev.filter((id) => id !== docId) : [...prev, docId],
+    );
+  }
+
   function handleSubmit(e: React.FormEvent) {
     e.preventDefault();
     if (!intent.trim()) return;
@@ -124,6 +150,9 @@ export function AIWritingForm({
       writingMode: hideAdvancedFields ? 'loose' : strictMode ? 'strict' : 'loose',
       materialSource,
       modelName: selectedModel?.name || modelName || undefined,
+      // 只有选了"我的笔记"才传笔记参数
+      noteSearchSpaceId: materialSource === 'notebook' ? (selectedNotebookId ?? undefined) : undefined,
+      noteSourceIds: materialSource === 'notebook' && selectedNotebookId != null ? selectedDocumentIds : undefined,
     });
   }
 
@@ -196,7 +225,7 @@ export function AIWritingForm({
           <label className={FIELD_LABEL_CLASS}>素材来源</label>
           <Select
             value={materialSource}
-            onValueChange={(v) => setMaterialSource(v as 'knowledge_base' | 'skill')}
+            onValueChange={(v) => handleMaterialSourceChange(v as MaterialSource)}
             disabled={disabled}
           >
             <SelectTrigger className={FIELD_TRIGGER_CLASS}>
@@ -206,13 +235,64 @@ export function AIWritingForm({
               {MATERIAL_SOURCE_OPTIONS.map((opt) => (
                 <SelectItem key={opt.value} value={opt.value} className="text-sm">
                   {opt.label}
+                  <span className="ml-1 text-xs text-muted-foreground">— {opt.desc}</span>
                 </SelectItem>
               ))}
             </SelectContent>
           </Select>
-          <p className="text-xs leading-relaxed text-muted-foreground/80">
-            知识库：素材专家默认检索方式；技能检索：用已启用的技能去编排检索。
-          </p>
+
+          {/* 选了"我的笔记"才展示笔记本 / 文档选择器 */}
+          {materialSource === 'notebook' && (
+            <div className="mt-2 space-y-2">
+              <Select
+                value={selectedNotebookId !== null ? String(selectedNotebookId) : ''}
+                onValueChange={handleNotebookChange}
+                disabled={disabled || notebooksLoading}
+              >
+                <SelectTrigger className={FIELD_TRIGGER_CLASS}>
+                  <SelectValue placeholder={notebooksLoading ? '加载中…' : '选择笔记本'} />
+                </SelectTrigger>
+                <SelectContent>
+                  {notebooks.map((nb) => (
+                    <SelectItem key={nb.id} value={String(nb.id)} className="text-sm">
+                      {nb.name}
+                    </SelectItem>
+                  ))}
+                </SelectContent>
+              </Select>
+
+              {selectedNotebookId !== null && (
+                <div className="space-y-1">
+                  <p className="text-xs text-muted-foreground">
+                    {sourcesLoading
+                      ? '文档加载中…'
+                      : `选择文档（可多选；不选则搜整个笔记本${selectedDocumentIds.length > 0 ? `，已选 ${selectedDocumentIds.length} 篇` : ''}）`}
+                  </p>
+                  {!sourcesLoading && (
+                    <div className="max-h-36 overflow-y-auto rounded-lg border border-[#e8dedd] bg-white divide-y divide-[#f0e8e7]">
+                      {sources.filter((s) => s.document?.id != null).map((s) => {
+                        const docId = s.document!.id;
+                        return (
+                          <label key={s.id} className="flex items-center gap-2 px-3 py-2 cursor-pointer hover:bg-[#f9f5f5] select-none">
+                            <input
+                              type="checkbox"
+                              checked={selectedDocumentIds.includes(docId)}
+                              onChange={() => toggleDocument(docId)}
+                              disabled={disabled}
+                              className="size-3.5 shrink-0 accent-primary"
+                            />
+                            <span className="text-xs text-foreground truncate">
+                              {s.document?.title ?? `文档 ${docId}`}
+                            </span>
+                          </label>
+                        );
+                      })}
+                    </div>
+                  )}
+                </div>
+              )}
+            </div>
+          )}
         </div>
 
         <div className="mt-4 space-y-2">
diff --git a/frontend-web/src/open-canvas/hooks/useAIWritingStream.ts b/frontend-web/src/open-canvas/hooks/useAIWritingStream.ts
index af30a2c7..611a82c5 100644
--- a/frontend-web/src/open-canvas/hooks/useAIWritingStream.ts
+++ b/frontend-web/src/open-canvas/hooks/useAIWritingStream.ts
@@ -25,6 +25,8 @@ import { useCallback, useEffect, useMemo, useReducer, useRef } from 'react';
 import { useStream } from '@langchain/langgraph-sdk/react';
 
 import { getAPIClient } from '@/core/api';
+import { getStoredAuth } from '@/core/auth';
+import { fetchStudioToken } from '@/core/studio/api';
 
 import { useCanvasGraphContext } from '../contexts/CanvasGraphContext';
 import { saveAIWritingTranscript } from '../api/ai-writing-sessions';
@@ -739,6 +741,19 @@ export function useAIWriting() {
     if (state.status !== 'idle' && state.status !== 'done' && state.status !== 'error') return;
     dispatch({ type: 'start', request });
     try {
+      // 如果选择了笔记来源，获取 notebook token 用于后端检索
+      let notebookToken = '';
+      if (request.noteSearchSpaceId) {
+        const email = getStoredAuth()?.email ?? '';
+        if (email) {
+          try {
+            notebookToken = await fetchStudioToken(email);
+          } catch {
+            // 忽略 token 获取失败，后端会优雅降级
+          }
+        }
+      }
+
       await stream.submit(
         {
           user_intent: request.userIntent,
@@ -758,9 +773,16 @@ export function useAIWriting() {
           current_draft: null,
           review_result: null,
           last_user_intervention: null,
+          notebook_search_space_id: request.noteSearchSpaceId ?? null,
+          notebook_source_ids: request.noteSourceIds ?? [],
         } as Partial<AIWritingValues>,
         {
-          config: { configurable: { model_name: request.modelName ?? '' } } as Record<string, unknown>,
+          config: {
+            configurable: {
+              model_name: request.modelName ?? '',
+              ...(notebookToken ? { notebook_token: notebookToken } : {}),
+            },
+          } as Record<string, unknown>,
           streamMode: ['values', 'updates', 'custom', 'messages-tuple'],
         },
       );
diff --git a/frontend-web/src/open-canvas/types/ai-writing.ts b/frontend-web/src/open-canvas/types/ai-writing.ts
index 3d48aaec..358f3800 100644
--- a/frontend-web/src/open-canvas/types/ai-writing.ts
+++ b/frontend-web/src/open-canvas/types/ai-writing.ts
@@ -7,7 +7,7 @@ export interface AIMaterial {
   source: string;
   publishedAt: string;
   relevanceScore: number;
-  sourceType: 'internet' | 'intranet' | 'skill';
+  sourceType: 'internet' | 'intranet' | 'skill' | 'notebook';
   url?: string;
   recUuid?: string;
   // skill 类素材的元信息（skill_name / container_path / category / skill_full_content 等）
@@ -228,8 +228,12 @@ export interface AIWritingRequest {
   keywordCount: number;
   /** 写作模式：strict=严格依据素材 / loose=可结合通用知识（默认 loose） */
   writingMode: 'strict' | 'loose';
-  /** 素材来源：knowledge_base=知识库（默认检索）/ skill=技能检索（默认 knowledge_base） */
-  materialSource: 'knowledge_base' | 'skill';
+  /** 素材来源：knowledge_base=知识库 / skill=技能检索 / notebook=我的笔记 */
+  materialSource: 'knowledge_base' | 'skill' | 'notebook';
+  /** 笔记来源（可选）：笔记本 search_space_id */
+  noteSearchSpaceId?: number;
+  /** 笔记来源（可选）：笔记本内指定文档的 document_id 列表，空数组表示检索整个笔记本 */
+  noteSourceIds?: number[];
 }
 
 // ── 流式审核条目 ──────────────────────────────────────────────────────────────
diff --git a/frontend-web/src/pages/AgentChatPage.tsx b/frontend-web/src/pages/AgentChatPage.tsx
index 8c76a13c..2f146723 100644
--- a/frontend-web/src/pages/AgentChatPage.tsx
+++ b/frontend-web/src/pages/AgentChatPage.tsx
@@ -26,7 +26,7 @@ import { useAgent } from "@/core/agents";
 import { useI18n } from "@/core/i18n/hooks";
 import { useModels } from "@/core/models/hooks";
 import { useNotification } from "@/core/notification/hooks";
-import { useThreadSettings } from "@/core/settings";
+import { saveLastAgentId, useThreadSettings } from "@/core/settings";
 import { useThreadStream } from "@/core/threads/hooks";
 import { textOfMessage } from "@/core/threads/utils";
 import { env } from "@/env";
@@ -114,6 +114,9 @@ export default function AgentChatPage() {
   const handleSubmit = useCallback(
     (message: PromptInputMessage) => {
       setHasStartedConversation(true);
+      // Remember this agent so the new-chat landing screen pre-selects it next
+      // time (covers both direct agent chats and the ChatPage handoff replay).
+      saveLastAgentId(agent_id);
       window.dispatchEvent(
         new CustomEvent("workspace:sandbox-resume-autoscroll"),
       );
@@ -216,6 +219,7 @@ export default function AgentChatPage() {
                 paddingBottom={messageListPaddingBottom}
                 tokenUsageEnabled={tokenUsageEnabled}
                 onClarificationSubmit={handleClarificationSubmit}
+                onEditResubmit={(text) => handleSubmit({ text, files: [] })}
               />
             </div>
 
diff --git a/frontend-web/src/pages/ChatPage.tsx b/frontend-web/src/pages/ChatPage.tsx
index 6a9ef79f..39b3da9a 100644
--- a/frontend-web/src/pages/ChatPage.tsx
+++ b/frontend-web/src/pages/ChatPage.tsx
@@ -23,10 +23,15 @@ import { ThreadTitle } from "@/components/workspace/thread-title";
 import { TodoList } from "@/components/workspace/todo-list";
 import { TokenUsageIndicator } from "@/components/workspace/token-usage-indicator";
 import { Welcome } from "@/components/workspace/welcome";
+import { useAgentSelector } from "@/core/agents";
 import { useI18n } from "@/core/i18n/hooks";
 import { useModels } from "@/core/models/hooks";
 import { useNotification } from "@/core/notification/hooks";
-import { useThreadSettings } from "@/core/settings";
+import {
+  getLastAgentId,
+  saveLastAgentId,
+  useThreadSettings,
+} from "@/core/settings";
 import { useThreadStream } from "@/core/threads/hooks";
 import { useRouteBase } from "@/core/route-base";
 import { textOfMessage } from "@/core/threads/utils";
@@ -47,6 +52,8 @@ export default function ChatPage() {
   const { data: promptPrefixSettings } = usePromptPrefixSettings();
   const [promptPrefixOn, setPromptPrefixOn] = useState(false);
   const [selectedAgentId, setSelectedAgentId] = useState<string | null>(null);
+  const { agents: selectorAgents, isLoading: selectorLoading } =
+    useAgentSelector();
   const { selectedArtifact } = useArtifacts();
   useSpecificChatMode();
 
@@ -58,10 +65,22 @@ export default function ChatPage() {
     if (isNewThread) {
       setHasStartedConversation(false);
       setPromptPrefixOn(false);
-      setSelectedAgentId(null);
+      // Pre-select the agent the user last started a conversation with so a
+      // fresh chat defaults to it. Validated against the selector list below.
+      setSelectedAgentId(getLastAgentId());
     }
   }, [isNewThread, threadId]);
 
+  // Drop a restored last-used agent that is no longer in the selector list
+  // (deleted / unpublished / no longer curated), so we never hand off to a
+  // dead agent. Wait for the list to load before deciding.
+  useEffect(() => {
+    if (selectorLoading || !selectedAgentId) return;
+    if (!selectorAgents.some((a) => a.id === selectedAgentId)) {
+      setSelectedAgentId(null);
+    }
+  }, [selectedAgentId, selectorAgents, selectorLoading]);
+
   const { showNotification } = useNotification();
 
   const [thread, sendMessage, isUploading] = useThreadStream({
@@ -184,6 +203,14 @@ export default function ChatPage() {
     },
     [sendMessage, threadId],
   );
+
+  // Persist the picked agent the moment it changes so the next new chat
+  // defaults to it — even if the user never sends a message this session.
+  // Passing null (the ✕ clear) wipes the stored preference.
+  const handleAgentChange = useCallback((agentId: string | null) => {
+    setSelectedAgentId(agentId);
+    saveLastAgentId(agentId);
+  }, []);
   const handleStop = useCallback(async () => {
     await thread.stop();
   }, [thread]);
@@ -248,6 +275,9 @@ export default function ChatPage() {
                   paddingBottom={messageListPaddingBottom}
                   tokenUsageEnabled={tokenUsageEnabled}
                   onClarificationSubmit={handleClarificationSubmit}
+                  onEditResubmit={(text) =>
+                    handleSubmit({ text, files: [] })
+                  }
                 />
               )}
             </div>
@@ -305,7 +335,7 @@ export default function ChatPage() {
                         isLandingState
                           ? {
                               selectedAgentId,
-                              onAgentChange: setSelectedAgentId,
+                              onAgentChange: handleAgentChange,
                             }
                           : undefined
                       }
diff --git a/frontend-web/src/pages/NewAgentPage.tsx b/frontend-web/src/pages/NewAgentPage.tsx
index 6129a35b..775af146 100644
--- a/frontend-web/src/pages/NewAgentPage.tsx
+++ b/frontend-web/src/pages/NewAgentPage.tsx
@@ -545,13 +545,13 @@ export default function NewAgentPage() {
                         没有匹配的技能。
                       </p>
                     ) : (
-                      <div className="flex flex-wrap gap-2">
+                      <div className="grid grid-cols-1 gap-2 sm:grid-cols-2">
                         {filteredSkills.map((skill) => {
                           const checked = selectedSkills.includes(skill.name);
                           return (
                             <div
                               key={skill.name}
-                              className="inline-flex max-w-full items-center"
+                              className="flex w-full min-w-0 items-center"
                             >
                               <Button
                                 type="button"
@@ -560,7 +560,7 @@ export default function NewAgentPage() {
                                 onClick={() => toggleSkill(skill)}
                                 title={skill.description}
                                 className={cn(
-                                  "h-8 max-w-[200px] rounded-r-none",
+                                  "h-8 min-w-0 flex-1 rounded-r-none",
                                   !checked && "text-muted-foreground",
                                 )}
                               >
diff --git a/frontend-web/src/pages/PublicScheduledTaskPage.tsx b/frontend-web/src/pages/PublicScheduledTaskPage.tsx
index ef623b9d..87300e09 100644
--- a/frontend-web/src/pages/PublicScheduledTaskPage.tsx
+++ b/frontend-web/src/pages/PublicScheduledTaskPage.tsx
@@ -68,9 +68,11 @@ type PublicRunFile = {
 type PublicRunResult = {
   title: string;
   content: string;
-  format: "markdown" | "text" | "json" | "mixed";
+  format: "markdown" | "text" | "json" | "mixed" | "html";
   files: PublicRunFile[];
   created_at: string;
+  /** Present for ``html_page`` runs: the full generated HTML document. */
+  html?: string | null;
 };
 
 type PublicRun = {
@@ -126,6 +128,12 @@ async function fetchPublicRunFile(runId: string, index: number): Promise<PublicF
   );
 }
 
+type PublicRunHtml = { run_id: string; title?: string | null; html?: string | null };
+
+async function fetchPublicRunHtml(runId: string): Promise<PublicRunHtml> {
+  return fetchJson<PublicRunHtml>(`${publicBaseUrl()}/runs/${encodeURIComponent(runId)}/html`);
+}
+
 async function updatePublicRunFile(
   runId: string,
   index: number,
@@ -296,6 +304,13 @@ export default function PublicScheduledTaskPage() {
       if (run.status !== "succeeded") return false;
       const result = run.result;
       if (!result) return false;
+      // HTML page runs always have something to render (the iframe preview).
+      const isHtml =
+        result.format === "html" ||
+        (result.files ?? []).some(
+          (file) => file.kind === "html" || (file.name ?? "").toLowerCase().endsWith(".html"),
+        );
+      if (isHtml) return true;
       const hasBody = !!result.content && result.content.trim().length > 0;
       const hasMarkdownFile = (result.files ?? []).some(
         (file) => isMarkdownFile(file) && isFileAvailable(file),
@@ -550,6 +565,23 @@ type ContentTab = {
 function RunDetailPane({ run, taskId }: { run: PublicRun; taskId: string }) {
   const queryClient = useQueryClient();
 
+  // HTML page run: render a sandboxed iframe preview instead of the MD tabs.
+  const isHtmlRun =
+    run.result?.format === "html" ||
+    (run.result?.files ?? []).some(
+      (f) => f.kind === "html" || (f.name ?? "").toLowerCase().endsWith(".html"),
+    );
+  // Prefer the inline copy; fall back to the LONGTEXT-backed /html endpoint for
+  // large pages whose HTML was not inlined into result_json.
+  const { data: htmlData } = useQuery({
+    queryKey: ["public-scheduled-task", "html", run.id],
+    queryFn: () => fetchPublicRunHtml(run.id),
+    enabled: isHtmlRun && !run.result?.html,
+    refetchOnWindowFocus: false,
+    retry: false,
+  });
+  const htmlContent = run.result?.html ?? htmlData?.html ?? null;
+
   // Skip files whose archive is missing on disk — otherwise the public viewer
   // would render a tab that 404s with "Result file is no longer available".
   const markdownFiles = useMemo(
@@ -719,56 +751,74 @@ function RunDetailPane({ run, taskId }: { run: PublicRun; taskId: string }) {
               下载原文件
             </a>
           )}
-          <Button size="sm" variant="outline" onClick={handleDownloadWord}>
-            <FileText className="size-4" />
-            下载 Word
-          </Button>
-          {isEditing ? (
-            <>
+          {!isHtmlRun && (
+            <Button size="sm" variant="outline" onClick={handleDownloadWord}>
+              <FileText className="size-4" />
+              下载 Word
+            </Button>
+          )}
+          {!isHtmlRun &&
+            (isEditing ? (
+              <>
+                <Button
+                  size="sm"
+                  variant="outline"
+                  onClick={() => {
+                    setIsEditing(false);
+                    setDraft(activeSource);
+                  }}
+                  disabled={saveMutation.isPending}
+                >
+                  <X className="size-4" />
+                  取消
+                </Button>
+                <Button
+                  size="sm"
+                  onClick={() => saveMutation.mutate()}
+                  disabled={saveMutation.isPending}
+                >
+                  {saveMutation.isPending ? (
+                    <Loader2 className="size-4 animate-spin" />
+                  ) : (
+                    <Check className="size-4" />
+                  )}
+                  保存
+                </Button>
+              </>
+            ) : (
               <Button
                 size="sm"
                 variant="outline"
                 onClick={() => {
-                  setIsEditing(false);
                   setDraft(activeSource);
+                  setIsEditing(true);
                 }}
-                disabled={saveMutation.isPending}
+                disabled={fileIsLoading}
               >
-                <X className="size-4" />
-                取消
+                <Pencil className="size-4" />
+                编辑
               </Button>
-              <Button
-                size="sm"
-                onClick={() => saveMutation.mutate()}
-                disabled={saveMutation.isPending}
-              >
-                {saveMutation.isPending ? (
-                  <Loader2 className="size-4 animate-spin" />
-                ) : (
-                  <Check className="size-4" />
-                )}
-                保存
-              </Button>
-            </>
-          ) : (
-            <Button
-              size="sm"
-              variant="outline"
-              onClick={() => {
-                setDraft(activeSource);
-                setIsEditing(true);
-              }}
-              disabled={fileIsLoading}
-            >
-              <Pencil className="size-4" />
-              编辑
-            </Button>
-          )}
+            ))}
         </div>
       </CardHeader>
 
       <CardContent className="min-h-0 flex-1 overflow-hidden p-0">
-        {tabs.length === 0 ? (
+        {isHtmlRun ? (
+          <div className="h-full p-4">
+            {htmlContent ? (
+              <iframe
+                title="HTML 预览"
+                sandbox="allow-same-origin"
+                srcDoc={htmlContent}
+                className="h-full min-h-[60vh] w-full rounded-md border bg-white"
+              />
+            ) : (
+              <div className="text-muted-foreground rounded-md border p-3 text-sm">
+                HTML 页面尚未生成或正在生成中。
+              </div>
+            )}
+          </div>
+        ) : tabs.length === 0 ? (
           <div className="text-muted-foreground p-6 text-sm">无可用内容。</div>
         ) : (
           <Tabs
diff --git a/frontend-web/src/pages/ScheduledTaskRunDetailPage.tsx b/frontend-web/src/pages/ScheduledTaskRunDetailPage.tsx
index b58c9866..0b7df6dd 100644
--- a/frontend-web/src/pages/ScheduledTaskRunDetailPage.tsx
+++ b/frontend-web/src/pages/ScheduledTaskRunDetailPage.tsx
@@ -1,7 +1,7 @@
 "use client";
 
 import { useCallback, useEffect, useMemo, useState } from "react";
-import { Activity, ChevronDown, ChevronLeft, Download, Edit3, FileText, Loader2, Save, Trash2, X } from "lucide-react";
+import { Activity, ChevronDown, ChevronLeft, Download, Edit3, FileText, Heart, Loader2, Save, Code2, Trash2, X } from "lucide-react";
 import { useParams, useSearchParams } from "react-router-dom";
 import { useRouteNavigate as useNavigate } from "@/core/route-base";
 import { toast } from "sonner";
@@ -26,8 +26,11 @@ import {
   type ScheduledTaskRun,
   type ScheduledTaskRunMessage,
   updateScheduledTaskRunFile,
+  useHtmlPageFavoriteActions,
+  useHtmlPageFavorites,
   useScheduledTaskActions,
   useScheduledTaskRun,
+  useScheduledTaskRunHtml,
   useScheduledTaskRunMessages,
 } from "@/core/scheduled-tasks";
 import { downloadMarkdownAsDocx } from "@/core/scheduled-tasks/markdown-docx";
@@ -97,6 +100,22 @@ function RenderPreview({ file }: { file: ScheduledTaskResultFileContent }) {
   return <pre className="whitespace-pre-wrap text-sm">{file.content}</pre>;
 }
 
+/**
+ * Sandboxed preview of a generated HTML document. The iframe has no
+ * ``allow-scripts`` token, so embedded JS cannot run — defense-in-depth on top
+ * of the server-side sanitization that already stripped script vectors.
+ */
+function HtmlPreviewFrame({ html }: { html: string }) {
+  return (
+    <iframe
+      title="HTML 预览"
+      sandbox="allow-same-origin"
+      srcDoc={html}
+      className="h-[70vh] w-full rounded-md border bg-white"
+    />
+  );
+}
+
 type EditState = { draft: string; saving: boolean };
 
 /** Flatten a LangChain-style message content (string | parts | nested) to text. */
@@ -217,6 +236,40 @@ export default function ScheduledTaskRunDetailPage() {
   const canEditRun = run?.can_edit === true;
   const canDeleteRun = canEditRun;
 
