diff --git a/src/api/client.ts b/src/api/client.ts
index 01019b6..abef7ff 100644
--- a/src/api/client.ts
+++ b/src/api/client.ts
@@ -1573,10 +1573,22 @@ type SubscribeOptions = {
   onBalance?: (update: BalanceUpdate) => void;
 };
 
+export type AgentRunStreamEvent = {
+  eventId?: string;
+  eventType: string;
+  data: unknown;
+  createdAt?: string;
+};
+
+type SubscribeAgentRunEventsOptions = {
+  onRunEvent?: (event: AgentRunStreamEvent) => void;
+};
+
 export function subscribeAgentRunEvents(
   runId: string,
   onRun: (run: AgentRun) => void,
   onError: (error: Error) => void,
+  options: SubscribeAgentRunEventsOptions = {},
 ): () => void {
   let closed = false;
   let activeController: AbortController | null = null;
@@ -1634,6 +1646,20 @@ export function subscribeAgentRunEvents(
               const payload = JSON.parse(data) as { message?: string };
               throw new Error(payload.message || '后台任务失败');
             }
+            if (eventName === 'run_event') {
+              const payload = JSON.parse(data) as {
+                eventId?: string;
+                eventType?: string;
+                data?: unknown;
+                createdAt?: string;
+              };
+              options.onRunEvent?.({
+                eventId: payload.eventId,
+                eventType: String(payload.eventType ?? ''),
+                data: payload.data,
+                createdAt: payload.createdAt,
+              });
+            }
           }
         }
       } catch (err) {
diff --git a/src/components/ChatView.tsx b/src/components/ChatView.tsx
index 4c1fc32..05035b2 100644
--- a/src/components/ChatView.tsx
+++ b/src/components/ChatView.tsx
@@ -198,6 +198,7 @@ export function ChatView({
     error,
     notice,
     pendingTool,
+    taskLoadingTip,
     submit,
     stop,
     approveTool,
@@ -577,6 +578,7 @@ export function ChatView({
           onBalanceUpdate={(nextBalance) => completeRecharge(nextBalance)}
           onGrantedSkillsUpdate={onGrantedSkillsUpdate}
           onOpenRecharge={() => openRecharge(false)}
+          taskLoadingTip={taskLoadingTip}
           onSubmit={(text, imageUrls, previewImageUrls, options) =>
             void submit(
               text,
diff --git a/src/components/MessageList.tsx b/src/components/MessageList.tsx
index b238419..8a3d93a 100644
--- a/src/components/MessageList.tsx
+++ b/src/components/MessageList.tsx
@@ -145,7 +145,7 @@ function isToolOnlyAssistantMessage(message: Message) {
   );
 }
 
-function TypingBubble() {
+function TypingBubble({ tip }: { tip?: string | null }) {
   return (
     <div className="msg-bubble msg-bubble-assistant msg-typing">
       <span className="typing-dots">
@@ -153,6 +153,7 @@ function TypingBubble() {
         <span />
         <span />
       </span>
+      {tip ? <p className="msg-typing-tip">{tip}</p> : null}
     </div>
   );
 }
@@ -324,6 +325,7 @@ function MessageRow({
   compact = false,
   activeToolMessage = false,
   showInlineTyping = false,
+  typingTip = null,
   memoryRecallByMessageId = {},
   messageIndex = 0,
 }: {
@@ -341,6 +343,7 @@ function MessageRow({
   compact?: boolean;
   activeToolMessage?: boolean;
   showInlineTyping?: boolean;
+  typingTip?: string | null;
   memoryRecallByMessageId?: Record<string, { count: number; previews: string[] }>;
   messageIndex?: number;
 }) {
@@ -362,7 +365,7 @@ function MessageRow({
         <TKMindAvatar />
         <div className="msg-content">
           {showInlineTyping ? (
-            <TypingBubble />
+            <TypingBubble tip={typingTip} />
           ) : (
             <>
               <ToolBadge message={message} active={activeToolMessage} />
@@ -537,6 +540,7 @@ export function MessageList({
   publishUsername,
   compact = false,
   memoryRecallByMessageId = {},
+  typingTip = null,
 }: {
   messages: Message[];
   streaming: boolean;
@@ -549,6 +553,7 @@ export function MessageList({
   publishUsername?: string;
   compact?: boolean;
   memoryRecallByMessageId?: Record<string, { count: number; previews: string[] }>;
+  typingTip?: string | null;
 }) {
   const { avatarUrl } = useUserAvatar();
   const renderableMessages = messages.filter(shouldShowChatMessage);
@@ -605,6 +610,7 @@ export function MessageList({
               compact={compact}
               activeToolMessage={message === activeToolMessage}
               showInlineTyping={showEndTyping && message === inlineTypingMessage}
+              typingTip={showEndTyping && message === inlineTypingMessage ? typingTip : null}
               memoryRecallByMessageId={memoryRecallByMessageId}
               messageIndex={index}
             />
@@ -615,7 +621,7 @@ export function MessageList({
         <div className="msg-row msg-row-