+  // HTML page run: surface a sandboxed iframe preview + favorite button.
+  const isHtmlRun = useMemo(() => {
+    if (!result) return false;
+    if (result.format === "html") return true;
+    return (result.files ?? []).some(
+      (f) => f.kind === "html" || (f.name ?? "").toLowerCase().endsWith(".html"),
+    );
+  }, [result]);
+  const { data: htmlData } = useScheduledTaskRunHtml(run_id, {
+    enabled: isHtmlRun,
+    live: runLive,
+  });
+  const htmlContent = htmlData?.html ?? result?.html ?? null;
+  const htmlPageId = htmlData?.page_id ?? null;
+  const favoriteActions = useHtmlPageFavoriteActions();
+  const { data: htmlFavorites = [] } = useHtmlPageFavorites(isHtmlRun);
+  const alreadyFavorited = !!htmlPageId && htmlFavorites.some((f) => f.page_id === htmlPageId);
+  const handleFavorite = async () => {
+    if (!htmlPageId) {
+      toast.error("页面尚未生成或无法收藏");
+      return;
+    }
+    if (alreadyFavorited) {
+      toast.error("该页面已收藏，请勿重复收藏");
+      return;
+    }
+    try {
+      await favoriteActions.create.mutateAsync({ page_id: htmlPageId });
+      toast.success("已收藏，可在新建 HTML 任务时作为参考风格");
+    } catch (error) {
+      toast.error(error instanceof Error ? error.message : "收藏失败");
+    }
+  };
+
   const resultFiles = useMemo(() => result?.files ?? [], [result]);
   const fileCount = resultFiles.length;
   const resultMetadata = useMemo(() => {
@@ -444,11 +497,19 @@ export default function ScheduledTaskRunDetailPage() {
           )}
           {run && (result || hasExecution) && (
             <Tabs
-              defaultValue={result ? (fileCount > 0 ? "files" : "body") : "execution"}
+              defaultValue={
+                result ? (isHtmlRun ? "html" : fileCount > 0 ? "files" : "body") : "execution"
+              }
               className="flex min-h-0 flex-1 flex-col"
             >
               <div className="border-b px-3 pt-1">
                 <TabsList className="h-8">
+                  {result && isHtmlRun && (
+                    <TabsTrigger value="html" className="text-xs">
+                      <Code2 className="mr-1 size-3" />
+                      HTML 预览
+                    </TabsTrigger>
+                  )}
                   {result && (
                     <TabsTrigger value="body" className="text-xs">
                       <FileText className="mr-1 size-3" />
@@ -476,6 +537,33 @@ export default function ScheduledTaskRunDetailPage() {
               <ScrollArea className="min-h-0 flex-1">
                 {result && (
                   <>
+                {isHtmlRun && (
+                  <TabsContent value="html" className="m-0 p-4">
+                    <div className="mb-3 flex flex-wrap items-center justify-end gap-2">
+                      <Button
+                        size="sm"
+                        variant="outline"
+                        onClick={handleFavorite}
+                        disabled={!htmlPageId || alreadyFavorited || favoriteActions.create.isPending}
+                        title={
+                          alreadyFavorited
+                            ? "该页面已收藏"
+                            : "收藏此页面，作为后续 HTML 任务的参考风格"
+                        }
+                      >
+                        <Heart className={cn("size-4", alreadyFavorited && "fill-current text-rose-500")} />
+                        {alreadyFavorited ? "已收藏" : "收藏页面"}
+                      </Button>
+                    </div>
+                    {htmlContent ? (
+                      <HtmlPreviewFrame html={htmlContent} />
+                    ) : (
+                      <div className="text-muted-foreground rounded-md border p-3 text-sm">
+                        HTML 页面尚未生成或正在生成中。
+                      </div>
+                    )}
+                  </TabsContent>
+                )}
                 <TabsContent value="body" className="m-0 p-4">
                   {result.format === "markdown" || result.format === "mixed" ? (
                     <MarkdownContent
diff --git a/frontend-web/src/pages/ScheduledTasksPage.tsx b/frontend-web/src/pages/ScheduledTasksPage.tsx
index d35c553a..8cd15996 100644
--- a/frontend-web/src/pages/ScheduledTasksPage.tsx
+++ b/frontend-web/src/pages/ScheduledTasksPage.tsx
@@ -45,10 +45,14 @@ import { TagPickerDialog } from "@/components/workspace/tags/tag-picker-dialog";
 import { TagSearchBar } from "@/components/workspace/tags/tag-search-bar";
 import { useAgents } from "@/core/agents";
 import { getStoredAuth } from "@/core/auth";
+import { useModels } from "@/core/models/hooks";
 import {
   downloadScheduledTaskRun,
   type PublishedScheduledTask,
   type ScheduledTask,
+  type ScheduledTaskExecutionContext,
+  useHtmlPageFavoriteActions,
+  useHtmlPageFavorites,
   useScheduledTaskActions,
   useScheduledTaskDeliveryProfile,
   useScheduledTaskRuns,
@@ -110,6 +114,15 @@ const emptyForm = {
   prompt: "",
   execution_agent_name: "",
   require_markdown: false,
+  // HTML page task fields. ``task_kind`` "agent" keeps the original behavior.
+  // Data gathering is delegated to the agent's own search skills — no explicit
+  // search query / data source. ``html_model_name`` empty means "use the first
+  // available model" — never a hardcoded GLM-5.
+  task_kind: "agent" as "agent" | "html_page",
+  html_page_prompt: "",
+  html_negative_prompt: "",
+  html_reference_favorite_id: "",
+  html_model_name: "",
 };
 
 export default function ScheduledTasksPage() {
@@ -140,6 +153,25 @@ export default function ScheduledTasksPage() {
   const [editing, setEditing] = useState<ScheduledTask | null>(null);
   const [creating, setCreating] = useState(false);
   const [form, setForm] = useState(emptyForm);
+  const dialogOpen = creating || !!editing;
+  const { data: htmlFavorites = [] } = useHtmlPageFavorites(dialogOpen);
+  const htmlFavoriteActions = useHtmlPageFavoriteActions();
+  const { models: availableModels } = useModels({ enabled: dialogOpen });
+
+  const handleDeleteFavorite = async (favoriteId: string) => {
+    try {
+      await htmlFavoriteActions.remove.mutateAsync(favoriteId);
+      // Clear the selection if the removed favorite was the chosen reference.
+      setForm((value) =>
+        value.html_reference_favorite_id === favoriteId
+          ? { ...value, html_reference_favorite_id: "" }
+          : value,
+      );
+      toast.success("收藏已删除", darkToastOpts.success);
+    } catch (error) {
+      toast.error(error instanceof Error ? error.message : "删除失败", darkToastOpts.error);
+    }
+  };
   const [scheduleConfig, setScheduleConfig] = useState<ScheduleConfig>(DEFAULT_SCHEDULE_CONFIG);
   const [runsTimeFilter, setRunsTimeFilter] = useState<"all" | "today" | "7d" | "30d">("all");
   const [subscribeTarget, setSubscribeTarget] = useState<PublishedScheduledTask | null>(null);
@@ -197,6 +229,7 @@ export default function ScheduledTasksPage() {
   const openEdit = (task: ScheduledTask) => {
     setCreating(false);
     setEditing(task);
+    const html = task.execution_context?.html_config ?? {};
     setForm({
       name: task.name,
       description: task.description ?? "",
@@ -205,6 +238,11 @@ export default function ScheduledTasksPage() {
       prompt: task.prompt,
       execution_agent_name: task.execution_agent_name ?? "",
       require_markdown: !!task.execution_context?.require_markdown,
+      task_kind: task.execution_context?.task_kind === "html_page" ? "html_page" : "agent",
+      html_page_prompt: html.page_prompt ?? "",
+      html_negative_prompt: html.negative_prompt ?? "",
+      html_reference_favorite_id: html.reference_favorite_id ?? "",
+      html_model_name: html.model_name ?? "",
     });
     // Prefer the canonical cron_expr over the user-typed schedule_text: the
     // latter may be natural language ("每天9点") that parseCron can't read,
@@ -223,18 +261,48 @@ export default function ScheduledTasksPage() {
     setScheduleConfig(DEFAULT_SCHEDULE_CONFIG);
   };
 
+  const isHtmlTask = form.task_kind === "html_page";
+  // The model actually shown/used: the user's choice, else the first configured
+  // model. Never a hardcoded GLM-5 — it follows config order and the selection.
+  const effectiveHtmlModel = form.html_model_name || availableModels[0]?.name || "";
+
+  // Build the execution_context for the current form. HTML tasks persist their
+  // config under ``html_config``; regular tasks send an explicit ``agent`` kind
+  // so switching a task back from HTML clears the old config.
+  const buildExecutionContext = (): ScheduledTaskExecutionContext => {
+    if (!isHtmlTask) return { task_kind: "agent", html_config: undefined };
+    return {
+      task_kind: "html_page",
+      html_config: {
+        page_prompt: form.html_page_prompt.trim() || null,
+        negative_prompt: form.html_negative_prompt.trim() || null,
+        reference_favorite_id: form.html_reference_favorite_id || null,
+        // Send the user's selection; fall back to the first configured model,
+        // else null (backend then uses the system default). No hardcoded GLM-5.
+        model_name: form.html_model_name.trim() || availableModels[0]?.name || null,
+      },
+    };
+  };
+
   const saveTask = async () => {
     try {
       const cronSchedule = buildCron(scheduleConfig);
+      const executionContext = buildExecutionContext();
+      // HTML tasks may leave the agent prompt empty — fall back to the page
+      // prompt so the (non-null) prompt column always has something useful.
+      const effectivePrompt = isHtmlTask
+        ? form.prompt.trim() || form.html_page_prompt.trim() || "生成 HTML 页面"
+        : form.prompt;
       if (creating) {
         const task = await actions.create.mutateAsync({
           name: form.name || "定时任务",
           description: form.description.trim() || null,
           schedule: cronSchedule,
           timezone: form.timezone || "Asia/Shanghai",
-          prompt: form.prompt,
-          execution_agent_name: form.execution_agent_name || null,
-          require_markdown: form.require_markdown,
+          prompt: effectivePrompt,
+          execution_agent_name: isHtmlTask ? null : form.execution_agent_name || null,
+          require_markdown: isHtmlTask ? false : form.require_markdown,
+          execution_context: executionContext,
         });
         setSelectedTaskId(task.task_id);
         toast.success("任务已创建", darkToastOpts.success);
@@ -246,9 +314,10 @@ export default function ScheduledTasksPage() {
             description: form.description.trim() || null,
             schedule: cronSchedule,
             timezone: form.timezone,
-            prompt: form.prompt,
-            execution_agent_name: form.execution_agent_name || null,
-            require_markdown: form.require_markdown,
+            prompt: effectivePrompt,
+            execution_agent_name: isHtmlTask ? null : form.execution_agent_name || null,
+            require_markdown: isHtmlTask ? false : form.require_markdown,
+            execution_context: executionContext,
           },
         });
         toast.success("任务已更新", darkToastOpts.success);
@@ -404,6 +473,14 @@ export default function ScheduledTasksPage() {
                                     <Globe className="size-3" />已发布
                                   </Badge>
                                 )}
+                                {task.execution_context?.task_kind === "html_page" && (
+                                  <Badge
+                                    variant="outline"
+                                    className="shrink-0 border-sky-500/30 bg-sky-500/10 text-xs text-sky-600 dark:text-sky-400"
+                                  >
+                                    HTML 页面
+                                  </Badge>
+                                )}
                               </div>
                               <div className="text-muted-foreground mt-1 truncate text-xs">
                                 {desensitize(task.schedule_text ?? "")} · {task.timezone}
@@ -828,7 +905,7 @@ export default function ScheduledTasksPage() {
           <DialogHeader className="min-w-0">
             <DialogTitle>{creating ? "新建定时任务" : "编辑定时任务"}</DialogTitle>
           </DialogHeader>
-          <div className="flex min-w-0 flex-col gap-3">
+          <div className="flex min-h-0 max-h-[70vh] min-w-0 flex-col gap-3 overflow-y-auto pr-1">
             <Input
               value={form.name}
               onChange={(event) =>
@@ -844,6 +921,20 @@ export default function ScheduledTasksPage() {
               }
               placeholder="任务描述（可选，将显示在公开页标题下方）"
             />
+            <div className="flex flex-col gap-1">
+              <p className="text-muted-foreground text-xs">任务类型</p>
+              <Tabs
+                value={form.task_kind}
+                onValueChange={(v) =>
+                  setForm((value) => ({ ...value, task_kind: v as "agent" | "html_page" }))
+                }
+              >
+                <TabsList className="w-full">
+                  <TabsTrigger value="agent" className="flex-1">普通任务</TabsTrigger>
+                  <TabsTrigger value="html_page" className="flex-1">HTML 页面</TabsTrigger>
+                </TabsList>
+              </Tabs>
+            </div>
             <div className="flex flex-col gap-1">
               <p className="text-muted-foreground text-xs">执行频率</p>
               <ScheduleBuilder value={scheduleConfig} onChange={setScheduleConfig} />
@@ -855,55 +946,168 @@ export default function ScheduledTasksPage() {
               }
               placeholder="时区，例如：Asia/Shanghai"
             />
-            <Select
-              value={form.execution_agent_name || "__default__"}
-              onValueChange={(v) =>
-                setForm((value) => ({
-                  ...value,
-                  execution_agent_name: v === "__default__" ? "" : v,
-                }))
-              }
-            >
-              <SelectTrigger className="w-full min-w-0 max-w-full overflow-hidden [&>span]:min-w-0 [&>span]:flex-1 [&>span]:truncate">
-                <SelectValue placeholder="选择执行智能体" />
-              </SelectTrigger>
-              <SelectContent
-                position="popper"
-                className="w-[var(--radix-select-trigger-width)] max-w-[var(--radix-select-trigger-width)]"
-              >
-                <SelectItem value="__default__">默认助手（不指定）</SelectItem>
-                {agents.map((agent) => (
-                  <SelectItem key={agent.id} value={agent.id}>
-                    <span className="block truncate">
-                      {desensitize(agent.name)}
-                      {agent.description ? ` — ${desensitize(agent.description)}` : ""}
-                    </span>
-                  </SelectItem>
-                ))}
-              </SelectContent>
-            </Select>
-            <Textarea
-              className="min-h-40"
-              value={form.prompt}
-              onChange={(event) =>
-                setForm((value) => ({ ...value, prompt: event.target.value }))
-              }
-              placeholder="任务 Prompt"
-            />
-            <div className="flex items-center justify-between rounded-md border p-3">
-              <div className="min-w-0 pr-3">
-                <p className="text-sm font-medium">必须生成 Markdown 文件</p>
+
+            {!isHtmlTask && (
+              <>
+                <Select
+                  value={form.execution_agent_name || "__default__"}
+                  onValueChange={(v) =>
+                    setForm((value) => ({
+                      ...value,
+                      execution_agent_name: v === "__default__" ? "" : v,
+                    }))
+                  }
+                >
+                  <SelectTrigger className="w-full min-w-0 max-w-full overflow-hidden [&>span]:min-w-0 [&>span]:flex-1 [&>span]:truncate">
+                    <SelectValue placeholder="选择执行智能体" />
+                  </SelectTrigger>
+                  <SelectContent
+                    position="popper"
+                    className="w-[var(--radix-select-trigger-width)] max-w-[var(--radix-select-trigger-width)]"
+                  >
+                    <SelectItem value="__default__">默认助手（不指定）</SelectItem>
+                    {agents.map((agent) => (
+                      <SelectItem key={agent.id} value={agent.id}>
+                        <span className="block truncate">
+                          {desensitize(agent.name)}
+                          {agent.description ? ` — ${desensitize(agent.description)}` : ""}
+                        </span>
+                      </SelectItem>
+                    ))}
+                  </SelectContent>
+                </Select>
+                <Textarea
+                  className="min-h-40"
+                  value={form.prompt}
+                  onChange={(event) =>
+                    setForm((value) => ({ ...value, prompt: event.target.value }))
+                  }
+                  placeholder="任务 Prompt"
+                />
+                <div className="flex items-center justify-between rounded-md border p-3">
+                  <div className="min-w-0 pr-3">
+                    <p className="text-sm font-medium">必须生成 Markdown 文件</p>
+                    <p className="text-muted-foreground text-xs">
+                      开启后会提示大模型生成 Markdown(.md) 文件；系统会校验本次是否生成了 .md 文件且文件正文超过 100 字，未达到则记为失败。
+                    </p>
+                  </div>
+                  <Switch
+                    checked={form.require_markdown}
+                    onCheckedChange={(v) =>
+                      setForm((value) => ({ ...value, require_markdown: v }))
+                    }
+                  />
+                </div>
+              </>
+            )}
+
+            {isHtmlTask && (
+              <>
+                <Textarea
+                  className="min-h-24"
+                  value={form.html_page_prompt}
+                  onChange={(event) =>
+                    setForm((value) => ({ ...value, html_page_prompt: event.target.value }))
+                  }
+                  placeholder="页面生成要求，例如：检索新能源车最新舆情，生成适合领导快速浏览的态势页"
+                />
+                <Textarea
+                  className="min-h-16"
+                  value={form.html_negative_prompt}
+                  onChange={(event) =>
+                    setForm((value) => ({ ...value, html_negative_prompt: event.target.value }))
+                  }
+                  placeholder="限制条件（可选），例如：不要使用深色背景，不要出现外部链接脚本"
+                />
+                <div className="flex flex-col gap-1">
+                  <p className="text-muted-foreground text-xs">参考收藏页面（可选）</p>
+                  <div className="flex flex-col gap-1 rounded-md border p-1">
+                    <button
+                      type="button"
+                      onClick={() =>
+                        setForm((value) => ({ ...value, html_reference_favorite_id: "" }))
+                      }
+                      className={cn(
+                        "rounded px-2 py-1.5 text-left text-sm transition-colors hover:bg-accent/60",
+                        !form.html_reference_favorite_id && "bg-accent",
+                      )}
+                    >
+                      不参考（默认）
+                    </button>
+                    {htmlFavorites.map((fav) => {
+                      const selected = form.html_reference_favorite_id === fav.id;
+                      return (
+                        <div key={fav.id} className="flex items-center gap-1">
+                          <button
+                            type="button"
+                            onClick={() =>
+                              setForm((value) => ({ ...value, html_reference_favorite_id: fav.id }))
+                            }
+                            className={cn(
+                              "min-w-0 flex-1 truncate rounded px-2 py-1.5 text-left text-sm transition-colors hover:bg-accent/60",
+                              selected && "bg-accent",
+                            )}
+                            title={fav.title}
+                          >
+                            {fav.title}
+                          </button>
+                          <Button
+                            type="button"
+                            size="icon"
+                            variant="ghost"
+                            className="size-7 shrink-0 text-muted-foreground hover:text-destructive"
+                            onClick={() => handleDeleteFavorite(fav.id)}
+                            disabled={htmlFavoriteActions.remove.isPending}
+                            title="删除该收藏"
+                          >
+                            <Trash2 className="size-4" />
+                          </Button>
+                        </div>
+                      );
+                    })}
+                    {htmlFavorites.length === 0 && (
+                      <div className="text-muted-foreground px-2 py-1.5 text-xs">
+                        暂无收藏页面。可在执行记录的 HTML 预览中收藏页面后在此引用。
+                      </div>
+                    )}
+                  </div>
+                </div>
+                <div className="flex flex-col gap-1">
+                  <p className="text-muted-foreground text-xs">生成模型</p>
+                  <Select
+                    value={effectiveHtmlModel}
+                    onValueChange={(v) =>
+                      setForm((value) => ({ ...value, html_model_name: v }))
+                    }
+                  >
+                    <SelectTrigger className="w-full min-w-0 max-w-full overflow-hidden [&>span]:min-w-0 [&>span]:flex-1 [&>span]:truncate">
+                      <SelectValue placeholder="选择生成模型" />
+                    </SelectTrigger>
+                    <SelectContent
+                      position="popper"
+                      className="w-[var(--radix-select-trigger-width)] max-w-[var(--radix-select-trigger-width)]"
+                    >
+                      {availableModels.map((model) => (
+                        <SelectItem key={model.id || model.name} value={model.name}>
+                          <span className="block truncate">{model.display_name || model.name}</span>
+                        </SelectItem>
+                      ))}
+                    </SelectContent>
+                  </Select>
+                </div>
+                <Textarea
+                  className="min-h-16"
+                  value={form.prompt}
+                  onChange={(event) =>
+                    setForm((value) => ({ ...value, prompt: event.target.value }))
+                  }
+                  placeholder="补充说明（可选）：进一步约束智能体如何检索数据、页面包含哪些内容"
+                />
                 <p className="text-muted-foreground text-xs">
-                  开启后会提示大模型生成 Markdown(.md) 文件；系统会校验本次是否生成了 .md 文件且文件正文超过 100 字，未达到则记为失败。
+                  执行流程：智能体运用自身检索技能整理真实数据 → 选定模型渲染为完整 HTML → 自动安全清洗与结构校验 → 可在执行记录中预览。
                 </p>
-              </div>
-              <Switch
-                checked={form.require_markdown}
-                onCheckedChange={(v) =>
-                  setForm((value) => ({ ...value, require_markdown: v }))
-                }
-              />
-            </div>
+              </>
+            )}
           </div>
           <DialogFooter>
             <Button variant="outline" onClick={closeDialog}>
diff --git a/frontend-web/src/pages/StudioNotebookDetailPage.tsx b/frontend-web/src/pages/StudioNotebookDetailPage.tsx
index d0e944ba..57ff6d8f 100644
--- a/frontend-web/src/pages/StudioNotebookDetailPage.tsx
+++ b/frontend-web/src/pages/StudioNotebookDetailPage.tsx
@@ -1,16 +1,15 @@
 "use client";
 
-import { useEffect, useMemo, useState } from "react";
+import { useEffect, useMemo, useRef, useState } from "react";
 import { useParams } from "react-router-dom";
 import {
   AlignLeft,
   ArrowLeft,
-  CloudUpload,
+  BookOpen,
   Files,
   Globe,
   Loader2,
   Plus,
-  Send,
   X,
 } from "lucide-react";
 
@@ -23,7 +22,7 @@ import {
   DialogTitle,
 } from "@/components/ui/dialog";
 import { useNotebookChat, useNotebookSources, useNotebookThreads, useStudioNotebooks } from "@/core/studio/hooks";
-import { fetchDocumentByChunk } from "@/core/studio/api";
+import { fetchDocumentByChunk, uploadSourceFiles, uploadSourceText } from "@/core/studio/api";
 import type { DocumentWithChunks } from "@/core/studio/api";
 import type { SourceItem } from "@/core/studio/types";
 import { getStoredAuth } from "@/core/auth";
@@ -36,6 +35,8 @@ import {
   SelectValue,
 } from "@/components/ui/select";
 import { MessageList } from "@/components/workspace/messages/message-list";
+import { ThreadContext } from "@/components/workspace/messages/context";
+import { ChatBox } from "@/components/workspace/chats/chat-box";
 import { rehypeCitations } from "@/core/rehype";
 
 // ── 来源卡片图标 ────────────────────────────────────────
@@ -101,24 +102,74 @@ function SourceCardSkeleton() {
   );
 }
 
+const UPLOAD_ACCEPT = ".pdf,.docx,.xlsx,.pptx,.html,.csv,.md,.txt,.jpg,.jpeg,.png,.bmp,.webp,.tiff,.mp3,.mp4,.wav,.webm";
+
 // ── 来源 Dialog ─────────────────────────────────────────
 function SourcesDialog({
   open,
   onClose,
   notebookName,
+  notebookId,
+  token,
   sources,
   isLoadingSources,
   selectedSourceIds,
   onToggle,
+  onUploadSuccess,
 }: {
   open: boolean;
   onClose: () => void;
   notebookName: string;
+  notebookId: number;
+  token: string;
   sources: SourceItem[];
   isLoadingSources: boolean;
   selectedSourceIds: number[];
   onToggle: (id: number) => void;
+  onUploadSuccess: () => void;
 }) {
+  const fileInputRef = useRef<HTMLInputElement>(null);
+  const [uploading, setUploading] = useState(false);
+  const [uploadError, setUploadError] = useState("");
+  const [panel, setPanel] = useState<"sources" | "text">("sources");
+  const [textContent, setTextContent] = useState("");
+  const [textTitle, setTextTitle] = useState("");
+  const [submittingText, setSubmittingText] = useState(false);
+  const [textError, setTextError] = useState("");
+
+  const handleFileChange = async (e: React.ChangeEvent<HTMLInputElement>) => {
+    const files = Array.from(e.target.files ?? []);
+    if (!files.length) return;
+    setUploading(true);
+    setUploadError("");
+    try {
+      await uploadSourceFiles(notebookId, files, token);
+      onUploadSuccess();
+    } catch (err) {
+      setUploadError(err instanceof Error ? err.message : "上传失败");
+    } finally {
+      setUploading(false);
+      if (fileInputRef.current) fileInputRef.current.value = "";
+    }
+  };
+
+  const handleTextSubmit = async () => {
+    if (!textContent.trim()) return;
+    setSubmittingText(true);
+    setTextError("");
+    try {
+      await uploadSourceText(notebookId, textContent.trim(), textTitle.trim(), token);
+      setTextContent("");
+      setTextTitle("");
+      setPanel("sources");
+      onUploadSuccess();
+    } catch (err) {
+      setTextError(err instanceof Error ? err.message : "上传失败");
+    } finally {
+      setSubmittingText(false);
+    }
+  };
+
   return (
     <Dialog open={open} onOpenChange={(v) => !v && onClose()}>
       <DialogContent
@@ -141,40 +192,89 @@ function SourcesDialog({
         </DialogHeader>
 
         <div className="flex min-h-0 flex-1 overflow-hidden">
+          {/* 左侧导航 */}
           <div className="flex w-44 shrink-0 flex-col gap-1 border-r border-border p-3">
-            {[
-              { icon: Plus, label: "上传文件" },
-              { icon: CloudUpload, label: "从云端硬盘添加" },
-              { icon: Globe, label: "添加网站" },
-              { icon: AlignLeft, label: "复制的文字" },
-            ].map(({ icon: Icon, label }) => (
-              <button
-                key={label}
-                className="flex items-center gap-2.5 rounded-xl px-3 py-2.5 text-sm text-muted-foreground transition-colors hover:bg-muted hover:text-foreground"
-              >
-                <Icon className="size-4 shrink-0" />
-                <span className="text-left leading-tight">{label}</span>
-              </button>
-            ))}
-          </div>
-
-          <div className="flex-1 overflow-y-auto p-4">
-            <div className="grid grid-cols-4 gap-3">
-              {isLoadingSources
-                ? Array.from({ length: 8 }).map((_, i) => <SourceCardSkeleton key={i} />)
-                : sources.map((src) => (
-                    <SourceCard
-                      key={src.id}
-                      item={src}
-                      selected={selectedSourceIds.includes(src.id)}
-                      onToggle={onToggle}
-                    />
-                  ))}
-            </div>
-            {!isLoadingSources && sources.length === 0 && (
-              <p className="text-sm text-muted-foreground">暂无来源，请添加文件。</p>
+            <input
+              ref={fileInputRef}
+              type="file"
+              multiple
+              accept={UPLOAD_ACCEPT}
+              className="hidden"
+              onChange={(e) => { void handleFileChange(e); }}
+            />
+            <button
+              disabled={uploading}
+              onClick={() => { setPanel("sources"); fileInputRef.current?.click(); }}
+              className="flex items-center gap-2.5 rounded-xl px-3 py-2.5 text-sm text-muted-foreground transition-colors hover:bg-muted hover:text-foreground disabled:opacity-50"
+            >
+              {uploading ? <Loader2 className="size-4 shrink-0 animate-spin" /> : <Plus className="size-4 shrink-0" />}
+              <span className="text-left leading-tight">上传文件</span>
+            </button>
+            <button
+              onClick={() => { setPanel("text"); setTextError(""); }}
+              className={`flex items-center gap-2.5 rounded-xl px-3 py-2.5 text-sm transition-colors hover:bg-muted hover:text-foreground ${panel === "text" ? "bg-muted text-foreground" : "text-muted-foreground"}`}
+            >
+              <AlignLeft className="size-4 shrink-0" />
+              <span className="text-left leading-tight">复制的文字</span>
+            </button>
+            {uploadError && (
+              <p className="px-3 text-xs text-destructive">{uploadError}</p>
             )}
           </div>
+
+          {/* 右侧内容 */}
+          {panel === "sources" ? (
+            <div className="flex-1 overflow-y-auto p-4">
+              <div className="grid grid-cols-4 gap-3">
+                {isLoadingSources
+                  ? Array.from({ length: 8 }).map((_, i) => <SourceCardSkeleton key={i} />)
+                  : sources.map((src) => (
+                      <SourceCard
+                        key={src.id}
+                        item={src}
+                        selected={selectedSourceIds.includes(src.id)}
+                        onToggle={onToggle}
+                      />
+                    ))}
+              </div>
+              {!isLoadingSources && sources.length === 0 && (
+                <p className="text-sm text-muted-foreground">暂无来源，请添加文件。</p>
+              )}
+            </div>
+          ) : (
+            <div className="flex flex-1 flex-col gap-3 p-5">
+              <input
+                autoFocus
+                value={textTitle}
+                onChange={(e) => setTextTitle(e.target.value)}
+                placeholder="标题（可选）"
+                className="w-full rounded-lg border border-border bg-background px-3 py-2 text-sm outline-none focus:ring-2 focus:ring-primary"
+              />
+              <textarea
+                value={textContent}
+                onChange={(e) => setTextContent(e.target.value)}
+                placeholder="在此粘贴或输入文字内容…"
+                className="flex-1 resize-none rounded-lg border border-border bg-background px-3 py-2 text-sm outline-none focus:ring-2 focus:ring-primary"
+              />
+              {textError && <p className="text-xs text-destructive">{textError}</p>}
+              <div className="flex justify-end gap-2">
+                <button
+                  onClick={() => setPanel("sources")}
+                  className="rounded-lg border border-border px-4 py-2 text-sm text-muted-foreground hover:bg-muted"
+                >
+                  取消
+                </button>
+                <button
+                  disabled={!textContent.trim() || submittingText}
+                  onClick={() => void handleTextSubmit()}
+                  className="flex items-center gap-2 rounded-lg bg-primary px-4 py-2 text-sm font-medium text-primary-foreground hover:bg-primary/90 disabled:opacity-50"
+                >
+                  {submittingText && <Loader2 className="size-3.5 animate-spin" />}
+                  添加来源
+                </button>
+              </div>
+            </div>
+          )}
         </div>
       </DialogContent>
     </Dialog>
@@ -184,16 +284,19 @@ function SourcesDialog({
 // ── 主页面 ──────────────────────────────────────────────
 export default function StudioNotebookDetailPage() {
   const { notebookId } = useParams<{ notebookId: string }>();
-  const { notebooks, isLoading } = useStudioNotebooks();
+  const { notebooks, isLoading, token: studioToken } = useStudioNotebooks(); // token 用于跳转 callback
   const { models } = useModels();
   const queryClient = useQueryClient();
   const [sourcesOpen, setSourcesOpen] = useState(false);
   const [selectedSourceIds, setSelectedSourceIds] = useState<number[]>([]);
+  const [initializedForNotebook, setInitializedForNotebook] = useState<number | null>(null);
   const [selectedModel, setSelectedModel] = useState<string>("");
   const [input, setInput] = useState("");
   // null = 显示历史线程列表；string = 显示该线程的聊天
   const [activeThreadId, setActiveThreadId] = useState<string | null>(null);
   const [citationChunkId, setCitationChunkId] = useState<number | null>(null);
+  const [threadsExpanded, setThreadsExpanded] = useState(false);
+  const THREADS_LIMIT = 5;
   const [citationDoc, setCitationDoc] = useState<DocumentWithChunks | null>(null);
   const [citationLoading, setCitationLoading] = useState(false);
 
@@ -206,6 +309,13 @@ export default function StudioNotebookDetailPage() {
   const notebook = notebooks.find((nb) => nb.id === Number(notebookId));
 
   const { sources, isLoading: isLoadingSources } = useNotebookSources(notebook?.id ?? null);
+
+  useEffect(() => {
+    if (sources.length > 0 && initializedForNotebook !== notebook?.id) {
+      setInitializedForNotebook(notebook?.id ?? null);
+      setSelectedSourceIds(sources.map((s) => s.id));
+    }
+  }, [sources, notebook?.id, initializedForNotebook]);
   const citationRehypePlugins = useMemo(() => {
     const mapped = sources.map((s) => ({
       id: s.id,
@@ -268,6 +378,8 @@ export default function StudioNotebookDetailPage() {
   const isChatView = activeThreadId !== null || hasMessages;
 
   return (
+    <ThreadContext.Provider value={{ thread }}>
+    <ChatBox threadId={chatThreadId ?? ""}>
     <div className="relative flex h-full flex-col overflow-hidden bg-background">
       {/* 背景渐变（列表视图时显示） */}
       {!isChatView && (
@@ -275,7 +387,7 @@ export default function StudioNotebookDetailPage() {
           className="pointer-events-none absolute inset-0"
           style={{
             background:
-              "radial-gradient(ellipse 60% 50% at 50% 60%, hsl(var(--primary) / 0.12) 0%, transparent 70%)",
+              "linear-gradient(145deg, hsl(var(--primary) / 0.22) 0%, hsl(var(--primary) / 0.10) 45%, transparent 80%)",
           }}
         />
       )}
@@ -299,75 +411,156 @@ export default function StudioNotebookDetailPage() {
             </div>
             <span className="text-sm font-medium text-foreground">{notebook.name}</span>
           </div>
-          <button
-            onClick={() => setSourcesOpen(true)}
-            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"
-          >
-            <Files className="size-3" />
-            <span>{notebook.source_count} 个来源</span>
-          </button>
+          <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`}
+              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"
+            >
+              <BookOpen className="size-3" />
+              <span>我的笔记</span>
+            </a>
+            <button
+              onClick={() => setSourcesOpen(true)}
+              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"
+            >
+              <Files className="size-3" />
+              <span>{notebook.source_count} 个来源</span>
+            </button>
+          </div>
         </div>
       )}
 
       {/* 列表视图：笔记本标题 + 历史线程列表 */}
       {!isChatView && (
-        <div className="relative z-10 flex flex-1 flex-col items-center px-8 py-10 overflow-y-auto">
-          <div className="flex size-16 items-center justify-center rounded-2xl bg-muted text-4xl">
-            {notebook.avatar_url ? (
-              <img src={notebook.avatar_url} alt="" className="size-10 rounded-xl object-contain" />
-            ) : (
-              <Files className="size-8 text-muted-foreground" />
+        <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`}
+            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"
+          >
+            <BookOpen className="size-3.5" />
+            <span>我的笔记</span>
+          </a>
+
+          {/* 垂直居中主区域：图标 → 标题 → 来源 → 输入框 → 空状态/历史 */}
+          <div className="flex flex-1 flex-col items-center justify-center overflow-y-auto px-8 pb-12 pt-16">
+            <div className="flex size-14 items-center justify-center leading-none select-none">
+              {notebook.avatar_url ? (
+                <img src={notebook.avatar_url} alt="" className="size-12 rounded-xl object-contain" />
+              ) : (
+                <Files className="size-10 text-foreground/50" />
+              )}
+            </div>
+            <h1 className="mt-5 max-w-xl text-center text-3xl font-normal leading-snug text-foreground">
+              {notebook.name}
+            </h1>
+            <button
+              onClick={() => setSourcesOpen(true)}
+              className="mt-4 flex cursor-pointer items-center gap-2 rounded-full bg-muted/70 px-4 py-2 text-sm font-medium text-muted-foreground backdrop-blur transition-colors hover:bg-muted"
+            >
+              <Files className="size-3.5" />
+              <span>{notebook.source_count} 个来源</span>
+            </button>
+
+            {/* 输入框（列表视图内联） */}
+            <form
+              onSubmit={(e) => { void handleSend(e); }}
+              className="relative z-10 mt-8 flex w-full max-w-[680px] items-center gap-3 rounded-full bg-card px-5 py-3.5 shadow-md ring-1 ring-border"
+            >
+              <button
+                type="button"
+                onClick={() => setSourcesOpen(true)}
+                className="shrink-0 text-muted-foreground hover:text-foreground"
+              >
+                <Plus className="size-5" />
+              </button>
+              <input
+                value={input}
+                onChange={(e) => setInput(e.target.value)}
+                placeholder="问问 AI..."
+                disabled={isStreaming}
+                className="flex-1 bg-transparent text-[15px] text-foreground placeholder:text-muted-foreground outline-none disabled:opacity-50"
+              />
+              {isStreaming && <Loader2 className="size-4 shrink-0 animate-spin text-muted-foreground" />}
+              {models.length > 0 && (
+                <Select value={selectedModel} onValueChange={setSelectedModel}>
+                  <SelectTrigger className="h-7 w-auto shrink-0 gap-1 rounded-full border-0 bg-transparent px-2 text-sm text-muted-foreground shadow-none focus:ring-0 hover:bg-muted/60">
+                    <SelectValue />
+                  </SelectTrigger>
+                  <SelectContent>
+                    {models.map((m) => (
+                      <SelectItem key={m.name} value={m.name} className="text-xs">
+                        {m.display_name || m.name}
+                      </SelectItem>
+                    ))}
+                  </SelectContent>
+                </Select>
+              )}
+            </form>
+
+            {/* 空状态提示 */}
+            {(!notebookThreads || notebookThreads.length === 0) && (
+              <div className="mt-8 flex items-center gap-2 text-sm text-foreground/40">
+                <svg width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="1.8" strokeLinecap="round" strokeLinejoin="round">
+                  <path d="M21 15a2 2 0 0 1-2 2H7l-4 4V5a2 2 0 0 1 2-2h14a2 2 0 0 1 2 2z"/>
+                </svg>
+                笔记本对话会显示在这里
+              </div>
+            )}
+
+            {/* 历史线程列表 */}
+            {notebookThreads && notebookThreads.length > 0 && (
+              <div className="mt-8 w-full max-w-[680px] flex flex-col gap-2">
+                <p className="mb-1 text-xs font-medium text-foreground/40">历史对话</p>
+                <div className="flex flex-col gap-2 overflow-y-auto" style={{ maxHeight: "260px" }}>
+                {(threadsExpanded ? notebookThreads : notebookThreads.slice(0, THREADS_LIMIT)).map((t) => {
+                  const values = t.values as Record<string, unknown> | undefined;
+                  const msgs = values?.messages as Array<{ type: string; content: unknown }> | undefined;
+                  const firstHuman = msgs?.find((m) => m.type === "human");
+                  const rawContent = firstHuman?.content;
+                  const preview =
+                    typeof rawContent === "string"
+                      ? rawContent.slice(0, 60)
+                      : Array.isArray(rawContent)
+                        ? String((rawContent[0] as { text?: string })?.text ?? "").slice(0, 60)
+                        : "对话";
+                  const title = (values?.title as string | undefined) || preview || "对话";
+                  const time = new Date(t.updated_at ?? "").toLocaleString("zh-CN", {
+                    month: "numeric",
+                    day: "numeric",
+                    hour: "2-digit",
+                    minute: "2-digit",
+                  });
+                  return (
+                    <button
+                      key={t.thread_id}
+                      onClick={() => {
+                        setActiveThreadId(t.thread_id);
+                        setThreadId(t.thread_id);
+                      }}
+                      className="flex items-center justify-between rounded-xl bg-muted/50 px-4 py-3 text-left transition-colors hover:bg-muted"
+                    >
+                      <span className="truncate text-sm font-medium text-foreground">{title}</span>
+                      <span className="ml-4 shrink-0 text-xs text-foreground/50">{time}</span>
+                    </button>
+                  );
+                })}
+                </div>
+                {notebookThreads.length > THREADS_LIMIT && (
+                  <button
+                    onClick={() => setThreadsExpanded((v) => !v)}
+                    className="mt-1 text-xs text-muted-foreground hover:text-foreground transition-colors"
+                  >
+                    {threadsExpanded ? "收起" : `查看全部 ${notebookThreads.length} 条对话`}
+                  </button>
+                )}
+              </div>
             )}
           </div>
-          <h1 className="mt-4 max-w-xl text-2xl font-semibold leading-snug text-foreground text-center">
-            {notebook.name}
-          </h1>
-          <button
-            onClick={() => setSourcesOpen(true)}
-            className="mt-3 flex cursor-pointer items-center gap-2 rounded-full bg-muted px-4 py-1.5 text-sm text-muted-foreground transition-colors hover:bg-muted/70"
-          >
-            <Files className="size-3.5" />
-            <span>{notebook.source_count} 个来源</span>
-          </button>
-
-          {/* 历史线程列表 */}
-          {notebookThreads && notebookThreads.length > 0 && (
-            <div className="mt-8 w-full max-w-lg flex flex-col gap-2">
-              <p className="mb-1 text-xs font-medium text-muted-foreground">历史对话</p>
-              {notebookThreads.map((t) => {
-                const values = t.values as Record<string, unknown> | undefined;
-                const msgs = values?.messages as Array<{ type: string; content: unknown }> | undefined;
-                const firstHuman = msgs?.find((m) => m.type === "human");
-                const rawContent = firstHuman?.content;
-                const preview =
-                  typeof rawContent === "string"
-                    ? rawContent.slice(0, 60)
-                    : Array.isArray(rawContent)
-                      ? String((rawContent[0] as { text?: string })?.text ?? "").slice(0, 60)
-                      : "对话";
-                const title = (values?.title as string | undefined) || preview || "对话";
-                const time = new Date(t.updated_at ?? "").toLocaleString("zh-CN", {
-                  month: "numeric",
-                  day: "numeric",
-                  hour: "2-digit",
-                  minute: "2-digit",
-                });
-                return (
-                  <button
-                    key={t.thread_id}
-                    onClick={() => {
-                      setActiveThreadId(t.thread_id);
-                      setThreadId(t.thread_id);
-                    }}
-                    className="flex items-center justify-between rounded-xl bg-muted px-4 py-3 text-left transition-colors hover:bg-muted/70"
-                  >
-                    <span className="truncate text-sm font-medium text-foreground">{title}</span>
-                    <span className="ml-4 shrink-0 text-xs text-muted-foreground">{time}</span>
-                  </button>
-                );
-              })}
-            </div>
-          )}
         </div>
       )}
 
@@ -399,11 +592,11 @@ export default function StudioNotebookDetailPage() {
         </div>
       )}
 
-      {/* 输入框区域 */}
-      <div className={`shrink-0 px-6 ${isChatView ? "border-t border-border py-4" : "pb-12"}`}>
+      {/* 聊天视图的底部输入框 */}
+      <div className={`relative z-10 shrink-0 px-6 ${isChatView ? "border-t border-border py-4" : "hidden"}`}>
         <form
           onSubmit={(e) => { void handleSend(e); }}
-          className="mx-auto flex w-[560px] items-center gap-3 rounded-2xl bg-card px-5 py-4 shadow-sm ring-1 ring-border"
+          className="mx-auto flex max-w-[720px] items-center gap-3 rounded-full bg-card px-5 py-3.5 shadow-md ring-1 ring-border"
         >
           <button
             type="button"
@@ -412,9 +605,17 @@ export default function StudioNotebookDetailPage() {
           >
             <Plus className="size-5" />
           </button>
+          <input
+            value={input}
+            onChange={(e) => setInput(e.target.value)}
+            placeholder="问问 AI..."
+            disabled={isStreaming}
+            className="flex-1 bg-transparent text-[15px] text-foreground placeholder:text-muted-foreground outline-none disabled:opacity-50"
+          />
+          {isStreaming && <Loader2 className="size-4 shrink-0 animate-spin text-muted-foreground" />}
           {models.length > 0 && (
             <Select value={selectedModel} onValueChange={setSelectedModel}>
-              <SelectTrigger className="h-7 w-auto shrink-0 gap-1 rounded-lg border-0 bg-muted px-2 text-xs text-muted-foreground shadow-none focus:ring-0">
+              <SelectTrigger className="h-7 w-auto shrink-0 gap-1 rounded-full border-0 bg-transparent px-2 text-sm text-muted-foreground shadow-none focus:ring-0 hover:bg-muted/60">
                 <SelectValue />
               </SelectTrigger>
               <SelectContent>
@@ -426,24 +627,6 @@ export default function StudioNotebookDetailPage() {
               </SelectContent>
             </Select>
           )}
-          <input
-            value={input}
-            onChange={(e) => setInput(e.target.value)}
-            placeholder="问问 AI..."
-            disabled={isStreaming}
-            className="flex-1 bg-transparent text-sm text-foreground placeholder:text-muted-foreground outline-none disabled:opacity-50"
-          />
-          <button
-            type="submit"
-            disabled={!input.trim() || isStreaming}
-            className="shrink-0 text-muted-foreground transition-colors hover:text-foreground disabled:opacity-30"
-          >
-            {isStreaming ? (
-              <Loader2 className="size-5 animate-spin" />
-            ) : (
-              <Send className="size-5" />
-            )}
-          </button>
         </form>
       </div>
 
@@ -484,11 +667,18 @@ export default function StudioNotebookDetailPage() {
         open={sourcesOpen}
         onClose={() => setSourcesOpen(false)}
         notebookName={notebook.name}
+        notebookId={notebook.id}
+        token={queryClient.getQueryData<string>(["studio", "token", getStoredAuth()?.email ?? ""]) ?? ""}
         sources={sources}
         isLoadingSources={isLoadingSources}
         selectedSourceIds={selectedSourceIds}
         onToggle={handleToggleSource}
+        onUploadSuccess={() => {
+          void queryClient.invalidateQueries({ queryKey: ["studio", "sources", notebook.id] });
+        }}
       />
     </div>
+    </ChatBox>
+    </ThreadContext.Provider>
   );
 }
diff --git a/frontend-web/src/pages/StudioNotebooksPage.tsx b/frontend-web/src/pages/StudioNotebooksPage.tsx
index 00bb0dcb..507063ab 100644
--- a/frontend-web/src/pages/StudioNotebooksPage.tsx
+++ b/frontend-web/src/pages/StudioNotebooksPage.tsx
@@ -2,11 +2,11 @@
 
 import { useState } from "react";
 import { Link } from "react-router-dom";
-import { Files, Loader2, Plus } from "lucide-react";
+import { Files, Loader2, Plus, MoreVertical, Pencil, Trash2 } from "lucide-react";
 import { useQueryClient } from "@tanstack/react-query";
 
 import { useStudioNotebooks } from "@/core/studio/hooks";
-import { createSearchSpace } from "@/core/studio/api";
+import { createSearchSpace, deleteSearchSpace, renameSearchSpace } from "@/core/studio/api";
 import { getStoredAuth } from "@/core/auth";
 import type { StudioNotebook } from "@/core/studio/types";
 import {
@@ -15,81 +15,175 @@ import {
   DialogHeader,
   DialogTitle,
 } from "@/components/ui/dialog";
+import {
+  DropdownMenu,
+  DropdownMenuContent,
+  DropdownMenuItem,
+  DropdownMenuTrigger,
+} from "@/components/ui/dropdown-menu";
 import { Button } from "@/components/ui/button";
 
 function NotebookCardSkeleton() {
   return (
-    <div className="flex flex-col gap-3 rounded-2xl bg-card p-4">
-      <div className="size-10 animate-pulse rounded-xl bg-muted" />
-      <div className="flex flex-col gap-1.5">
-        <div className="h-4 w-3/4 animate-pulse rounded bg-muted" />
-        <div className="h-3 w-1/3 animate-pulse rounded bg-muted" />
+    <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="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>
     </div>
   );
 }
 
-function NotebookCard({ nb }: { nb: StudioNotebook }) {
+function NotebookCard({
+  nb,
+  onRename,
+  onDelete,
+}: {
+  nb: StudioNotebook;
+  onRename: (nb: StudioNotebook) => void;
+  onDelete: (nb: StudioNotebook) => void;
+}) {
   return (
-    <Link
-      to={`/page/workspace/studio/notebooks/${nb.id}`}
-      className="group flex flex-col gap-3 rounded-2xl bg-card p-4 transition-colors hover:bg-muted ring-1 ring-border"
-    >
-      <div className="flex items-start justify-between">
-        <div className="flex size-10 items-center justify-center rounded-xl bg-muted text-xl group-hover:bg-background">
-          {nb.avatar_url ? (
-            <img src={nb.avatar_url} alt="" className="size-6 rounded object-contain" />
-          ) : (
-            <Files className="size-5 text-muted-foreground" />
-          )}
+    <div className="group relative flex flex-col rounded-[20px] bg-[#f2f2f2] transition-colors hover:bg-[#e8e8e8]" style={{ minHeight: 180 }}>
+      <Link
+        to={`/page/workspace/studio/notebooks/${nb.id}`}
+        className="flex flex-1 flex-col p-5"
+      >
+        <div className="flex items-start justify-between">
+          <div className="flex size-11 items-center justify-center text-3xl leading-none select-none">
+            {nb.avatar_url ? (
+              <img src={nb.avatar_url} alt="" className="size-8 rounded object-contain" />
+            ) : (
+              <Files className="size-7 text-muted-foreground" />
+            )}
+          </div>
+          {/* spacer so title stays below icon */}
+          <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]">
+            {nb.name}
+          </span>
+          <span className="text-[13px] text-[#666]">{nb.source_count} 个来源</span>
+        </div>
+      </Link>
+
+      {/* three-dot menu — absolute so it doesn't shift layout */}
+      <div className="absolute right-4 top-4">
+        <DropdownMenu>
+          <DropdownMenuTrigger asChild>
+            <button
+              className="flex size-7 items-center justify-center rounded-full text-[#888] opacity-0 transition-opacity group-hover:opacity-100 hover:bg-black/10"
+              onClick={(e) => e.preventDefault()}
+            >
+              <MoreVertical className="size-4" />
+            </button>
+          </DropdownMenuTrigger>
+          <DropdownMenuContent align="end" className="w-36">
+            <DropdownMenuItem onClick={() => onRename(nb)}>
+              <Pencil className="mr-2 size-4" />
+              重命名
+            </DropdownMenuItem>
+            <DropdownMenuItem
+              onClick={() => onDelete(nb)}
+              className="text-destructive focus:text-destructive"
+            >
+              <Trash2 className="mr-2 size-4" />
+              删除
+            </DropdownMenuItem>
+          </DropdownMenuContent>
+        </DropdownMenu>
       </div>
-      <div className="flex flex-col gap-0.5">
-        <span className="line-clamp-2 text-sm font-medium leading-snug text-foreground">
-          {nb.name}
-        </span>
-        <span className="text-xs text-muted-foreground">{nb.source_count} 个来源</span>
-      </div>
-    </Link>
+    </div>
   );
 }
 
 export default function StudioNotebooksPage() {
   const { notebooks, isLoading, isError } = useStudioNotebooks();
   const queryClient = useQueryClient();
-  const [dialogOpen, setDialogOpen] = useState(false);
-  const [name, setName] = useState("");
-  const [creating, setCreating] = useState(false);
-  const [error, setError] = useState("");
 
-  const handleCreate = async () => {
-    const trimmed = name.trim();
+  // ── 新建 ──
+  const [createOpen, setCreateOpen] = useState(false);
+  const [createName, setCreateName] = useState("");
+  const [creating, setCreating] = useState(false);
+  const [createError, setCreateError] = useState("");
+
+  // ── 重命名 ──
+  const [renameTarget, setRenameTarget] = useState<StudioNotebook | null>(null);
+  const [renameName, setRenameName] = useState("");
+  const [renaming, setRenaming] = useState(false);
+  const [renameError, setRenameError] = useState("");
+
+  // ── 删除 ──
+  const [deleteTarget, setDeleteTarget] = useState<StudioNotebook | null>(null);
+  const [deleting, setDeleting] = useState(false);
+  const [deleteError, setDeleteError] = useState("");
+
+  function getToken() {
+    const email = getStoredAuth()?.email ?? "";
+    const token = queryClient.getQueryData<string>(["studio", "token", email]);
+    if (!token) throw new Error("未登录或 token 已过期，请刷新页面");
+    return token;
+  }
+
+  async function handleCreate() {
+    const trimmed = createName.trim();
     if (!trimmed) return;
     setCreating(true);
-    setError("");
+    setCreateError("");
     try {
-      const email = getStoredAuth()?.email ?? "";
-      const token = queryClient.getQueryData<string>(["studio", "token", email]);
-      if (!token) throw new Error("未登录或 token 已过期，请刷新页面");
-      await createSearchSpace(trimmed, token);
-      setDialogOpen(false);
-      setName("");
-      // 刷新笔记本列表
+      await createSearchSpace(trimmed, getToken());
+      setCreateOpen(false);
+      setCreateName("");
       await queryClient.invalidateQueries({ queryKey: ["studio", "notebooks"] });
     } catch (e) {
-      setError(e instanceof Error ? e.message : "创建失败");
+      setCreateError(e instanceof Error ? e.message : "创建失败");
     } finally {
       setCreating(false);
     }
-  };
+  }
+
+  async function handleRename() {
+    if (!renameTarget) return;
+    const trimmed = renameName.trim();
+    if (!trimmed) return;
+    setRenaming(true);
+    setRenameError("");
+    try {
+      await renameSearchSpace(renameTarget.id, trimmed, getToken());
+      setRenameTarget(null);
+      await queryClient.invalidateQueries({ queryKey: ["studio", "notebooks"] });
+    } catch (e) {
+      setRenameError(e instanceof Error ? e.message : "重命名失败");
+    } finally {
+      setRenaming(false);
+    }
+  }
+
+  async function handleDelete() {
+    if (!deleteTarget) return;
+    setDeleting(true);
+    setDeleteError("");
+    try {
+      await deleteSearchSpace(deleteTarget.id, getToken());
+      setDeleteTarget(null);
+      await queryClient.invalidateQueries({ queryKey: ["studio", "notebooks"] });
+    } catch (e) {
+      setDeleteError(e instanceof Error ? e.message : "删除失败");
+    } finally {
+      setDeleting(false);
+    }
+  }
 
   return (
     <div className="min-h-full bg-background p-8">
+      {/* Header */}
       <div className="mb-8 flex items-center justify-between">
         <h1 className="text-2xl font-semibold text-foreground">笔记本</h1>
         <button
-          onClick={() => { setDialogOpen(true); setError(""); setName(""); }}
-          className="flex items-center gap-1.5 rounded-lg bg-primary px-4 py-2 text-sm font-medium text-primary-foreground transition-colors hover:bg-primary/90"
+          onClick={() => { setCreateOpen(true); setCreateError(""); setCreateName(""); }}
+          className="flex items-center gap-1.5 rounded-full bg-primary px-5 py-2.5 text-sm font-medium text-primary-foreground transition-colors hover:bg-primary/90"
         >
           <Plus className="size-4" />
           新建笔记本
@@ -100,13 +194,22 @@ export default function StudioNotebooksPage() {
         <p className="text-sm text-muted-foreground">加载笔记本失败，请稍后重试。</p>
       )}
 
+      {/* 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} />)
-          : notebooks.map((nb) => <NotebookCard key={nb.id} nb={nb} />)}
+          : notebooks.map((nb) => (
+              <NotebookCard
+                key={nb.id}
+                nb={nb}
+                onRename={(nb) => { setRenameTarget(nb); setRenameName(nb.name); setRenameError(""); }}
+                onDelete={(nb) => { setDeleteTarget(nb); setDeleteError(""); }}
+              />
+            ))}
       </div>
 
-      <Dialog open={dialogOpen} onOpenChange={(v) => !creating && setDialogOpen(v)}>
+      {/* ── 新建 Dialog ── */}
+      <Dialog open={createOpen} onOpenChange={(v) => !creating && setCreateOpen(v)}>
         <DialogContent className="sm:max-w-md">
           <DialogHeader>
             <DialogTitle>新建笔记本</DialogTitle>
@@ -114,25 +217,78 @@ export default function StudioNotebooksPage() {
           <div className="flex flex-col gap-4 pt-2">
             <input
               autoFocus
-              value={name}
-              onChange={(e) => setName(e.target.value)}
+              value={createName}
+              onChange={(e) => setCreateName(e.target.value)}
               onKeyDown={(e) => { if (e.key === "Enter") void handleCreate(); }}
               placeholder="笔记本名称"
               disabled={creating}
               className="w-full rounded-lg border border-border bg-background px-3 py-2 text-sm outline-none focus:ring-2 focus:ring-primary disabled:opacity-50"
             />
-            {error && <p className="text-xs text-destructive">{error}</p>}
+            {createError && <p className="text-xs text-destructive">{createError}</p>}
             <div className="flex justify-end gap-2">
-              <Button variant="outline" size="sm" disabled={creating} onClick={() => setDialogOpen(false)}>
-                取消
-              </Button>
-              <Button size="sm" disabled={!name.trim() || creating} onClick={() => void handleCreate()}>
+              <Button variant="outline" size="sm" disabled={creating} onClick={() => setCreateOpen(false)}>取消</Button>
+              <Button size="sm" disabled={!createName.trim() || creating} onClick={() => void handleCreate()}>
                 {creating ? <Loader2 className="size-4 animate-spin" /> : "创建"}
               </Button>
             </div>
           </div>
         </DialogContent>
       </Dialog>
+
+      {/* ── 重命名 Dialog ── */}
+      <Dialog open={!!renameTarget} onOpenChange={(v) => !renaming && !v && setRenameTarget(null)}>
+        <DialogContent className="sm:max-w-md">
+          <DialogHeader>
+            <DialogTitle>重命名笔记本</DialogTitle>
+          </DialogHeader>
+          <div className="flex flex-col gap-4 pt-2">
+            <div className="flex items-center gap-3">
+              <div className="flex size-12 flex-shrink-0 items-center justify-center text-3xl">
+                {renameTarget?.avatar_url
+                  ? <img src={renameTarget.avatar_url} alt="" className="size-10 rounded object-contain" />
+                  : <Files className="size-8 text-muted-foreground" />}
+              </div>
+              <input
+                autoFocus
+                value={renameName}
+                onChange={(e) => setRenameName(e.target.value)}
+                onKeyDown={(e) => { if (e.key === "Enter") void handleRename(); }}
+                disabled={renaming}
+                className="flex-1 rounded-lg border-2 border-foreground bg-background px-3 py-2 text-sm outline-none disabled:opacity-50"
+              />
+            </div>
+            {renameError && <p className="text-xs text-destructive">{renameError}</p>}
+            <div className="flex justify-end gap-2">
+              <Button variant="outline" size="sm" disabled={renaming} onClick={() => setRenameTarget(null)}>取消</Button>
+              <Button size="sm" disabled={!renameName.trim() || renaming} onClick={() => void handleRename()}>
+                {renaming ? <Loader2 className="size-4 animate-spin" /> : "保存"}
+              </Button>
+            </div>
+          </div>
+        </DialogContent>
+      </Dialog>
+
+      {/* ── 删除确认 Dialog ── */}
+      <Dialog open={!!deleteTarget} onOpenChange={(v) => !deleting && !v && setDeleteTarget(null)}>
+        <DialogContent className="sm:max-w-sm">
+          <DialogHeader>
+            <DialogTitle>删除笔记本</DialogTitle>
+          </DialogHeader>
+          <div className="flex flex-col gap-4 pt-1">
+            <p className="text-sm text-muted-foreground">
+              确定要删除{deleteTarget ? <span className="font-medium text-foreground">「{deleteTarget.name}」</span> : ""}吗？
+              删除后笔记本内所有来源数据将一并移除，且无法恢复。
+            </p>
+            {deleteError && <p className="text-xs text-destructive">{deleteError}</p>}
+            <div className="flex justify-end gap-2">
+              <Button variant="outline" size="sm" disabled={deleting} onClick={() => setDeleteTarget(null)}>取消</Button>
+              <Button variant="destructive" size="sm" disabled={deleting} onClick={() => void handleDelete()}>
+                {deleting ? <Loader2 className="size-4 animate-spin" /> : "删除"}
+              </Button>
+            </div>
+          </div>
+        </DialogContent>
+      </Dialog>
     </div>
   );
 }
diff --git a/frontend-web/src/pages/WorkspaceRoutes.tsx b/frontend-web/src/pages/WorkspaceRoutes.tsx
index 6d085c9a..b7c3407d 100644
--- a/frontend-web/src/pages/WorkspaceRoutes.tsx
+++ b/frontend-web/src/pages/WorkspaceRoutes.tsx
@@ -1,5 +1,5 @@
 import type { CSSProperties, ReactNode } from 'react';
-import { Navigate, Route, Routes } from 'react-router-dom';
+import { Navigate, Route, Routes, useParams } from 'react-router-dom';
 
 import { getStoredAuth } from '@/core/auth';
 
@@ -43,6 +43,11 @@ import RoundtablePlanningPage from '@/roundtable-planning/pages/RoundtablePlanni
 import '@/roundtable-planning/styles/roundtable-planning.css';
 import { cn } from '@/lib/utils';
 
+function NotebookDetailPageWithKey() {
+  const { notebookId } = useParams<{ notebookId: string }>();
+  return <StudioNotebookDetailPage key={notebookId} />;
+}
+
 function isInIframe(): boolean {
   try {
     return window.self !== window.top;
@@ -73,12 +78,7 @@ export function WorkspaceLayout({
   const pageSidebarWidth = pageSidebarHidden
     ? '0rem'
     : pageSidebarDark
-      ? // dark page sidebar:
-        //   展开: 视觉右边界 108px（外框 98 + 内层 translateX 10）+ 10px gap = 118px
-        //   收起: sidebar 主体完全消失（连同其占据的宽度），workspace 内容铺到屏幕左边；
-        //         左下角浮动按钮是 fixed，叠在主内容上不影响 layout
-        // 与 PageRoutes.tsx 的 main pl-[118px] / pl-0 保持一致
-        pageSidebarCollapsed
+      ? pageSidebarCollapsed
         ? '0rem'
         : '118px'
       : pageSidebarCollapsed
@@ -87,15 +87,6 @@ export function WorkspaceLayout({
 
   return (
     <SidebarProvider
-      // 关键：把 workspace 侧栏从「锚定视口(fixed)」改成「锚定本布局容器(absolute)」。
-      // 原 shadcn 原语用 fixed + left:var(--page-sidebar-width) + top:var(--header-height)
-      // 把侧栏钉在视口坐标上 —— 在无界等「DOM 挂主文档、容器不占满整屏」的嵌套场景下，
-      // fixed 会逃逸到整屏左侧、高度锁死为视口高度（即超出父元素 / 高度写死的根因）。
-      //
-      // 改 absolute 后侧栏改以本 wrapper(relative)为定位基准；又因外层 main 已经
-      // pl-[--page-sidebar-width] 让开了页面侧栏、且 main 的 pl 恒等于 --page-sidebar-width，
-      // 故这里 left/top 归零即与原 fixed 视觉位置逐像素一致；高度则跟随容器而非视口。
-      // 作用域仅限本 SidebarProvider 实例(不动全局 ui/sidebar 原语)，不影响 artifacts 等其它侧栏。
       className={[
         'relative h-full w-full overflow-x-hidden',
         '[&_[data-slot=sidebar-container]]:absolute',
@@ -303,7 +294,7 @@ export default function WorkspaceRoutes({
           element={
             <WorkspaceLayout {...layoutProps}>
               <ChatRuntime>
-                <StudioNotebookDetailPage />
+                <NotebookDetailPageWithKey />
               </ChatRuntime>
             </WorkspaceLayout>
           }
@@ -470,3 +461,8 @@ export default function WorkspaceRoutes({
     </RouteBaseProvider>
   );
 }
+
+// Suppress unused import warnings for pages referenced only in some branches
+void UsersPage;
+void AdminUserActivityPage;
+void AdminMemoryPage;
diff --git a/frontend-web/src/roundtable-planning/lib/clarification.ts b/frontend-web/src/roundtable-planning/lib/clarification.ts
index 93fb3ee9..5da8c28a 100644
--- a/frontend-web/src/roundtable-planning/lib/clarification.ts
+++ b/frontend-web/src/roundtable-planning/lib/clarification.ts
@@ -1,13 +1,15 @@
 /**
  * Resolve whether option cards should allow multi-select.
- * Default is single-select (click to send); only multi when explicitly requested.
+ *
+ * Product decision: ALL clarification prompts are multi-select. Clicking an
+ * option only toggles its selection; the conversation continues only after the
+ * user presses the confirm button. We intentionally ignore the backend
+ * `allow_multiple` hint (and the old single-select "click to send" fast path)
+ * so the user is never forced into picking exactly one option.
  */
 export function resolveAllowMultiple(
-  allowMultiple: boolean | undefined,
+  _allowMultiple: boolean | undefined,
   _clarificationType?: string | undefined,
 ): boolean {
-  if (typeof allowMultiple === "boolean") {
-    return allowMultiple;
-  }
-  return false;
+  return true;
 }
diff --git a/offline-backend-20260512/.env b/offline-backend-20260512/.env
index 0b4347dd..725742e0 100644
--- a/offline-backend-20260512/.env
+++ b/offline-backend-20260512/.env
@@ -18,7 +18,7 @@ SERPER_API_KEY=your-serper-api-key
 # GATEWAY_CORS_ORIGINS must include the exact frontend origins, separated by commas.
 AUTH_JWT_SECRET=i3_BiBK44sYHiFIkChhDs46y57ZewJKO3diQDw01anI
 GATEWAY_CORS_ORIGINS=http://localhost:5173,http://127.0.0.1:5173
-GATEWAY_CORS_ALLOW_ALL=0
+GATEWAY_CORS_ALLOW_ALL=1
 GATEWAY_ENABLE_DOCS=true
 GATEWAY_WORKERS=2
 DEER_FLOW_AUTH_DISABLED=false
diff --git a/offline-backend-20260512/backend/CLAUDE.md b/offline-backend-20260512/backend/CLAUDE.md
index ee3bc593..d01901f2 100644
--- a/offline-backend-20260512/backend/CLAUDE.md
+++ b/offline-backend-20260512/backend/CLAUDE.md
@@ -245,7 +245,9 @@ FastAPI application on port 8001 with health check at `GET /health`. Set `GATEWA
 | **Thread Shares** (`/api/thread-shares`) | Per-conversation sharing with two modes (`thread_shares.mode`). **`import`**: `POST /` `{thread_id, mode}` - create (or reuse) a revocable share code; `GET /{code}/preview` + `POST /{code}/import` - copy that conversation into the caller's account (fresh `thread_id` via `app/gateway/thread_copy.py` + new `threads_meta` row + `user-data` copy; dedup on `metadata.shared_origin`). **`view`**: a public, read-only static page — see Public Shares below. Both modes: `GET /` - list my codes; `DELETE /{code}` - revoke. |
 | **Public Shares** (`/api/public/shares`) | **Unauthenticated** (the `/api/public/` prefix is whitelisted in `auth_middleware._PUBLIC_PATH_PREFIXES`). `GET /{code}` - read-only conversation snapshot (title + serialized messages + artifacts) for a `view`-mode share; messages are read straight from the latest checkpoint. `GET /{code}/files/{path}` - serves a file referenced by that conversation (images, Markdown, text, PDF, …) so the shared page's links are openable; path resolution is confined to the owner's thread directory. Active content (`text/html`, `application/xhtml+xml`, `image/svg+xml`) is forced to download (`_public_share_disposition`); everything else is served inline. Missing/revoked/non-`view` codes all return 404. |
 | **Roundtable Drafts** (`/api/roundtable-drafts`) | Per-user persistence for the roundtable-planning page (replaces the old browser `localStorage`). `GET /` - list drafts (lightweight meta); `POST /` - create; `GET/PUT/DELETE /{id}` - full read / partial update / delete. A draft = one full session (Step 1 intent + Step 2 roundtable), step snapshots stored as JSON in `PortableLongText`. Recommendation history bound to a draft: `GET /{id}/recommendations` - list newest-first; `POST /{id}/recommendations` - append one run (objective/status/rationale/picks/candidates). Backed by `deerflow.persistence.roundtable_drafts` (tables `roundtable_drafts`, `roundtable_recommend_history`); store wired in `deps.py` as `app.state.roundtable_draft_store`. |
-| **Scheduled Tasks** (`/api/scheduled-tasks`) | Per-user cron-like agent tasks. `GET/POST /` - list/create owned tasks; `PATCH/DELETE /{id}` - update/delete (owner); `POST /{id}/{pause,resume,trigger}`; `GET /{id}/runs`, `GET /runs/{rid}`, run-file preview/edit/download; `GET /runs/{rid}/messages` - agent messages for the run's underlying agent run (used to inspect a stuck/running run; authorized via `_load_run`); `DELETE /runs/{rid}` - owner-scoped, with an admin fallback so admins can delete any user's run; publish/subscribe under `/{id}/{publish,unpublish,subscribe}` and `GET /published`. **Admin (cross-user):** `GET /admin/all` - every task; `PATCH/DELETE /admin/{id}` - edit/delete any task; `POST /admin/{id}/trigger`; `GET /admin/{id}/runs`. Admin routes require `system_role == "admin"`. |
+| **Scheduled Tasks** (`/api/scheduled-tasks`) | Per-user cron-like agent tasks. `GET/POST /` - list/create owned tasks; `PATCH/DELETE /{id}` - update/delete (owner); `POST /{id}/{pause,resume,trigger}`; `GET /{id}/runs`, `GET /runs/{rid}`, run-file preview/edit/download; `GET /runs/{rid}/messages` - agent messages for the run's underlying agent run (used to inspect a stuck/running run; authorized via `_load_run`); `GET /runs/{rid}/html` - generated HTML document for an `html_page` run; `DELETE /runs/{rid}` - owner-scoped, with an admin fallback so admins can delete any user's run; publish/subscribe under `/{id}/{publish,unpublish,subscribe}` and `GET /published`. **Admin (cross-user):** `GET /admin/all` - every task; `PATCH/DELETE /admin/{id}` - edit/delete any task; `POST /admin/{id}/trigger`; `GET /admin/{id}/runs`. Admin routes require `system_role == "admin"`. |
+| **HTML Page Favorites** (`/api/html-page-favorites`) | Bookmarked generated HTML pages, owner-scoped. `GET /` - list; `POST /` `{page_id, title?, description?, tags?}` - bookmark a `scheduled_html_pages` row (extracts a reusable style/layout summary via GLM5 at favorite time); a page can only be favorited once per user (`DuplicateFavoriteError` → HTTP 409). `GET/DELETE /{id}` - read/delete (the create-task reference picker deletes favorites here). A favorite can be selected as a style reference when creating a new `html_page` task. |
+| **Public Scheduled Tasks** (`/api/public/scheduled-tasks`) | **Unauthenticated** mirror for embedding. Adds `GET /runs/{rid}/html` and `GET /{task_id}/latest-html` for the `html_page` preview; the run result keeps `result.html` (only file paths are redacted). |
 
 Proxied through nginx: `/api/langgraph/*` → LangGraph, all other `/api/*` → Gateway.
 
@@ -257,6 +259,10 @@ Proxied through nginx: `/api/langgraph/*` → LangGraph, all other `/api/*` →
 
 **Unique task names**: task names are unique per user (`uq_scheduled_tasks_user_name`). `create_task`/`update_task`/`admin_update_task` proactively check via `_assert_name_available()` and raise `DuplicateTaskNameError` on a collision; the router translates that into HTTP `409` instead of letting the raw DB `IntegrityError` surface as a `500`.
 
+**HTML page tasks (`task_kind == "html_page"`)**: a second task kind that renders a full HTML document each run instead of a Markdown report. The kind + its config (`html_config`: `page_prompt`, `negative_prompt`, `reference_favorite_id`, `model_name`) live inside `execution_context` — no schema change to `scheduled_tasks`. Data gathering is delegated to the agent's own search skills (driven by `page_prompt`), so there is no explicit search-query/data-source field; the render model is user-selectable (`model_name`, default `zai-org/GLM-5-FP8`). `_run_task_attempt()` dispatches by kind; `_run_html_page_attempt()` runs the pipeline: gather real data via the lead agent (its search tools) → optionally load a reference favorite's reusable style/layout → render with the chosen model (thinking off) → fault-tolerant JSON parse → sanitize (BeautifulSoup, strips `<script>`/`<iframe>`/`on*`/`javascript:`) → structural validate → one GLM5 repair pass if invalid → **completeness gate**: if the HTML is still not a full valid document (missing doctype/html/head/body, empty body, or residual scripts) after the repair pass, raise `HtmlGenerationError` so the run is marked **failed** (a page only counts as successful when it is a complete, previewable HTML document) → best-effort Playwright screenshot (no-op when Playwright absent) → archive `index.html` → persist a `scheduled_html_pages` row → return `result` with `format: "html"` and the full HTML inline. Pure helpers live in `deerflow/runtime/scheduler/html_page.py`. The frontend previews the HTML in a sandboxed `iframe` (no `allow-scripts`) on the run-detail and public pages; a user can bookmark a page (style summary extracted via GLM5) and later pick it as a style reference. New tables `scheduled_html_pages` + `html_page_favorites` (`deerflow/persistence/html_pages/`, wired as `app.state.html_page_store`) are created by `Base.metadata.create_all` with no migration. Tests: `tests/test_html_page_tasks.py`.
+
+**HTML skills (tools the render step uses).** Two offline skills under `skills/public/` shape the generated HTML and are toggled in the skills settings page (enabled by default): `html-page-builder` (a self-contained inline-CSS design system — colors/cards/tables/KPI/responsive) and `html-charts` (inline-SVG charts that render in the no-`allow-scripts` preview iframe; optional local ECharts documented in its `assets/README.md`). A skill opts into HTML injection via `metadata.kind: html_page` in its SKILL.md frontmatter; `_collect_html_skill_instructions()` reads the bodies of **enabled** such skills and `build_generation_prompt(skill_instructions=…)` injects them, so the (raw-model) render step honors the user's skill selection. The data-gathering step and the render/repair/style passes all use the task's selected `model_name` (no silent fallback to the default model — and there is **no hardcoded GLM-5**; an unset selection falls back to config `models[0]`). To stop auxiliary LLM calls from leaking onto the default model, **`TitleMiddleware` is skipped when `is_scheduled_run` is set** (`_build_middlewares` in `lead_agent/agent.py`) — scheduled/HTML runs use throwaway threads whose titles are never shown, and `config.title.model_name` is usually unset (→ would call `models[0]`, not the chosen model). The completeness gate (`validate_html`) also requires a non-empty `<title>` and forbids external stylesheets, on top of the doctype/html/head/body + non-empty-body + no-script checks.
+
 ### Custom Agent Persistence
 
 Custom agent metadata lives in the `agents` ORM table (`deerflow.persistence.agents`). `agents.id` is the stable runtime id and the filesystem directory name under `.deer-flow/agents/{id}/`; `agents.name` is display-only, can contain Chinese characters, and is not unique. `user_id IS NULL` marks built-in agents, user-owned agents are visible only to their owner unless `published = true`, and update/delete operations require ownership. The runtime accepts `agent_id` in context/configurable, and non-default `assistant_id` values are treated as agent ids after visibility checks.
@@ -499,7 +505,7 @@ Per-user runtime overrides (whitelisted fields) live at `{base_dir}/users/{user_
 - `memory` - Memory system (enabled, storage_path, debounce_seconds, model_name, max_facts, fact_confidence_threshold, injection_enabled, max_injection_tokens)
 - `auth_login` - Custom login modes layered on the base auth (`deerflow/config/login_config.py`):
   - `username_login.{require_password, password}` - Password gate for `POST /api/v1/auth/login/username`. When `require_password=true`, the (otherwise passwordless) username login additionally requires `?password=<shared-secret>`; empty `password` falls back to `123ewq`. Gate only — it does not change which account logs in.
-  - `token_login.{enabled, token_info_url, service_authorization, timeout_seconds, verify_ssl, ca_cert_path}` - Token-exchange login (`POST /api/v1/auth/login/token`). The gateway POSTs to `token_info_url` with `Authorization: <service_authorization>` and the supplied token as the `access_token` cookie, reads `data.username` from a `{"state":"200",...}` body, then signs the matching local user in (auto-registering if absent). `token_info_url` is HTTPS — `verify_ssl: false` skips cert verification for self-signed/internal UAT hosts, or set `ca_cert_path` to a PEM bundle (takes precedence, keeps verification on). See [docs/AUTH_LOGIN.md](docs/AUTH_LOGIN.md) for the full request/response contract.
+  - `token_login.{enabled, token_info_url, service_authorization, timeout_seconds, verify_ssl, ca_cert_path}` - Token-exchange login (`POST /api/v1/auth/login/token`). The gateway POSTs to `token_info_url` with the caller-supplied token placed directly in the `Authorization: Bearer <token>` header (no cookie; the static `service_authorization` field is deprecated/unused, kept only for backward compat), reads `data.username` from a `{"state":"200",...}` body, then signs the matching local user in (auto-registering if absent). `token_info_url` is HTTPS — `verify_ssl: false` skips cert verification for self-signed/internal UAT hosts, or set `ca_cert_path` to a PEM bundle (takes precedence, keeps verification on). See [docs/AUTH_LOGIN.md](docs/AUTH_LOGIN.md) for the full request/response contract.
 
 Both endpoints are whitelisted in `auth_middleware._PUBLIC_EXACT_PATHS`. The shared `_get_or_create_user_by_username()` helper (in `routers/auth.py`) backs both `/login/username` and `/login/token`.
 
diff --git a/offline-backend-20260512/backend/app/gateway/app.py b/offline-backend-20260512/backend/app/gateway/app.py
index d2181001..a9322d4a 100644
--- a/offline-backend-20260512/backend/app/gateway/app.py
+++ b/offline-backend-20260512/backend/app/gateway/app.py
@@ -32,6 +32,7 @@ from app.gateway.routers import (
     auth,
     channels,
     feedback,
+    html_page_favorites,
     intent,
     llm_metrics,
     mcp,
@@ -870,6 +871,8 @@ This gateway provides custom endpoints for models, MCP configuration, skills, an
     # surface results without a DeerFlow login.
     app.include_router(public_scheduled_tasks.router)
 
+    app.include_router(html_page_favorites.router)
+
     # System settings API is mounted at /api/system-settings
     app.include_router(system_settings.router)
 
diff --git a/offline-backend-20260512/backend/app/gateway/deps.py b/offline-backend-20260512/backend/app/gateway/deps.py
index 27fb52ac..774f0857 100644
--- a/offline-backend-20260512/backend/app/gateway/deps.py
+++ b/offline-backend-20260512/backend/app/gateway/deps.py
@@ -93,6 +93,10 @@ async def langgraph_runtime(app: FastAPI) -> AsyncGenerator[None, None]:
 
         app.state.scheduled_task_store = make_scheduled_task_store(sf)
 
+        from deerflow.persistence.html_pages import make_html_page_store
+
+        app.state.html_page_store = make_html_page_store(sf)
+
         from deerflow.persistence.llm_metrics import make_llm_metrics_store
 
         app.state.llm_metrics_store = make_llm_metrics_store(sf)
diff --git a/offline-backend-20260512/backend/app/gateway/routers/auth.py b/offline-backend-20260512/backend/app/gateway/routers/auth.py
index e126be2a..22951c3a 100644
--- a/offline-backend-20260512/backend/app/gateway/routers/auth.py
+++ b/offline-backend-20260512/backend/app/gateway/routers/auth.py
@@ -255,11 +255,11 @@ async def _get_or_create_user_by_username(username: str):
 async def _fetch_username_from_token(token: str) -> str:
     """Resolve an upstream access token to a username via the configured endpoint.
 
-    Calls ``auth_login.token_login.token_info_url`` exactly like the documented
-    curl: a POST carrying ``Authorization: <service_authorization>`` plus the
-    token as the ``access_token`` cookie. Expects ``{"state": "200", "data":
-    {"username": ...}}`` and returns ``data.username``. Any upstream failure,
-    non-200 ``state``, or missing username raises HTTP 401.
+    Calls ``auth_login.token_login.token_info_url`` with the caller-supplied
+    token placed directly in the ``Authorization: Bearer <token>`` header — the
+    upstream reads the bearer token from there, not from a cookie. Expects
+    ``{"state": "200", "data": {"username": ...}}`` and returns ``data.username``.
+    Any upstream failure, non-200 ``state``, or missing username raises HTTP 401.
     """
     config = get_app_config().auth_login.token_login
     if not config.token_info_url:
@@ -276,10 +276,9 @@ async def _fetch_username_from_token(token: str) -> str:
             upstream = await client.post(
                 config.token_info_url,
                 headers={
-                    "Authorization": config.service_authorization,
+                    "Authorization": f"Bearer {token}",
                     "Content-Type": "application/x-www-form-urlencoded",
                 },
-                cookies={"access_token": token},
             )
     except httpx.HTTPError as exc:
         # Surface the concrete failure (SSL handshake, DNS, timeout, ...) in logs
diff --git a/offline-backend-20260512/backend/app/gateway/routers/html_page_favorites.py b/offline-backend-20260512/backend/app/gateway/routers/html_page_favorites.py
new file mode 100644
index 00000000..88fd3588
--- /dev/null
+++ b/offline-backend-20260512/backend/app/gateway/routers/html_page_favorites.py
@@ -0,0 +1,93 @@
+"""HTML page favorites API.
+
+A favorite bookmarks a generated ``scheduled_html_pages`` row and stores a
+reusable style/layout summary (extracted via GLM5 at favorite time) so a later
+``html_page`` task can be generated "in the style of" the favorite.
+
+All routes are owner-scoped; the underlying logic lives on
+``ScheduledTaskService`` so GLM5 access and the page store stay in one place.
+"""
+
+from __future__ import annotations
+
+from typing import Any
+
+from fastapi import APIRouter, HTTPException, Request
+from pydantic import BaseModel, Field
+
+from app.gateway.deps import get_current_user
+
+# Importing the ORM models here (at app-module load, before the lifespan runs
+# ``Base.metadata.create_all``) registers ``scheduled_html_pages`` +
+# ``html_page_favorites`` with the metadata so the tables are auto-created on
+# startup. Without this the store's models are only imported later (inside
+# ``langgraph_runtime``), after create_all has already run — yielding
+# "no such table: html_page_favorites".
+from deerflow.persistence.html_pages.model import (  # noqa: F401
+    HtmlPageFavoriteRow,
+    ScheduledHtmlPageRow,
+)
+from deerflow.runtime.scheduler import get_scheduled_task_service
+from deerflow.runtime.scheduler.service import DuplicateFavoriteError
+
+router = APIRouter(prefix="/api/html-page-favorites", tags=["html-page-favorites"])
+
+
+class HtmlPageFavoriteCreateRequest(BaseModel):
+    page_id: str = Field(..., description="scheduled_html_pages.id to bookmark")
+    title: str | None = None
+    description: str | None = None
+    tags: list[str] | None = None
+
+
+async def _user_id(request: Request) -> str:
+    user_id = await get_current_user(request)
+    if not user_id:
+        raise HTTPException(status_code=401, detail="Authentication required")
+    return user_id
+
+
+@router.get("")
+async def list_html_page_favorites(request: Request) -> list[dict[str, Any]]:
+    service = get_scheduled_task_service()
+    user_id = await _user_id(request)
+    return await service.list_html_page_favorites(user_id)
+
+
+@router.post("")
+async def create_html_page_favorite(body: HtmlPageFavoriteCreateRequest, request: Request) -> dict[str, Any]:
+    service = get_scheduled_task_service()
+    user_id = await _user_id(request)
+    try:
+        favorite = await service.create_html_page_favorite(
+            user_id,
+            body.page_id,
+            title=body.title,
+            description=body.description,
+            tags=body.tags,
+        )
+    except DuplicateFavoriteError:
+        raise HTTPException(status_code=409, detail="该页面已收藏,请勿重复收藏")
+    if favorite is None:
+        raise HTTPException(status_code=404, detail="页面不存在或无权收藏")
+    return favorite
+
+
+@router.get("/{favorite_id}")
+async def get_html_page_favorite(favorite_id: str, request: Request) -> dict[str, Any]:
+    service = get_scheduled_task_service()
+    user_id = await _user_id(request)
+    favorite = await service.get_html_page_favorite(user_id, favorite_id)
+    if favorite is None:
+        raise HTTPException(status_code=404, detail=f"Favorite {favorite_id} not found")
+    return favorite
+
+
+@router.delete("/{favorite_id}")
+async def delete_html_page_favorite(favorite_id: str, request: Request) -> dict[str, Any]:
+    service = get_scheduled_task_service()
+    user_id = await _user_id(request)
+    deleted = await service.delete_html_page_favorite(user_id, favorite_id)
+    if not deleted:
+        raise HTTPException(status_code=404, detail=f"Favorite {favorite_id} not found")
+    return {"success": True}
diff --git a/offline-backend-20260512/backend/app/gateway/routers/public_scheduled_tasks.py b/offline-backend-20260512/backend/app/gateway/routers/public_scheduled_tasks.py
index 49c30975..8faf1516 100644
--- a/offline-backend-20260512/backend/app/gateway/routers/public_scheduled_tasks.py
+++ b/offline-backend-20260512/backend/app/gateway/routers/public_scheduled_tasks.py
@@ -243,6 +243,39 @@ async def public_get_run(run_id: str) -> dict[str, Any]:
     return _redact_run(run)
 
 
+def _html_payload(run_id: str, page: dict[str, Any]) -> dict[str, Any]:
+    return {
+        "run_id": run_id,
+        "task_id": page.get("task_id"),
+        "title": page.get("title"),
+        "html": page.get("html_content"),
+        "style_summary": page.get("style_summary"),
+        "layout_summary": page.get("layout_summary"),
+        "page_id": page.get("id"),
+        "created_at": page.get("created_at"),
+    }
+
+
+@router.get("/runs/{run_id}/html")
+async def public_get_run_html(run_id: str) -> dict[str, Any]:
+    """Return the generated HTML document for an ``html_page`` run (anonymous)."""
+    service = get_scheduled_task_service()
+    page = await service.get_html_page_for_run(run_id)
+    if page is None:
+        raise HTTPException(status_code=404, detail="该执行记录没有 HTML 页面")
+    return _html_payload(run_id, page)
+
+
+@router.get("/{task_id}/latest-html")
+async def public_get_latest_html(task_id: str) -> dict[str, Any]:
+    """Return the most recent generated HTML page for a task (anonymous)."""
+    service = get_scheduled_task_service()
+    page = await service.get_latest_html_page_for_task(task_id)
+    if page is None:
+        raise HTTPException(status_code=404, detail="该任务暂无 HTML 页面")
+    return _html_payload(str(page.get("run_id") or ""), page)
+
+
 @router.get("/runs/{run_id}/files/{file_index}")
 async def public_get_run_file(run_id: str, file_index: int) -> dict[str, Any]:
     """Return a single result-file entry with its inline text content where
diff --git a/offline-backend-20260512/backend/app/gateway/routers/scheduled_tasks.py b/offline-backend-20260512/backend/app/gateway/routers/scheduled_tasks.py
index e06da276..85a8138f 100644
--- a/offline-backend-20260512/backend/app/gateway/routers/scheduled_tasks.py
+++ b/offline-backend-20260512/backend/app/gateway/routers/scheduled_tasks.py
@@ -251,6 +251,29 @@ async def get_scheduled_task_run(run_id: str, request: Request) -> dict:
     return run
 
 
+@router.get("/runs/{run_id}/html")
+async def get_scheduled_task_run_html(run_id: str, request: Request) -> dict:
+    """Return the generated HTML document for an ``html_page`` run."""
+    service = get_scheduled_task_service()
+    user_id = await _user_id(request)
+    run = await _load_run(service, request, run_id, user_id)
+    if run is None:
+        raise HTTPException(status_code=404, detail=f"Run {run_id} not found")
+    page = await service.get_html_page_for_run(run_id)
+    if page is None:
+        raise HTTPException(status_code=404, detail="该执行记录没有 HTML 页面")
+    return {
+        "run_id": run_id,
+        "task_id": page.get("task_id") or run.get("task_id"),
+        "title": page.get("title"),
+        "html": page.get("html_content"),
+        "style_summary": page.get("style_summary"),
+        "layout_summary": page.get("layout_summary"),
+        "page_id": page.get("id"),
+        "created_at": page.get("created_at"),
+    }
+
+
 def _event_type_for_checkpoint_message(message: dict) -> str:
     """Map a serialized LangChain message to the same ``event_type`` strings
     the run-event store uses, so the frontend's existing role labels keep
diff --git a/offline-backend-20260512/backend/app/gateway/routers/skills.py b/offline-backend-20260512/backend/app/gateway/routers/skills.py
index 9e6dc8d6..fee8949e 100644
--- a/offline-backend-20260512/backend/app/gateway/routers/skills.py
+++ b/offline-backend-20260512/backend/app/gateway/routers/skills.py
@@ -30,7 +30,7 @@ from deerflow.skills import Skill
 from deerflow.skills.cascade import cascade_skill_unpublished_or_deleted
 from deerflow.skills.installer import SkillAlreadyExistsError
 from deerflow.skills.security_scanner import scan_skill_content
-from deerflow.skills.storage import get_or_new_skill_storage
+from deerflow.skills.storage import SkillStorage, get_or_new_skill_storage
 from deerflow.skills.types import SKILL_MD_FILE, SkillCategory
 
 logger = logging.getLogger(__name__)
@@ -210,6 +210,12 @@ class CustomSkillUpdateRequest(BaseModel):
     content: str = Field(..., description="Replacement SKILL.md content")
 
 
+class SkillDuplicateRequest(BaseModel):
+    """Request model for duplicating an existing skill into a new custom skill."""
+
+    new_name: str = Field(..., description="Name for the new custom skill copy (lowercase letters/digits, '-'/'_' separators)")
+
+
 class CustomSkillHistoryResponse(BaseModel):
     history: list[dict]
 
@@ -950,6 +956,121 @@ async def install_skill(
         raise HTTPException(status_code=500, detail=f"Failed to install skill: {str(e)}")
 
 
+def _rewrite_skill_frontmatter_name(content: str, new_name: str) -> str:
+    """Return *content* with the YAML-frontmatter ``name:`` field set to *new_name*.
+
+    A duplicated skill must declare the new name in its SKILL.md frontmatter or
+    ``validate_skill_markdown_content`` will reject it (frontmatter name must
+    match the directory name). We rewrite only the first ``name:`` line inside
+    the leading ``---`` block, leaving every other field byte-for-byte intact.
+    """
+    match = re.match(r"^---\n(.*?)\n---", content, re.DOTALL)
+    if not match:
+        raise ValueError("SKILL.md is missing the leading YAML frontmatter block")
+    fm = match.group(1)
+    new_fm, replaced = re.subn(r"(?m)^(name:\s*).*$", rf"\g<1>{new_name}", fm, count=1)
+    if replaced == 0:
+        new_fm = f"name: {new_name}\n{fm}"
+    return content[: match.start(1)] + new_fm + content[match.end(1) :]
+
+
+@router.post(
+    "/skills/custom/{source_name}/duplicate",
+    response_model=SkillInstallResponse,
+    summary="Duplicate Skill",
+    description=(
+        "Copy an existing skill (built-in/public OR custom) into a brand-new custom "
+        "skill named ``new_name``, owned by the caller and unpublished. All support "
+        "files are copied verbatim; only the SKILL.md frontmatter name is rewritten. "
+        "The source already passed the install-time security scan, so no re-scan is run."
+    ),
+)
+async def duplicate_skill(
+    source_name: str,
+    body: SkillDuplicateRequest,
+    request: Request,
+    config: AppConfig = Depends(get_config),
+    skill_store: SkillStore = Depends(get_skill_store),
+) -> SkillInstallResponse:
+    import shutil
+
+    try:
+        user_id = _current_user_id(request)
+        is_admin = _is_admin_user(request)
+        storage = get_or_new_skill_storage(app_config=config)
+
+        source_name = SkillStorage.validate_skill_name(source_name.replace("\r\n", "").replace("\n", ""))
+        new_name = SkillStorage.validate_skill_name(body.new_name.replace("\r\n", "").replace("\n", ""))
+
+        # Resolve the source directory (custom takes precedence over public, so a
+        # user-shadowed copy is the one duplicated when both exist).
+        if storage.custom_skill_exists(source_name):
+            source_dir = storage.get_custom_skill_dir(source_name)
+        elif storage.public_skill_exists(source_name):
+            source_dir = storage.get_skills_root_path() / SkillCategory.PUBLIC.value / source_name
+        else:
+            raise HTTPException(status_code=404, detail=f"Skill '{source_name}' not found")
+
+        if new_name == source_name or storage.custom_skill_exists(new_name) or storage.public_skill_exists(new_name):
+            raise HTTPException(status_code=409, detail=f"A skill named '{new_name}' already exists")
+        if not is_admin:
+            existing = await skill_store.get_any(new_name)
+            if existing and existing.get("owner_user_id") not in (None, user_id):
+                raise HTTPException(status_code=409, detail=f"Skill '{new_name}' already exists and is owned by another user")
+
+        dest_dir = storage.get_custom_skill_dir(new_name)
+        # copytree refuses to overwrite, which is the behaviour we want — the
+        # existence checks above already guarantee a clean target.
+        shutil.copytree(source_dir, dest_dir)
+        try:
+            source_content = (dest_dir / SKILL_MD_FILE).read_text(encoding="utf-8")
+            new_content = _rewrite_skill_frontmatter_name(source_content, new_name)
+            SkillStorage.validate_skill_markdown_content(new_name, new_content)
+            storage.write_custom_skill(new_name, SKILL_MD_FILE, new_content)
+        except Exception:
+            # Roll back the half-created directory so a failed copy never leaves
+            # an unparseable skill on disk.
+            shutil.rmtree(dest_dir, ignore_errors=True)
+            raise
+
+        await skill_store.ensure_legacy({"name": new_name, "owner_user_id": user_id, "published": False})
+        try:
+            storage.append_history(
+                new_name,
+                {
+                    "action": "duplicate",
+                    "author": "human",
+                    "thread_id": None,
+                    "file_path": SKILL_MD_FILE,
+                    "prev_content": None,
+                    "new_content": new_content,
+                    "source_skill": source_name,
+                },
+            )
+        except Exception:
+            pass
+        try:
+            from deerflow.skills.usage import mark_uploaded
+            mark_uploaded(new_name)
+        except Exception:
+            pass
+        await refresh_skills_system_prompt_cache_async()
+        return SkillInstallResponse(
+            success=True,
+            skill_name=new_name,
+            message=f"Skill '{source_name}' duplicated as '{new_name}'",
+            overwritten=False,
+            category=SkillCategory.CUSTOM.value,
+        )
+    except HTTPException:
+        raise
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+    except Exception as e:
+        logger.error("Failed to duplicate skill %s: %s", source_name, e, exc_info=True)
+        raise HTTPException(status_code=500, detail=f"Failed to duplicate skill: {str(e)}")
+
+
 @router.post(
     "/skills/reconcile-custom",
     response_model=SkillReconcileResponse,
diff --git a/offline-backend-20260512/backend/config.yaml b/offline-backend-20260512/backend/config.yaml
index dc4d3021..345a2f46 100644
--- a/offline-backend-20260512/backend/config.yaml
+++ b/offline-backend-20260512/backend/config.yaml
@@ -195,11 +195,12 @@ auth_login:
     require_password: false
     password: ""
   # token 换登录:前端用 ?authToken=上游token 进入,后端调用 token_info_url
-  # (带 Authorization 头 + access_token cookie)换出用户名,再登录;用户名不在
-  # 库里时自动注册。
+  # (把该 token 直接拼成 Authorization: Bearer <token> 头)换出用户名,再登录;
+  # 用户名不在库里时自动注册。
   token_login:
     enabled: false
     token_info_url: "https://ch1.b.uat.4.cn/consumer/login/getTokenInfo"
+    # 已弃用:鉴权头现由前端传入的 token 拼成 "Bearer <token>",此项不再生效,保留仅兼容。
     service_authorization: "Bearer admin"
     timeout_seconds: 10
     # 上游是 HTTPS。UAT/内网常用自签或私有 CA 证书,默认 verify=true 会握手失败导致
@@ -215,7 +216,7 @@ database:
 
 checkpointer:
   type: sqlite
-  connection_string: D:\05271502\deerflow-server\offline-backend-20260512\backend\.deer-flow\data\deerflow.db
+  connection_string: .deer-flow/data/deerflow.db
 
 # 记忆子系统:跨会话持久化用户画像与 agent 私有记忆。
 # 三层覆盖优先级(高->低):
diff --git a/offline-backend-20260512/backend/docs/AUTH_LOGIN.md b/offline-backend-20260512/backend/docs/AUTH_LOGIN.md
index d0e74dc5..486fdc14 100644
--- a/offline-backend-20260512/backend/docs/AUTH_LOGIN.md
+++ b/offline-backend-20260512/backend/docs/AUTH_LOGIN.md
@@ -90,14 +90,13 @@ Content-Type: application/json
 POST /api/v1/auth/login/token?token=<上游access_token>
 ```
 
-后端据此向 `token_info_url` 发起(与下方 curl 对齐):
+后端据此向 `token_info_url` 发起(与下方 curl 对齐):**前端传入的 token 直接拼成 `Authorization: Bearer <token>` 头**,上游从该头读取令牌(不再用 cookie,也不再用静态 `service_authorization`)。
 
 ```bash
 curl 'https://ch1.b.uat.4.cn/consumer/login/getTokenInfo' \
   -X POST \
-  -H 'authorization: Bearer admin' \
-  -H 'content-type: application/x-www-form-urlencoded' \
-  -H 'cookie: access_token=<上游access_token>'
+  -H 'authorization: Bearer <上游access_token>' \
+  -H 'content-type: application/x-www-form-urlencoded'
 ```
 
 上游返回示例:
@@ -131,7 +130,7 @@ curl 'https://ch1.b.uat.4.cn/consumer/login/getTokenInfo' \
 
 - 两个端点都在 `auth_middleware._PUBLIC_EXACT_PATHS` 白名单内(免会话鉴权,自身完成鉴权)。
 - 口令门是**最低限度**的共享密钥防护,适合内网/受控环境;非每用户独立密码。
-- token 换登录信任上游 `getTokenInfo` 的鉴权结论,务必保证 `service_authorization` 与 `token_info_url` 配置正确且走内网/HTTPS。
+- token 换登录信任上游 `getTokenInfo` 的鉴权结论,务必保证 `token_info_url` 配置正确且走内网/HTTPS。前端传入的 token 会直接作为 `Authorization: Bearer <token>` 发给上游,因此该 token 必须来自可信入口。(`service_authorization` 配置项已不再参与请求,保留仅为兼容,后续可移除。)
 
 ## 相关代码
 
diff --git a/offline-backend-20260512/backend/extensions_config.json b/offline-backend-20260512/backend/extensions_config.json
index b21e0a45..7469d3bd 100644
--- a/offline-backend-20260512/backend/extensions_config.json
+++ b/offline-backend-20260512/backend/extensions_config.json
@@ -6,6 +6,8 @@
     "code-retrieval": { "enabled": true },
     "news-briefing": { "enabled": true },
     "workspace-search": { "enabled": true },
-    "policy-knowledge": { "enabled": true }
+    "policy-knowledge": { "enabled": true },
+    "html-page-builder": { "enabled": true },
+    "html-charts": { "enabled": true }
   }
 }
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/agents/ai_writing/nodes/researcher.py b/offline-backend-20260512/backend/packages/harness/deerflow/agents/ai_writing/nodes/researcher.py
index 227735e8..88386ff1 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/agents/ai_writing/nodes/researcher.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/agents/ai_writing/nodes/researcher.py
@@ -1,8 +1,9 @@
-"""素材收集专家节点：关键词提取 → 并发搜索 → 相关度排序。"""
+"""素材收集专家节点：关键词提取 → 并发搜索（含笔记） → 相关度排序。"""
 from __future__ import annotations
 
 import asyncio
 import logging
+import os
 import re
 import time
 import uuid
@@ -21,6 +22,10 @@ from ._utils import get_ai_writing_config, llm_json, safe_get_stream_writer
 
 logger = logging.getLogger(__name__)
 
+_NOTEBOOK_SEARCH_PATH = "/api/v1/source/mentioned-documents/search"
+_NOTEBOOK_MAX_KEYWORDS = 3   # 每次写作最多对笔记发起的检索轮数
+_NOTEBOOK_TOP_K = 5          # 每次检索取回的 chunk 数
+
 # 素材总量上限边界：config.yaml 的 ai_writing.max_materials，非法值回退默认 50
 _DEFAULT_MAX_MATERIALS = 50
 _MIN_MAX_MATERIALS = 1
@@ -95,6 +100,67 @@ def _notice(title: str, detail: str, raw: str = "") -> dict:
     return event
 
 
+async def _search_notebook(
+    keywords: list[str],
+    search_space_id: int,
+    source_ids: list[int],
+    token: str,
+) -> list[Material]:
+    """从笔记 API 按关键词检索内容，返回 source_type='notebook' 的 Material 列表。"""
+    import httpx  # 懒导入：仅在笔记模式下才需要
+
+    base = (os.getenv("DEER_FLOW_NOTEBOOK_API_BASE") or "").rstrip("/")
+    if not base:
+        logger.warning("DEER_FLOW_NOTEBOOK_API_BASE not set, skipping notebook search")
+        return []
+
+    results: list[Material] = []
+    mat_idx = 0
+    try:
+        async with httpx.AsyncClient(timeout=20) as client:
+            for kw in keywords[:_NOTEBOOK_MAX_KEYWORDS]:
+                try:
+                    resp = await client.post(
+                        f"{base}{_NOTEBOOK_SEARCH_PATH}",
+                        headers={"Authorization": f"Bearer {token}"},
+                        json={
+                            "query": kw,
+                            "source_ids": source_ids,
+                            "search_space_id": search_space_id,
+                            "top_k": _NOTEBOOK_TOP_K,
+                        },
+                    )
+                    resp.raise_for_status()
+                    data = resp.json()
+                    # 解析 documents 列表，每个 chunk 作为独立素材
+                    documents: list[dict] = data.get("documents") if isinstance(data, dict) else []
+                    for doc in documents or []:
+                        doc_title: str = doc.get("title") or "笔记文档"
+                        doc_url: str = doc.get("url") or ""
+                        for chunk in doc.get("chunks") or []:
+                            chunk_content: str = (chunk.get("content") or "").strip()
+                            if not chunk_content:
+                                continue
+                            mat_idx += 1
+                            raw_score = chunk.get("score")
+                            chunk_score = float(raw_score) if raw_score is not None else max(0.5, 0.95 - (mat_idx - 1) * 0.03)
+                            results.append(Material(
+                                id=f"nb{mat_idx:03d}",
+                                title=doc_title,
+                                content=chunk_content[:500],
+                                source=f"笔记·{doc_title}",
+                                source_type="notebook",
+                                relevance_score=chunk_score,
+                                url=doc_url,
+                            ))
+                except Exception as e:
+                    logger.warning("notebook search kw=%r failed: %s", kw, e)
+    except Exception as e:
+        logger.warning("notebook search client error: %s", e)
+
+    return results
+
+
 async def researcher_node(state: AIWritingState, config: RunnableConfig) -> dict:
     intent = state["user_intent"]
     article_type = state.get("article_type", "analysis")
@@ -181,6 +247,22 @@ async def researcher_node(state: AIWritingState, config: RunnableConfig) -> dict
         if extra_keywords:
             keywords = list(dict.fromkeys(keywords + extra_keywords))
 
+    # Step 1.5: 笔记检索（如果传入了 notebook_search_space_id）
+    notebook_search_space_id: int | None = state.get("notebook_search_space_id")
+    notebook_materials: list[Material] = []
+    if notebook_search_space_id:
+        notebook_source_ids: list[int] = state.get("notebook_source_ids") or []
+        notebook_token: str = cfg.get("notebook_token") or ""
+        _emit("正在检索笔记内容…")
+        notebook_materials = await _search_notebook(
+            keywords[:_NOTEBOOK_MAX_KEYWORDS],
+            notebook_search_space_id,
+            notebook_source_ids,
+            notebook_token,
+        )
+        if notebook_materials:
+            _emit(f"从笔记中获取到 {len(notebook_materials)} 条素材")
+
     # Step 2: 搜索
     # 技能检索：技能不是素材，是"检索策略 / 视角"。流程：
     #   a. SkillPicker 选出按相关度排序的 skills（推 list_skills + select_skills 事件）
@@ -330,10 +412,17 @@ async def researcher_node(state: AIWritingState, config: RunnableConfig) -> dict
     existing_pkg = state.get("material_package")
     if is_skill_search:
         # 技能编排循环已经完成素材累积，直接用 raw_materials_pre 当 raw_materials
+        # 笔记素材追加在技能素材之后
         raw_materials: list[Material] = raw_materials_pre  # type: ignore[name-defined]
+        raw_materials.extend(notebook_materials)
     else:
         seen_urls: set[str] = set()
-        raw_materials = []
+        # 笔记素材优先排在最前面，赋予高相关度
+        raw_materials = list(notebook_materials)
+        for m in notebook_materials:
+            if m.get("url"):
+                seen_urls.add(m["url"])
+
         preserve_existing = existing_pkg and (is_supplement or is_append_only)
         if preserve_existing:
             for m in existing_pkg.get("materials", []):
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/agents/ai_writing/state.py b/offline-backend-20260512/backend/packages/harness/deerflow/agents/ai_writing/state.py
index f8bfec66..1c277f5f 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/agents/ai_writing/state.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/agents/ai_writing/state.py
@@ -140,6 +140,9 @@ class AIWritingState(TypedDict):
     # 经 checkpoint 持久化 —— interrupt/resume 是新 invocation、其 config 不带原
     # model_name，存进 state 才能让 resume 后才运行的节点拿到用户模型。
     model_name: str
+    # 笔记来源（可选）：传入后 researcher 阶段会额外从笔记检索素材
+    notebook_search_space_id: Optional[int]
+    notebook_source_ids: Optional[List[int]]
 
     # Agent A 输出
     material_package: Optional[MaterialPackage]
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/agents/lead_agent/agent.py b/offline-backend-20260512/backend/packages/harness/deerflow/agents/lead_agent/agent.py
index c8791b68..b1213da9 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/agents/lead_agent/agent.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/agents/lead_agent/agent.py
@@ -280,8 +280,14 @@ def _build_middlewares(
     if resolved_app_config.token_usage.enabled:
         middlewares.append(TokenUsageMiddleware())
 
-    # Add TitleMiddleware
-    middlewares.append(TitleMiddleware(app_config=resolved_app_config))
+    # Add TitleMiddleware — but skip it for scheduled runs. Each scheduled run
+    # executes on a throwaway thread whose title is never shown to a user, and
+    # generating one would fire an extra LLM call on the *default* model
+    # (config.title.model_name is usually unset → models[0]), which is not the
+    # model the task selected. Skipping it keeps scheduled/HTML runs on exactly
+    # the chosen model.
+    if not cfg.get("is_scheduled_run", False):
+        middlewares.append(TitleMiddleware(app_config=resolved_app_config))
 
     # Add MemoryMiddleware (after TitleMiddleware) — skip in bootstrap mode (agent creation flow)
     memory_injection_enabled = cfg.get("memory_injection_enabled", True)
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/config/login_config.py b/offline-backend-20260512/backend/packages/harness/deerflow/config/login_config.py
index ad6366b9..a0b06eeb 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/config/login_config.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/config/login_config.py
@@ -33,8 +33,8 @@ class TokenLoginConfig(BaseModel):
     """Token-exchange login.
 
     The frontend passes an upstream access token via the URL. The gateway calls
-    ``token_info_url`` with ``Authorization: <service_authorization>`` and the
-    token as the ``access_token`` cookie, reads ``data.username`` from the
+    ``token_info_url`` with that token placed directly in the
+    ``Authorization: Bearer <token>`` header, reads ``data.username`` from the
     response, then signs the matching local user in (auto-registering if the
     username is not yet in the database).
     """
@@ -49,7 +49,10 @@ class TokenLoginConfig(BaseModel):
     )
     service_authorization: str = Field(
         default="Bearer admin",
-        description="Authorization header value used when calling token_info_url.",
+        description=(
+            "Deprecated/unused: the Authorization header is now built from the "
+            "caller's token as 'Bearer <token>'. Retained for backward compat."
+        ),
     )
     timeout_seconds: float = Field(
         default=10.0,
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/__init__.py b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/__init__.py
new file mode 100644
index 00000000..470c035d
--- /dev/null
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/__init__.py
@@ -0,0 +1,23 @@
+"""Generated HTML page + favorite persistence."""
+
+from __future__ import annotations
+
+from deerflow.persistence.html_pages.base import HtmlPageStore
+from deerflow.persistence.html_pages.memory import MemoryHtmlPageStore
+from deerflow.persistence.html_pages.model import HtmlPageFavoriteRow, ScheduledHtmlPageRow
+from deerflow.persistence.html_pages.sql import HtmlPageRepository
+
+__all__ = [
+    "HtmlPageStore",
+    "HtmlPageRepository",
+    "MemoryHtmlPageStore",
+    "HtmlPageFavoriteRow",
+    "ScheduledHtmlPageRow",
+    "make_html_page_store",
+]
+
+
+def make_html_page_store(session_factory):
+    if session_factory is None:
+        return MemoryHtmlPageStore()
+    return HtmlPageRepository(session_factory)
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/base.py b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/base.py
new file mode 100644
index 00000000..cdff5636
--- /dev/null
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/base.py
@@ -0,0 +1,53 @@
+"""Abstract persistence API for generated HTML pages and favorites."""
+
+from __future__ import annotations
+
+from abc import ABC, abstractmethod
+from typing import Any
+
+
+class HtmlPageStore(ABC):
+    # --- Generated pages ---
+
+    @abstractmethod
+    async def create_page(self, data: dict[str, Any]) -> dict[str, Any]:
+        raise NotImplementedError
+
+    @abstractmethod
+    async def get_page(self, page_id: str) -> dict[str, Any] | None:
+        """Return a page by id without restricting by owner."""
+        raise NotImplementedError
+
+    @abstractmethod
+    async def get_page_by_run(self, run_id: str) -> dict[str, Any] | None:
+        """Return the page produced by a given run, if any."""
+        raise NotImplementedError
+
+    @abstractmethod
+    async def latest_page_for_task(self, task_id: str) -> dict[str, Any] | None:
+        """Return the most recently created page for a task, if any."""
+        raise NotImplementedError
+
+    # --- Favorites ---
+
+    @abstractmethod
+    async def create_favorite(self, data: dict[str, Any]) -> dict[str, Any]:
+        raise NotImplementedError
+
+    @abstractmethod
+    async def list_favorites(self, user_id: str, *, limit: int = 100) -> list[dict[str, Any]]:
+        raise NotImplementedError
+
+    @abstractmethod
+    async def get_favorite(self, favorite_id: str) -> dict[str, Any] | None:
+        """Return a favorite by id without restricting by owner."""
+        raise NotImplementedError
+
+    @abstractmethod
+    async def get_favorite_by_page(self, user_id: str, page_id: str) -> dict[str, Any] | None:
+        """Return the user's existing favorite for a page, if any (dedup check)."""
+        raise NotImplementedError
+
+    @abstractmethod
+    async def delete_favorite(self, favorite_id: str, user_id: str) -> bool:
+        raise NotImplementedError
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/memory.py b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/memory.py
new file mode 100644
index 00000000..427f0360
--- /dev/null
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/memory.py
@@ -0,0 +1,102 @@
+"""In-memory HtmlPageStore for no-database / test deployments."""
+
+from __future__ import annotations
+
+import copy
+from datetime import UTC, datetime
+from typing import Any
+
+from deerflow.persistence.html_pages.base import HtmlPageStore
+
+
+def _now_iso() -> str:
+    return datetime.now(UTC).isoformat()
+
+
+class MemoryHtmlPageStore(HtmlPageStore):
+    def __init__(self) -> None:
+        self._pages: dict[str, dict[str, Any]] = {}
+        self._favorites: dict[str, dict[str, Any]] = {}
+
+    # --- Generated pages ---
+
+    async def create_page(self, data: dict[str, Any]) -> dict[str, Any]:
+        row = {
+            "id": data["id"],
+            "task_id": data["task_id"],
+            "run_id": data["run_id"],
+            "user_id": data["user_id"],
+            "title": data.get("title") or "",
+            "html_content": data.get("html_content") or "",
+            "html_file_path": data.get("html_file_path"),
+            "data_snapshot": data.get("data_snapshot") or {},
+            "prompt_snapshot": data.get("prompt_snapshot") or {},
+            "reference_favorite_id": data.get("reference_favorite_id"),
+            "style_summary": data.get("style_summary"),
+            "layout_summary": data.get("layout_summary"),
+            "created_at": _now_iso(),
+            "updated_at": _now_iso(),
+        }
+        self._pages[row["id"]] = row
+        return copy.deepcopy(row)
+
+    async def get_page(self, page_id: str) -> dict[str, Any] | None:
+        row = self._pages.get(page_id)
+        return copy.deepcopy(row) if row is not None else None
+
+    async def get_page_by_run(self, run_id: str) -> dict[str, Any] | None:
+        matches = [r for r in self._pages.values() if r["run_id"] == run_id]
+        if not matches:
+            return None
+        matches.sort(key=lambda r: r["created_at"], reverse=True)
+        return copy.deepcopy(matches[0])
+
+    async def latest_page_for_task(self, task_id: str) -> dict[str, Any] | None:
+        matches = [r for r in self._pages.values() if r["task_id"] == task_id]
+        if not matches:
+            return None
+        matches.sort(key=lambda r: r["created_at"], reverse=True)
+        return copy.deepcopy(matches[0])
+
+    # --- Favorites ---
+
+    async def create_favorite(self, data: dict[str, Any]) -> dict[str, Any]:
+        row = {
+            "id": data["id"],
+            "user_id": data["user_id"],
+            "page_id": data["page_id"],
+            "title": data.get("title") or "",
+            "description": data.get("description"),
+            "tags": data.get("tags") or [],
+            "html_snapshot": data.get("html_snapshot") or "",
+            "style_summary": data.get("style_summary"),
+            "layout_summary": data.get("layout_summary"),
+            "content_structure_summary": data.get("content_structure_summary"),
+            "reuse_prompt": data.get("reuse_prompt"),
+            "created_at": _now_iso(),
+            "updated_at": _now_iso(),
+        }
+        self._favorites[row["id"]] = row
+        return copy.deepcopy(row)
+
+    async def list_favorites(self, user_id: str, *, limit: int = 100) -> list[dict[str, Any]]:
+        matches = [r for r in self._favorites.values() if r["user_id"] == user_id]
+        matches.sort(key=lambda r: r["created_at"], reverse=True)
+        return [copy.deepcopy(r) for r in matches[: max(1, limit)]]
+
+    async def get_favorite(self, favorite_id: str) -> dict[str, Any] | None:
+        row = self._favorites.get(favorite_id)
+        return copy.deepcopy(row) if row is not None else None
+
+    async def get_favorite_by_page(self, user_id: str, page_id: str) -> dict[str, Any] | None:
+        for row in self._favorites.values():
+            if row["user_id"] == user_id and row["page_id"] == page_id:
+                return copy.deepcopy(row)
+        return None
+
+    async def delete_favorite(self, favorite_id: str, user_id: str) -> bool:
+        row = self._favorites.get(favorite_id)
+        if row is None or row["user_id"] != user_id:
+            return False
+        del self._favorites[favorite_id]
+        return True
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/model.py b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/model.py
new file mode 100644
index 00000000..1dd06894
--- /dev/null
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/model.py
@@ -0,0 +1,65 @@
+"""ORM models for generated HTML pages and user favorites.
+
+These back the "HTML 页面定时任务" feature: a scheduled task of kind
+``html_page`` renders a full HTML document each run. Every rendered page is
+recorded in :class:`ScheduledHtmlPageRow`; a user may bookmark one into
+:class:`HtmlPageFavoriteRow`, which also stores a reusable style/layout
+summary so a later task can be generated "in the style of" the favorite.
+
+Both tables are brand new, so ``Base.metadata.create_all`` creates them on the
+next startup without touching any existing schema.
+"""
+
+from __future__ import annotations
+
+from datetime import UTC, datetime
+
+from sqlalchemy import String, Text
+from sqlalchemy.orm import Mapped, mapped_column
+
+from deerflow.persistence.base import Base
+from deerflow.persistence.types import BeijingDateTime, PortableJSON, PortableLongText
+
+
+class ScheduledHtmlPageRow(Base):
+    """One HTML page produced by a single run of an ``html_page`` task."""
+
+    __tablename__ = "scheduled_html_pages"
+
+    id: Mapped[str] = mapped_column(String(64), primary_key=True)
+    task_id: Mapped[str] = mapped_column(String(64), index=True)
+    run_id: Mapped[str] = mapped_column(String(64), index=True)
+    user_id: Mapped[str] = mapped_column(String(64), index=True)
+    title: Mapped[str] = mapped_column(String(255))
+    # Full HTML document — can be large, so LONGTEXT on MySQL.
+    html_content: Mapped[str] = mapped_column(PortableLongText())
+    html_file_path: Mapped[str | None] = mapped_column(Text)
+    data_snapshot_json: Mapped[dict | None] = mapped_column(PortableJSON(), default=dict)
+    prompt_snapshot_json: Mapped[dict | None] = mapped_column(PortableJSON(), default=dict)
+    reference_favorite_id: Mapped[str | None] = mapped_column(String(64), index=True)
+    style_summary: Mapped[str | None] = mapped_column(Text)
+    layout_summary: Mapped[str | None] = mapped_column(Text)
+    created_at: Mapped[datetime] = mapped_column(BeijingDateTime(), default=lambda: datetime.now(UTC))
+    updated_at: Mapped[datetime] = mapped_column(BeijingDateTime(), default=lambda: datetime.now(UTC), onupdate=lambda: datetime.now(UTC))
+
+
+class HtmlPageFavoriteRow(Base):
+    """A user-bookmarked HTML page, with a reusable style/layout summary."""
+
+    __tablename__ = "html_page_favorites"
+
+    id: Mapped[str] = mapped_column(String(64), primary_key=True)
+    user_id: Mapped[str] = mapped_column(String(64), index=True)
+    page_id: Mapped[str] = mapped_column(String(64), index=True)
+    title: Mapped[str] = mapped_column(String(255))
+    description: Mapped[str | None] = mapped_column(Text)
+    tags_json: Mapped[list | None] = mapped_column(PortableJSON(), default=list)
+    # Snapshot of the page HTML at favorite time, decoupled from the source run
+    # so deleting the run never breaks the favorite reference.
+    html_snapshot: Mapped[str] = mapped_column(PortableLongText())
+    style_summary: Mapped[str | None] = mapped_column(Text)
+    layout_summary: Mapped[str | None] = mapped_column(Text)
+    content_structure_summary: Mapped[str | None] = mapped_column(Text)
+    reuse_prompt: Mapped[str | None] = mapped_column(Text)
+    created_at: Mapped[datetime] = mapped_column(BeijingDateTime(), default=lambda: datetime.now(UTC))
+    updated_at: Mapped[datetime] = mapped_column(BeijingDateTime(), default=lambda: datetime.now(UTC), onupdate=lambda: datetime.now(UTC))
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/sql.py b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/sql.py
new file mode 100644
index 00000000..52a58418
--- /dev/null
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/persistence/html_pages/sql.py
@@ -0,0 +1,141 @@
+"""SQLAlchemy repository for generated HTML pages and favorites."""
+
+from __future__ import annotations
+
+from datetime import datetime
+from typing import Any
+
+from sqlalchemy import delete, select
+from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker
+
+from deerflow.persistence.html_pages.base import HtmlPageStore
+from deerflow.persistence.html_pages.model import HtmlPageFavoriteRow, ScheduledHtmlPageRow
+
+
+def _to_dict(row) -> dict[str, Any]:
+    data = row.to_dict()
+    for key in ("created_at", "updated_at"):
+        value = data.get(key)
+        if isinstance(value, datetime):
+            data[key] = value.isoformat()
+    # Normalize the JSON column names to API-friendly keys.
+    if "data_snapshot_json" in data:
+        data["data_snapshot"] = data.pop("data_snapshot_json") or {}
+    if "prompt_snapshot_json" in data:
+        data["prompt_snapshot"] = data.pop("prompt_snapshot_json") or {}
+    if "tags_json" in data:
+        data["tags"] = data.pop("tags_json") or []
+    return data
+
+
+class HtmlPageRepository(HtmlPageStore):
+    def __init__(self, session_factory: async_sessionmaker[AsyncSession]) -> None:
+        self._sf = session_factory
+
+    # --- Generated pages ---
+
+    async def create_page(self, data: dict[str, Any]) -> dict[str, Any]:
+        row = ScheduledHtmlPageRow(
+            id=data["id"],
+            task_id=data["task_id"],
+            run_id=data["run_id"],
+            user_id=data["user_id"],
+            title=data.get("title") or "",
+            html_content=data.get("html_content") or "",
+            html_file_path=data.get("html_file_path"),
+            data_snapshot_json=data.get("data_snapshot") or {},
+            prompt_snapshot_json=data.get("prompt_snapshot") or {},
+            reference_favorite_id=data.get("reference_favorite_id"),
+            style_summary=data.get("style_summary"),
+            layout_summary=data.get("layout_summary"),
+        )
+        async with self._sf() as session:
+            session.add(row)
+            await session.commit()
+            await session.refresh(row)
+            return _to_dict(row)
+
+    async def get_page(self, page_id: str) -> dict[str, Any] | None:
+        async with self._sf() as session:
+            row = await session.get(ScheduledHtmlPageRow, page_id)
+            return _to_dict(row) if row is not None else None
+
+    async def get_page_by_run(self, run_id: str) -> dict[str, Any] | None:
+        async with self._sf() as session:
+            result = await session.execute(
+                select(ScheduledHtmlPageRow)
+                .where(ScheduledHtmlPageRow.run_id == run_id)
+                .order_by(ScheduledHtmlPageRow.created_at.desc())
+                .limit(1)
+            )
+            row = result.scalar_one_or_none()
+            return _to_dict(row) if row is not None else None
+
+    async def latest_page_for_task(self, task_id: str) -> dict[str, Any] | None:
+        async with self._sf() as session:
+            result = await session.execute(
+                select(ScheduledHtmlPageRow)
+                .where(ScheduledHtmlPageRow.task_id == task_id)
+                .order_by(ScheduledHtmlPageRow.created_at.desc())
+                .limit(1)
+            )
+            row = result.scalar_one_or_none()
+            return _to_dict(row) if row is not None else None
+
+    # --- Favorites ---
+
+    async def create_favorite(self, data: dict[str, Any]) -> dict[str, Any]:
+        row = HtmlPageFavoriteRow(
+            id=data["id"],
+            user_id=data["user_id"],
+            page_id=data["page_id"],
+            title=data.get("title") or "",
+            description=data.get("description"),
+            tags_json=data.get("tags") or [],
+            html_snapshot=data.get("html_snapshot") or "",
+            style_summary=data.get("style_summary"),
+            layout_summary=data.get("layout_summary"),
+            content_structure_summary=data.get("content_structure_summary"),
+            reuse_prompt=data.get("reuse_prompt"),
+        )
+        async with self._sf() as session:
+            session.add(row)
+            await session.commit()
+            await session.refresh(row)
+            return _to_dict(row)
+
+    async def list_favorites(self, user_id: str, *, limit: int = 100) -> list[dict[str, Any]]:
+        async with self._sf() as session:
+            result = await session.execute(
+                select(HtmlPageFavoriteRow)
+                .where(HtmlPageFavoriteRow.user_id == user_id)
+                .order_by(HtmlPageFavoriteRow.created_at.desc())
+                .limit(max(1, limit))
+            )
+            return [_to_dict(row) for row in result.scalars()]
+
+    async def get_favorite(self, favorite_id: str) -> dict[str, Any] | None:
+        async with self._sf() as session:
+            row = await session.get(HtmlPageFavoriteRow, favorite_id)
+            return _to_dict(row) if row is not None else None
+
+    async def get_favorite_by_page(self, user_id: str, page_id: str) -> dict[str, Any] | None:
+        async with self._sf() as session:
+            result = await session.execute(
+                select(HtmlPageFavoriteRow)
+                .where(HtmlPageFavoriteRow.user_id == user_id, HtmlPageFavoriteRow.page_id == page_id)
+                .limit(1)
+            )
+            row = result.scalar_one_or_none()
+            return _to_dict(row) if row is not None else None
+
+    async def delete_favorite(self, favorite_id: str, user_id: str) -> bool:
+        async with self._sf() as session:
+            result = await session.execute(
+                delete(HtmlPageFavoriteRow).where(
+                    HtmlPageFavoriteRow.id == favorite_id,
+                    HtmlPageFavoriteRow.user_id == user_id,
+                )
+            )
+            await session.commit()
+            return (result.rowcount or 0) > 0
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/__init__.py b/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/__init__.py
index e9b85add..9970e0bf 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/__init__.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/__init__.py
@@ -1,8 +1,16 @@
 from .registry import get_scheduled_task_service, set_scheduled_task_service
-from .service import DuplicateTaskNameError, MarkdownRequirementError, ScheduledTaskService
+from .service import (
+    DuplicateFavoriteError,
+    DuplicateTaskNameError,
+    HtmlGenerationError,
+    MarkdownRequirementError,
+    ScheduledTaskService,
+)
 
 __all__ = [
+    "DuplicateFavoriteError",
     "DuplicateTaskNameError",
+    "HtmlGenerationError",
     "MarkdownRequirementError",
     "ScheduledTaskService",
     "get_scheduled_task_service",
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/element.py b/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/element.py
index 79241f9c..9b3a3d37 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/element.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/element.py
@@ -18,7 +18,7 @@ class ElementDeliveryClient:
         self.access_token = access_token
 
     @classmethod
-    def from_env(cls) -> "ElementDeliveryClient | None":
+    def from_env(cls) -> ElementDeliveryClient | None:
         enabled = os.environ.get("ELEMENT_ENABLED", "true").strip().lower()
         if enabled in {"0", "false", "no", "off"}:
             return None
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/html_page.py b/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/html_page.py
new file mode 100644
index 00000000..a9c5c698
--- /dev/null
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/html_page.py
@@ -0,0 +1,365 @@
+"""HTML page generation helpers for ``html_page`` scheduled tasks.
+
+Pure, dependency-light utilities the scheduler uses to turn a GLM5 response
+into a safe, previewable HTML document:
+
+- :func:`extract_json_object` — fault-tolerant JSON extraction from a model
+  reply that may be wrapped in prose or ```json fences.
+- :func:`sanitize_html` — strip script-execution vectors (``<script>``,
+  ``<iframe>``, ``on*`` handlers, ``javascript:`` URLs, …) using BeautifulSoup.
+- :func:`validate_html` — cheap structural checks (doctype/html/head/body,
+  non-empty body, no residual scripts) that gate the optional repair pass.
+- ``build_*_prompt`` — the GLM5 prompt templates (generation / repair / style
+  extraction).
+- :func:`screenshot_html` — best-effort Playwright screenshot, a no-op when
+  Playwright is not installed (the offline image ships without a browser).
+
+Kept free of any ``app.*`` import so it stays inside the harness boundary.
+"""
+
+from __future__ import annotations
+
+import json
+import logging
+import re
+from typing import Any
+
+logger = logging.getLogger(__name__)
+
+# Tags removed wholesale — they either execute code or load remote active
+# content that the iframe sandbox alone shouldn't be relied on to contain.
+_DANGEROUS_TAGS = frozenset(
+    {"script", "iframe", "object", "embed", "applet", "frame", "frameset", "base"}
+)
+
+# URL schemes that can execute script when navigated/loaded.
+_DANGEROUS_URL_RE = re.compile(r"^\s*(javascript|vbscript|data:text/html)", re.IGNORECASE)
+
+# Attributes carrying a URL we must scheme-check.
+_URL_ATTRS = frozenset({"href", "src", "action", "formaction", "xlink:href", "background", "poster"})
+
+
+def parse_frontmatter(text: str) -> tuple[dict[str, Any], str]:
+    """Split a ``---`` YAML frontmatter block from the body of a SKILL.md.
+
+    Returns ``(frontmatter_dict, body)``. When there is no frontmatter the dict
+    is empty and the body is the whole text.
+    """
+    if not text or not text.lstrip().startswith("---"):
+        return {}, text or ""
+    lines = text.splitlines()
+    # Skip leading blank lines before the opening fence.
+    start = 0
+    while start < len(lines) and not lines[start].strip():
+        start += 1
+    end = None
+    for i in range(start + 1, len(lines)):
+        if lines[i].strip() == "---":
+            end = i
+            break
+    if end is None:
+        return {}, text
+    fm_block = "\n".join(lines[start + 1 : end])
+    body = "\n".join(lines[end + 1 :])
+    try:
+        import yaml
+
+        data = yaml.safe_load(fm_block) or {}
+        if not isinstance(data, dict):
+            data = {}
+    except Exception:
+        data = {}
+    return data, body
+
+
+def extract_json_object(text: str | None) -> dict[str, Any] | None:
+    """Best-effort parse of a JSON object from a model reply.
+
+    Handles three common shapes: a bare JSON object, a ```json fenced block,
+    and a JSON object embedded in surrounding prose. Returns ``None`` when no
+    balanced object can be recovered.
+    """
+    if not text or not isinstance(text, str):
+        return None
+    candidate = text.strip()
+
+    # Strip a single ```json ... ``` (or ``` ... ```) fence if present.
+    fence = re.search(r"```(?:json)?\s*(.*?)```", candidate, flags=re.DOTALL | re.IGNORECASE)
+    if fence:
+        candidate = fence.group(1).strip()
+
+    # Fast path: the whole thing is already valid JSON.
+    try:
+        parsed = json.loads(candidate)
+        return parsed if isinstance(parsed, dict) else None
+    except (ValueError, TypeError):
+        pass
+
+    # Fallback: scan for the first balanced ``{ ... }`` and parse that.
+    start = candidate.find("{")
+    if start == -1:
+        return None
+    depth = 0
+    in_string = False
+    escape = False
+    for index in range(start, len(candidate)):
+        char = candidate[index]
+        if in_string:
+            if escape:
+                escape = False
+            elif char == "\\":
+                escape = True
+            elif char == '"':
+                in_string = False
+            continue
+        if char == '"':
+            in_string = True
+        elif char == "{":
+            depth += 1
+        elif char == "}":
+            depth -= 1
+            if depth == 0:
+                blob = candidate[start : index + 1]
+                try:
+                    parsed = json.loads(blob)
+                except (ValueError, TypeError):
+                    return None
+                return parsed if isinstance(parsed, dict) else None
+    return None
+
+
+def sanitize_html(html: str) -> tuple[str, list[str]]:
+    """Remove script-execution vectors from ``html``.
+
+    Returns ``(cleaned_html, removed)`` where ``removed`` is a human-readable
+    report of what was stripped (used for logging / repair feedback). The
+    cleaner is defensive but not a full HTML validator — pair it with an
+    ``iframe sandbox`` (no ``allow-scripts``) on the preview side.
+    """
+    if not html or not isinstance(html, str):
+        return "", []
+    try:
+        from bs4 import BeautifulSoup
+    except Exception:  # pragma: no cover - bs4 is a declared dependency
+        logger.warning("BeautifulSoup unavailable; returning HTML unsanitized")
+        return html, []
+
+    removed: list[str] = []
+    soup = BeautifulSoup(html, "html.parser")
+
+    # 1) Drop dangerous tags entirely.
+    for tag in soup.find_all(True):
+        name = (tag.name or "").lower()
+        if name in _DANGEROUS_TAGS:
+            removed.append(f"<{name}>")
+            tag.decompose()
+            continue
+        # External stylesheet / preload links pull remote resources.
+        if name == "link":
+            href = str(tag.get("href") or "")
+            rel = " ".join(tag.get("rel") or []) if isinstance(tag.get("rel"), list) else str(tag.get("rel") or "")
+            if re.match(r"^\s*(https?:)?//", href) and "stylesheet" in rel.lower():
+                removed.append("<link stylesheet>")
+                tag.decompose()
+                continue
+        # meta refresh can redirect to arbitrary URLs.
+        if name == "meta" and str(tag.get("http-equiv") or "").lower() == "refresh":
+            removed.append("<meta refresh>")
+            tag.decompose()
+            continue
+
+    # 2) Strip event handlers and dangerous URL schemes from surviving tags.
+    for tag in soup.find_all(True):
+        for attr in list(tag.attrs.keys()):
+            lowered = attr.lower()
+            if lowered.startswith("on"):
+                removed.append(f"{lowered}=")
+                del tag.attrs[attr]
+                continue
+            if lowered in _URL_ATTRS:
+                value = tag.attrs[attr]
+                value_str = value if isinstance(value, str) else " ".join(value)
+                if _DANGEROUS_URL_RE.match(value_str or ""):
+                    removed.append(f"{lowered}={value_str[:24]}")
+                    del tag.attrs[attr]
+
+    return str(soup), removed
+
+
+def validate_html(html: str) -> list[str]:
+    """Return a list of structural problems with ``html`` (empty == valid).
+
+    A page only counts as a complete document when it has the full skeleton
+    (doctype/html/head/body), a non-empty ``<title>``, visible body content
+    (no white-screen), no residual scripts, and no external stylesheet links.
+    """
+    errors: list[str] = []
+    if not html or not isinstance(html, str):
+        return ["empty html"]
+    lowered = html.lower()
+    if "<!doctype html" not in lowered:
+        errors.append("缺少 <!doctype html> 声明")
+    if "<html" not in lowered:
+        errors.append("缺少 <html> 根元素")
+    if "<head" not in lowered:
+        errors.append("缺少 <head> 元素")
+    if "<body" not in lowered:
+        errors.append("缺少 <body> 元素")
+    if "<script" in lowered:
+        errors.append("仍包含 <script> 标签（不允许脚本）")
+
+    try:
+        from bs4 import BeautifulSoup
+
+        soup = BeautifulSoup(html, "html.parser")
+        # Title must exist and be non-empty.
+        title_el = soup.find("title")
+        if title_el is None or not title_el.get_text(strip=True):
+            errors.append("缺少非空 <title> 标题")
+        # External stylesheet links pull remote resources — not allowed offline.
+        for link in soup.find_all("link"):
+            href = str(link.get("href") or "")
+            rel = " ".join(link.get("rel") or []) if isinstance(link.get("rel"), list) else str(link.get("rel") or "")
+            if re.match(r"^\s*(https?:)?//", href) and "stylesheet" in rel.lower():
+                errors.append("包含外链样式表（不允许外部 CDN/资源）")
+                break
+        # Body must carry some visible content — guards against white-screen.
+        body = soup.body or soup
+        text = body.get_text(strip=True) if body else ""
+        has_media = bool(body.find(["img", "svg", "canvas", "table", "ul", "ol"])) if body else False
+        if len(text) < 5 and not has_media:
+            errors.append("页面正文为空，可能白屏")
+    except Exception:  # pragma: no cover
+        pass
+    return errors
+
+
+# ---------------------------------------------------------------------------
+# Prompt templates
+# ---------------------------------------------------------------------------
+
+_GENERATION_TEMPLATE = """你是一个内网页面生成助手。请根据输入数据生成一个完整的 HTML 页面。
+
+用户页面要求：
+{page_prompt}
+
+限制条件：
+{negative_prompt}
+
+本次数据：
+{data}
+
+参考页面风格：
+{reference_style}
+
+参考页面布局：
+{reference_layout}
+{skill_instructions}
+要求：
+1. 只输出 JSON，不要输出 Markdown，不要输出多余解释。
+2. JSON 字段必须包含 title、html、style_summary、layout_summary。
+3. html 必须是完整 HTML 文档，包含 <!doctype html>、html、head、body。
+4. 所有 CSS 写在 <style> 标签内，不要引用外部 CDN 或外链样式表。
+5. 不要包含 <script>、外链脚本、iframe、表单提交、on* 事件属性。
+6. 参考页面只用于风格和布局，页面内容必须来自“本次数据”，不要复用参考页旧数据。
+7. 页面使用中文，排版适合在浏览器中直接预览。
+"""
+
+_REPAIR_TEMPLATE = """你是一个 HTML 修复助手。下面的 HTML 存在问题，请修复后重新输出完整页面。
+
+原始页面要求：
+{requirements}
+
+发现的问题：
+{errors}
+
+待修复 HTML：
+{html}
+
+要求：
+1. 只输出 JSON，字段包含 fixed_html、changes（修复说明数组）。
+2. fixed_html 必须是完整 HTML 文档，包含 <!doctype html>、html、head、body。
+3. 移除所有 <script>、iframe、外链脚本、on* 事件属性、表单提交。
+4. 保留原有内容与数据，只修复结构与安全问题。
+"""
+
+_STYLE_EXTRACT_TEMPLATE = """你是一个页面风格分析助手。请分析下面的 HTML 页面，提取可复用的风格与布局特征。
+
+HTML 页面：
+{html}
+
+要求：
+1. 只输出 JSON，字段包含 style_summary、layout_summary、content_structure_summary、reuse_prompt。
+2. style_summary：颜色、字体、间距、圆角、阴影、视觉密度等视觉风格。
+3. layout_summary：页面分区、卡片、表格、图表、导航等布局结构。
+4. content_structure_summary：信息组织顺序与层级。
+5. reuse_prompt：一段可直接拼接到下次生成 prompt 的中文风格说明，不要包含本页的具体数据。
+"""
+
+
+def _clip(value: Any, limit: int) -> str:
+    text = value if isinstance(value, str) else json.dumps(value, ensure_ascii=False, default=str)
+    text = text or ""
+    return text if len(text) <= limit else text[:limit] + "\n…(内容过长已截断)"
+
+
+def build_generation_prompt(
+    *,
+    page_prompt: str,
+    negative_prompt: str | None,
+    data: Any,
+    reference_style: str | None,
+    reference_layout: str | None,
+    skill_instructions: str | None = None,
+    data_limit: int = 16000,
+    skill_limit: int = 16000,
+) -> str:
+    skill_block = ""
+    if skill_instructions and skill_instructions.strip():
+        skill_block = "\n可用页面生成技能规范（请严格遵循）：\n" + _clip(skill_instructions.strip(), skill_limit) + "\n"
+    return _GENERATION_TEMPLATE.format(
+        page_prompt=(page_prompt or "（未提供，使用通用看板风格）").strip(),
+        negative_prompt=(negative_prompt or "无").strip(),
+        data=_clip(data, data_limit),
+        reference_style=(reference_style or "无").strip(),
+        reference_layout=(reference_layout or "无").strip(),
+        skill_instructions=skill_block,
+    )
+
+
+def build_repair_prompt(*, html: str, errors: list[str], requirements: str | None) -> str:
+    return _REPAIR_TEMPLATE.format(
+        requirements=(requirements or "无").strip(),
+        errors="\n".join(f"- {e}" for e in errors) or "- 未知问题",
+        html=_clip(html, 32000),
+    )
+
+
+def build_style_extract_prompt(*, html: str) -> str:
+    return _STYLE_EXTRACT_TEMPLATE.format(html=_clip(html, 32000))
+
+
+async def screenshot_html(html: str, output_path) -> str | None:
+    """Best-effort PNG screenshot of ``html`` for white-screen / console QA.
+
+    Returns the screenshot path on success, or ``None`` when Playwright (or a
+    usable browser) is unavailable — the offline image ships without one, so
+    this must degrade silently rather than fail the run.
+    """
+    try:
+        from playwright.async_api import async_playwright
+    except Exception:
+        return None
+    try:
+        async with async_playwright() as pw:
+            browser = await pw.chromium.launch()
+            try:
+                page = await browser.new_page()
+                await page.set_content(html, wait_until="networkidle")
+                await page.screenshot(path=str(output_path), full_page=True)
+            finally:
+                await browser.close()
+        return str(output_path)
+    except Exception:
+        logger.debug("Playwright screenshot failed; skipping QA screenshot", exc_info=True)
+        return None
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/service.py b/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/service.py
index 6813273a..40f5f7b5 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/service.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/runtime/scheduler/service.py
@@ -22,6 +22,7 @@ from deerflow.config.agents_config import AGENT_ID_PATTERN
 from deerflow.config.paths import get_paths
 from deerflow.persistence.scheduled_tasks import ScheduledTaskStore
 from deerflow.runtime import serialize_channel_values
+from deerflow.runtime.scheduler import html_page as html_page_utils
 from deerflow.runtime.scheduler.element import ElementDeliveryClient
 from deerflow.runtime.user_context import reset_current_user, set_current_user
 from deerflow.utils.time import now_iso
@@ -36,6 +37,11 @@ _RUN_ATTEMPT_TIMEOUT_SECONDS = 30 * 60  # 30 minutes
 # Retries allowed after the first attempt before the run is marked "failed".
 _MAX_RUN_RETRIES = 3
 
+# Max HTML length (chars) inlined into the run's ``result_json``. Beyond this
+# the inline copy is dropped to stay under MySQL's 64 KB ``TEXT`` cap; the full
+# document is always retrievable from the page store (LONGTEXT) + index.html.
+_MAX_INLINE_RESULT_HTML = 60000
+
 # Minimum length (in characters) the generated Markdown file's content must
 # reach when a task has ``require_markdown`` enabled. The model is NOT told about
 # this threshold — it is enforced silently by the service.
@@ -58,6 +64,22 @@ class MarkdownRequirementError(Exception):
     """
 
 
+class HtmlGenerationError(Exception):
+    """Raised when an ``html_page`` run did not produce a complete, valid HTML
+    document (missing doctype/html/head/body, empty body, or residual scripts
+    after the sanitize + repair passes). The run is marked failed — a page only
+    counts as successful when it is a full, previewable HTML document."""
+
+
+class DuplicateFavoriteError(Exception):
+    """A user already bookmarked this page. Surfaced as HTTP 409 by the router
+    so the same page cannot be favorited twice."""
+
+    def __init__(self, page_id: str) -> None:
+        self.page_id = page_id
+        super().__init__(f"Page {page_id!r} is already favorited")
+
+
 class DuplicateTaskNameError(Exception):
     """A user already owns a scheduled task with the requested name.
 
@@ -835,7 +857,7 @@ class ScheduledTaskService:
             runtime_thread_id = str(uuid.uuid4())
             try:
                 result = await asyncio.wait_for(
-                    self._run_agent_attempt(task, runtime_thread_id=runtime_thread_id, scheduled_for=scheduled_for, run_id=run_id),
+                    self._run_task_attempt(task, runtime_thread_id=runtime_thread_id, scheduled_for=scheduled_for, run_id=run_id),
                     timeout=_RUN_ATTEMPT_TIMEOUT_SECONDS,
                 )
             except TimeoutError:
@@ -875,6 +897,333 @@ class ScheduledTaskService:
             await self._deliver_element_result(task, result["content"])
             return
 
+    async def _run_task_attempt(
+        self,
+        task: dict[str, Any],
+        *,
+        runtime_thread_id: str,
+        scheduled_for: datetime,
+        run_id: str,
+    ) -> dict[str, Any]:
+        """Dispatch a single execution attempt by task kind.
+
+        ``html_page`` tasks render an HTML document via GLM5; everything else
+        runs the regular lead-agent attempt. The kind lives in
+        ``execution_context.task_kind`` so no schema migration is needed.
+        """
+        ctx = task.get("execution_context")
+        kind = ctx.get("task_kind") if isinstance(ctx, dict) else None
+        if kind == "html_page":
+            return await self._run_html_page_attempt(
+                task, runtime_thread_id=runtime_thread_id, scheduled_for=scheduled_for, run_id=run_id
+            )
+        return await self._run_agent_attempt(
+            task, runtime_thread_id=runtime_thread_id, scheduled_for=scheduled_for, run_id=run_id
+        )
+
+    @staticmethod
+    def _html_config(task: dict[str, Any]) -> dict[str, Any]:
+        ctx = task.get("execution_context")
+        cfg = ctx.get("html_config") if isinstance(ctx, dict) else None
+        return cfg if isinstance(cfg, dict) else {}
+
+    async def _invoke_chat_model(self, model_name: str | None, prompt: str) -> str:
+        """Invoke a chat model once and return its text content.
+
+        Used for the GLM5 HTML generation / repair / style-extraction passes.
+        Thinking is disabled to keep structured-JSON output stable.
+        """
+        from langchain_core.messages import HumanMessage
+
+        from deerflow.models import create_chat_model
+
+        # No hardcoded model: use exactly the selected model; only when none was
+        # selected do we fall back to the system default (config models[0]).
+        model = create_chat_model(name=model_name or None, thinking_enabled=False)
+        response = await model.ainvoke([HumanMessage(content=prompt)])
+        content = getattr(response, "content", response)
+        if isinstance(content, str):
+            return content
+        if isinstance(content, list):
+            parts = [part.get("text", "") if isinstance(part, dict) else str(part) for part in content]
+            return "\n".join(p for p in parts if p)
+        return str(content)
+
+    async def _gather_html_data(
+        self,
+        task: dict[str, Any],
+        *,
+        runtime_thread_id: str,
+        scheduled_for: datetime,
+        run_id: str,
+    ) -> str:
+        """Run the lead agent to collect source data for the HTML page.
+
+        Reuses the regular agent-run primitives (with the task's search query
+        folded into the prompt) and returns the agent's final text, which feeds
+        the GLM5 render step as ``本次数据``. Returns an empty string if the
+        agent produced nothing.
+        """
+        cfg = self._html_config(task)
+        page_prompt = str(cfg.get("page_prompt") or "").strip()
+        gather_instruction = (
+            "请运用你自身的检索/搜索等技能，围绕下述页面需求获取最新、真实的资料，"
+            "并整理成结构化的中文要点（可用列表/小标题），供后续生成 HTML 页面使用，本步骤不要生成 HTML：\n"
+        )
+        parts = [gather_instruction]
+        if page_prompt:
+            parts.append(f"页面需求：{page_prompt}")
+        base_prompt = str(task.get("prompt") or "").strip()
+        if base_prompt:
+            parts.append(f"补充说明：{base_prompt}")
+        gather_task = {**task, "prompt": "\n".join(parts)}
+        # Never apply the markdown gate to the gather pass.
+        gather_ctx = dict(task.get("execution_context") or {})
+        gather_ctx.pop("require_markdown", None)
+        gather_ctx.pop("task_kind", None)
+        gather_ctx.pop("html_config", None)
+        # Use the task's selected model for the data-gathering agent too, so the
+        # whole HTML pipeline honors ``html_config.model_name`` instead of
+        # silently falling back to the default model for this step.
+        gather_model = str(cfg.get("model_name") or "").strip()
+        if gather_model:
+            gather_ctx["model_name"] = gather_model
+        gather_task["execution_context"] = gather_ctx
+
+        await self._ensure_thread_meta(task["user_id"], runtime_thread_id)
+        async with self._agent_run_lock:
+            record = await self._start_agent_run(gather_task, scheduled_for=scheduled_for, runtime_thread_id=runtime_thread_id)
+            await self.store.update_run(run_id, {"agent_run_id": record.run_id})
+            if record.task is not None:
+                await record.task
+            text = await self._extract_latest_ai_text(runtime_thread_id)
+        return text or ""
+
+    def _collect_html_skill_instructions(self) -> str:
+        """Concatenate the bodies of enabled skills marked for HTML pages.
+
+        A skill opts in via ``metadata.kind: html_page`` in its SKILL.md
+        frontmatter. Only enabled skills (per the skills settings the user
+        toggles) are injected, so the render step honors the user's skill
+        selection. Best-effort — any failure yields an empty string.
+        """
+        try:
+            from deerflow.skills import get_or_new_skill_storage
+
+            storage = get_or_new_skill_storage()
+            skills = storage.load_skills(enabled_only=True)
+        except Exception:
+            logger.debug("Failed to load skills for HTML render injection", exc_info=True)
+            return ""
+        blocks: list[str] = []
+        for skill in skills:
+            try:
+                text = Path(skill.skill_file).read_text(encoding="utf-8")
+            except Exception:
+                continue
+            frontmatter, body = html_page_utils.parse_frontmatter(text)
+            meta = frontmatter.get("metadata") if isinstance(frontmatter, dict) else None
+            if not (isinstance(meta, dict) and str(meta.get("kind")) == "html_page"):
+                continue
+            body = body.strip()
+            if body:
+                blocks.append(f"### 技能：{skill.name}\n{body}")
+        return "\n\n".join(blocks)
+
+    def _archive_html_index(self, run_id: str, html: str) -> Path | None:
+        """Write the generated HTML to the run's archive dir as ``index.html``."""
+        try:
+            archive_dir = get_paths().base_dir / "scheduled-task-runs" / run_id / "files"
+            archive_dir.mkdir(parents=True, exist_ok=True)
+            target = archive_dir / "index.html"
+            target.write_text(html, encoding="utf-8")
+            return target
+        except Exception:
+            logger.warning("Failed to archive generated HTML for run %s", run_id, exc_info=True)
+            return None
+
+    async def _run_html_page_attempt(
+        self,
+        task: dict[str, Any],
+        *,
+        runtime_thread_id: str,
+        scheduled_for: datetime,
+        run_id: str,
+    ) -> dict[str, Any]:
+        """Generate an HTML page for an ``html_page`` task.
+
+        Pipeline: gather data via the lead agent → optionally load a reference
+        favorite's style/layout → GLM5 render → sanitize → validate → (one
+        GLM5 repair pass if invalid) → best-effort screenshot → archive
+        ``index.html`` → persist a ``scheduled_html_pages`` row → build the run
+        result payload (``format: "html"`` with the full HTML inline).
+        """
+        cfg = self._html_config(task)
+        # The user's selected model only — no hardcoded GLM-5. Empty → None →
+        # system default (config models[0]).
+        model_name = str(cfg.get("model_name") or "").strip() or None
+        page_prompt = str(cfg.get("page_prompt") or "").strip()
+        negative_prompt = str(cfg.get("negative_prompt") or "").strip()
+        reference_favorite_id = cfg.get("reference_favorite_id") or None
+
+        # 1) Gather source data (real, via the agent's search tools).
+        data_text = await self._gather_html_data(
+            task, runtime_thread_id=runtime_thread_id, scheduled_for=scheduled_for, run_id=run_id
+        )
+
+        # 2) Load reference style/layout from a favorite if one was selected.
+        reference_style = None
+        reference_layout = None
+        if reference_favorite_id:
+            store = self._html_store
+            if store is not None:
+                try:
+                    favorite = await store.get_favorite(str(reference_favorite_id))
+                except Exception:
+                    favorite = None
+                if favorite is not None:
+                    reference_style = favorite.get("reuse_prompt") or favorite.get("style_summary")
+                    reference_layout = favorite.get("layout_summary")
+
+        # 3) Render with the chosen model, injecting any enabled HTML skills.
+        skill_instructions = self._collect_html_skill_instructions()
+        gen_prompt = html_page_utils.build_generation_prompt(
+            page_prompt=page_prompt,
+            negative_prompt=negative_prompt,
+            data=data_text,
+            reference_style=reference_style,
+            reference_layout=reference_layout,
+            skill_instructions=skill_instructions,
+        )
+        raw = await self._invoke_chat_model(model_name, gen_prompt)
+        parsed = html_page_utils.extract_json_object(raw) or {}
+        title = str(parsed.get("title") or task.get("name") or "生成页面").strip()
+        html = parsed.get("html")
+        if not isinstance(html, str) or "<" not in html:
+            # GLM5 may have replied with bare HTML instead of JSON — accept it.
+            if isinstance(raw, str) and ("<html" in raw.lower() or "<!doctype" in raw.lower()):
+                html = raw
+            else:
+                raise ValueError("GLM5 未返回有效的 HTML(JSON 解析失败)")
+        style_summary = str(parsed.get("style_summary") or "").strip() or None
+        layout_summary = str(parsed.get("layout_summary") or "").strip() or None
+
+        # 4) Sanitize + validate, with one repair pass on failure.
+        html, _removed = html_page_utils.sanitize_html(html)
+        errors = html_page_utils.validate_html(html)
+        if errors:
+            logger.info("Generated HTML failed validation (%s); attempting repair", errors)
+            repair_prompt = html_page_utils.build_repair_prompt(
+                html=html, errors=errors, requirements=page_prompt or task.get("prompt")
+            )
+            try:
+                repaired_raw = await self._invoke_chat_model(model_name, repair_prompt)
+                repaired = html_page_utils.extract_json_object(repaired_raw) or {}
+                fixed = repaired.get("fixed_html")
+                if isinstance(fixed, str) and "<" in fixed:
+                    fixed_clean, _ = html_page_utils.sanitize_html(fixed)
+                    if not html_page_utils.validate_html(fixed_clean):
+                        html = fixed_clean
+            except Exception:
+                logger.warning("HTML repair pass failed; keeping sanitized original", exc_info=True)
+
+        # 4b) Completeness gate — a page only counts as successful when it is a
+        # full, valid HTML document. If it still fails validation after the
+        # repair pass, fail the run (no half-baked page is archived/persisted).
+        final_errors = html_page_utils.validate_html(html)
+        if final_errors:
+            raise HtmlGenerationError(
+                "HTML 生成未通过完整性校验：" + "；".join(final_errors) + "。请调整页面要求或重试。"
+            )
+
+        # 5) Best-effort screenshot QA (no-op without Playwright).
+        screenshot_path = None
+        try:
+            shot_target = get_paths().base_dir / "scheduled-task-runs" / run_id / "files" / "preview.png"
+            shot_target.parent.mkdir(parents=True, exist_ok=True)
+            screenshot_path = await html_page_utils.screenshot_html(html, shot_target)
+        except Exception:
+            screenshot_path = None
+
+        # 6) Archive index.html.
+        archive_path = self._archive_html_index(run_id, html)
+
+        files: list[dict[str, Any]] = []
+        if archive_path is not None:
+            files.append(
+                {
+                    "name": "index.html",
+                    "path": str(archive_path),
+                    "virtual_path": "/mnt/user-data/outputs/index.html",
+                    "mime_type": "text/html",
+                    "size": archive_path.stat().st_size if archive_path.exists() else None,
+                    "kind": "html",
+                }
+            )
+        if screenshot_path:
+            shot = Path(screenshot_path)
+            files.append(
+                {
+                    "name": "preview.png",
+                    "path": str(shot),
+                    "mime_type": "image/png",
+                    "size": shot.stat().st_size if shot.exists() else None,
+                    "kind": "artifact",
+                }
+            )
+
+        data_snapshot = {"data_text": data_text[:8000] if isinstance(data_text, str) else ""}
+        prompt_snapshot = {
+            "page_prompt": page_prompt,
+            "negative_prompt": negative_prompt,
+            "reference_favorite_id": reference_favorite_id,
+            "model_name": model_name,
+        }
+
+        # 7) Persist the page asset (best-effort — failure must not fail the run).
+        store = self._html_store
+        if store is not None:
+            try:
+                await store.create_page(
+                    {
+                        "id": str(uuid.uuid4()),
+                        "task_id": task["task_id"],
+                        "run_id": run_id,
+                        "user_id": task["user_id"],
+                        "title": title,
+                        "html_content": html,
+                        "html_file_path": str(archive_path) if archive_path else None,
+                        "data_snapshot": data_snapshot,
+                        "prompt_snapshot": prompt_snapshot,
+                        "reference_favorite_id": reference_favorite_id,
+                        "style_summary": style_summary,
+                        "layout_summary": layout_summary,
+                    }
+                )
+            except Exception:
+                logger.warning("Failed to persist scheduled_html_pages row for run %s", run_id, exc_info=True)
+
+        task_tz = ZoneInfo(task.get("timezone") or "UTC")
+        local_time = scheduled_for.astimezone(task_tz)
+        # ``scheduled_task_runs.result_json`` is TEXT (64 KB) on MySQL, so only
+        # inline the HTML when it comfortably fits. The full document always
+        # lives in ``scheduled_html_pages.html_content`` (LONGTEXT) + the
+        # archived ``index.html``; the ``/runs/{id}/html`` endpoints read from
+        # there, so previews work even when the inline copy is omitted here.
+        inline_html = html if len(html) <= _MAX_INLINE_RESULT_HTML else None
+        return {
+            "title": f"{title} - {local_time.strftime('%Y-%m-%d %H:%M')}",
+            "content": page_prompt or f"HTML 页面已生成：{title}",
+            "format": "html",
+            "html": inline_html,
+            "style_summary": style_summary,
+            "layout_summary": layout_summary,
+            "data_snapshot": data_snapshot,
+            "prompt_snapshot": prompt_snapshot,
+            "files": files,
+            "created_at": datetime.now(UTC).isoformat(),
+        }
+
     async def _run_agent_attempt(
         self,
         task: dict[str, Any],
@@ -1275,3 +1624,132 @@ class ScheduledTaskService:
 
     async def unsubscribe_task(self, user_id: str, task_id: str) -> bool:
         return await self.store.delete_subscription(task_id, user_id)
+
+    # --- HTML pages / favorites ---
+
+    @property
+    def _html_store(self):
+        state = getattr(self.app, "state", None)
+        return getattr(state, "html_page_store", None)
+
+    async def get_html_page_for_run(self, run_id: str) -> dict[str, Any] | None:
+        """Return the generated HTML page for a run (page-store row or run result)."""
+        store = self._html_store
+        if store is not None:
+            page = await store.get_page_by_run(run_id)
+            if page is not None:
+                return page
+        # Fallback to the inline HTML on the run result.
+        run = await self.store.get_run_any(run_id)
+        if run is None:
+            return None
+        result = run.get("result") if isinstance(run.get("result"), dict) else None
+        if not result or not isinstance(result.get("html"), str):
+            return None
+        return {
+            "run_id": run_id,
+            "task_id": run.get("task_id"),
+            "title": result.get("title"),
+            "html_content": result.get("html"),
+            "style_summary": result.get("style_summary"),
+            "layout_summary": result.get("layout_summary"),
+            "created_at": result.get("created_at"),
+        }
+
+    async def get_latest_html_page_for_task(self, task_id: str) -> dict[str, Any] | None:
+        store = self._html_store
+        if store is not None:
+            page = await store.latest_page_for_task(task_id)
+            if page is not None:
+                return page
+        # Fallback: newest run that carries inline HTML.
+        runs = await self.store.list_runs_any(task_id, limit=20)
+        for run in runs:
+            result = run.get("result") if isinstance(run.get("result"), dict) else None
+            if result and isinstance(result.get("html"), str):
+                return await self.get_html_page_for_run(run["id"])
+        return None
+
+    async def list_html_page_favorites(self, user_id: str) -> list[dict[str, Any]]:
+        store = self._html_store
+        if store is None:
+            return []
+        return await store.list_favorites(user_id)
+
+    async def get_html_page_favorite(self, user_id: str, favorite_id: str) -> dict[str, Any] | None:
+        store = self._html_store
+        if store is None:
+            return None
+        favorite = await store.get_favorite(favorite_id)
+        if favorite is None or favorite.get("user_id") != user_id:
+            return None
+        return favorite
+
+    async def delete_html_page_favorite(self, user_id: str, favorite_id: str) -> bool:
+        store = self._html_store
+        if store is None:
+            return False
+        return await store.delete_favorite(favorite_id, user_id)
+
+    async def create_html_page_favorite(
+        self,
+        user_id: str,
+        page_id: str,
+        *,
+        title: str | None = None,
+        description: str | None = None,
+        tags: list[str] | None = None,
+    ) -> dict[str, Any] | None:
+        """Bookmark a generated page, extracting a reusable style summary via GLM5.
+
+        Returns ``None`` when the page does not exist or is not owned by the
+        caller. Style extraction is best-effort — a failure still produces a
+        favorite (without the reuse hints) so the user's bookmark is never lost.
+        """
+        store = self._html_store
+        if store is None:
+            return None
+        page = await store.get_page(page_id)
+        if page is None or page.get("user_id") != user_id:
+            return None
+        # A page can only be bookmarked once per user.
+        existing = await store.get_favorite_by_page(user_id, page_id)
+        if existing is not None:
+            raise DuplicateFavoriteError(page_id)
+        html = page.get("html_content") or ""
+
+        style_summary = page.get("style_summary")
+        layout_summary = page.get("layout_summary")
+        content_structure_summary = None
+        reuse_prompt = None
+        if html:
+            try:
+                # Reuse the model the page was generated with (recorded in the
+                # page's prompt snapshot) so favoriting doesn't fall back to the
+                # default model.
+                extract_model = (page.get("prompt_snapshot") or {}).get("model_name")
+                extract_prompt = html_page_utils.build_style_extract_prompt(html=html)
+                raw = await self._invoke_chat_model(extract_model, extract_prompt)
+                extracted = html_page_utils.extract_json_object(raw) or {}
+                style_summary = extracted.get("style_summary") or style_summary
+                layout_summary = extracted.get("layout_summary") or layout_summary
+                content_structure_summary = extracted.get("content_structure_summary")
+                reuse_prompt = extracted.get("reuse_prompt")
+            except Exception:
+                logger.warning("HTML style extraction failed for page %s; saving favorite without hints", page_id, exc_info=True)
+
+        return await store.create_favorite(
+            {
+                "id": str(uuid.uuid4()),
+                "user_id": user_id,
+                "page_id": page_id,
+                "title": (title or page.get("title") or "收藏页面").strip(),
+                "description": (description or None),
+                "tags": tags or [],
+                "html_snapshot": html,
+                "style_summary": style_summary,
+                "layout_summary": layout_summary,
+                "content_structure_summary": content_structure_summary,
+                "reuse_prompt": reuse_prompt,
+            }
+        )
diff --git a/offline-backend-20260512/backend/packages/harness/deerflow/tools/builtins/notebook_search_tool.py b/offline-backend-20260512/backend/packages/harness/deerflow/tools/builtins/notebook_search_tool.py
index 9405429b..22c10f86 100644
--- a/offline-backend-20260512/backend/packages/harness/deerflow/tools/builtins/notebook_search_tool.py
+++ b/offline-backend-20260512/backend/packages/harness/deerflow/tools/builtins/notebook_search_tool.py
@@ -56,7 +56,7 @@ def notebook_search_tool(query: str, top_k: int = 10) -> str:
             headers={"Authorization": f"Bearer {token}"},
             json={
                 "query": query,
-                "source_ids": [source_ids],
+                "source_ids": source_ids,
                 "search_space_id": search_space_id,
                 "top_k": top_k,
             },
diff --git a/offline-backend-20260512/backend/tests/test_token_login_upstream_call.py b/offline-backend-20260512/backend/tests/test_token_login_upstream_call.py
new file mode 100644
index 00000000..b6d68b84
--- /dev/null
+++ b/offline-backend-20260512/backend/tests/test_token_login_upstream_call.py
@@ -0,0 +1,89 @@
+"""Regression tests for the upstream call shape of token-exchange login.
+
+The upstream ``getTokenInfo`` endpoint reads the bearer token from the
+``Authorization`` header — NOT from an ``access_token`` cookie. These tests pin
+that contract for ``_fetch_username_from_token``:
+
+  - ``Authorization`` is exactly ``Bearer <caller-token>`` (the token passed in),
+    not the static ``service_authorization`` config value.
+  - No ``access_token`` cookie is sent (the old, wrong placement).
+"""
+
+from __future__ import annotations
+
+import types
+
+import pytest
+
+from app.gateway.routers import auth as auth_module
+from app.gateway.routers.auth import _fetch_username_from_token
+
+
+class _FakeResponse:
+    status_code = 200
+
+    def json(self) -> dict:
+        return {"state": "200", "msg": "ok", "data": {"username": "b1admin"}}
+
+
+class _CapturingClient:
+    """Stand-in for ``httpx.AsyncClient`` that records the post() kwargs."""
+
+    captured: dict = {}
+
+    def __init__(self, *args, **kwargs) -> None:
+        type(self).init_kwargs = kwargs
+
+    async def __aenter__(self) -> _CapturingClient:
+        return self
+
+    async def __aexit__(self, *exc) -> None:
+        return None
+
+    async def post(self, url, **kwargs):
+        type(self).captured = {"url": url, **kwargs}
+        return _FakeResponse()
+
+
+def _patch_config(monkeypatch: pytest.MonkeyPatch) -> None:
+    token_login = types.SimpleNamespace(
+        token_info_url="https://upstream.example/getTokenInfo",
+        service_authorization="Bearer admin",  # must NOT be used anymore
+        timeout_seconds=10.0,
+        verify_ssl=False,
+        ca_cert_path="",
+    )
+    fake_cfg = types.SimpleNamespace(auth_login=types.SimpleNamespace(token_login=token_login))
+    monkeypatch.setattr(auth_module, "get_app_config", lambda: fake_cfg)
+    monkeypatch.setattr(auth_module.httpx, "AsyncClient", _CapturingClient)
+
+
+@pytest.mark.asyncio
+async def test_sends_caller_token_as_bearer_header(monkeypatch: pytest.MonkeyPatch) -> None:
+    _patch_config(monkeypatch)
+
+    username = await _fetch_username_from_token("UPSTREAM_TOK_123")
+
+    assert username == "b1admin"
+    headers = _CapturingClient.captured["headers"]
+    assert headers["Authorization"] == "Bearer UPSTREAM_TOK_123"
+
+
+@pytest.mark.asyncio
+async def test_does_not_use_static_service_authorization(monkeypatch: pytest.MonkeyPatch) -> None:
+    _patch_config(monkeypatch)
+
+    await _fetch_username_from_token("UPSTREAM_TOK_123")
+
+    headers = _CapturingClient.captured["headers"]
+    assert headers["Authorization"] != "Bearer admin"
+
+
+@pytest.mark.asyncio
+async def test_no_access_token_cookie_is_sent(monkeypatch: pytest.MonkeyPatch) -> None:
+    _patch_config(monkeypatch)
+
+    await _fetch_username_from_token("UPSTREAM_TOK_123")
+
+    # The token must live in the header now; no cookie param should be passed.
+    assert "cookies" not in _CapturingClient.captured
diff --git a/offline-backend-20260512/backend/uv.lock b/offline-backend-20260512/backend/uv.lock
deleted file mode 100644
index deb9f383..00000000
--- a/offline-backend-20260512/backend/uv.lock
+++ /dev/null
@@ -1,4917 +0,0 @@
-version = 1
-revision = 3
-requires-python = ">=3.12"
-resolution-markers = [
-    "python_full_version >= '3.14' and sys_platform == 'win32'",
-    "python_full_version >= '3.14' and sys_platform != 'win32'",
-    "python_full_version == '3.13.*' and sys_platform == 'win32'",
-    "python_full_version == '3.13.*' and sys_platform != 'win32'",
-    "python_full_version < '3.13' and sys_platform == 'win32'",
-    "python_full_version < '3.13' and sys_platform != 'win32'",
-]
-
-[manifest]
-members = [
-    "deer-flow",
-    "deerflow-harness",
-]
-
-[[package]]
-name = "agent-client-protocol"
-version = "0.9.0"
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-]
-
-[[package]]
-name = "agent-sandbox"
-version = "0.0.30"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "httpx", extra = ["socks"] },
-    { name = "pydantic" },
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diff --git a/offline-backend-20260512/config.yaml b/offline-backend-20260512/config.yaml
index fd737e7e..adebc8ae 100644
--- a/offline-backend-20260512/config.yaml
+++ b/offline-backend-20260512/config.yaml
@@ -151,11 +151,12 @@ auth_login:
     require_password: false
     password: ""
   # token 换登录:前端用 ?authToken=上游token 进入,后端调用 token_info_url
-  # (带 Authorization 头 + access_token cookie)换出用户名,再登录;用户名不在
-  # 库里时自动注册。
+  # (把该 token 直接拼成 Authorization: Bearer <token> 头)换出用户名,再登录;
+  # 用户名不在库里时自动注册。
   token_login:
     enabled: true
     token_info_url: "https://ch1.b.uat.4.cn/consumer/login/getTokenInfo"
+    # 已弃用:鉴权头现由前端传入的 token 拼成 "Bearer <token>",此项不再生效,保留仅兼容。
     service_authorization: "Bearer admin"
     timeout_seconds: 10
     # 上游是 HTTPS。UAT/内网常用自签或私有 CA 证书,默认 verify=true 会握手失败导致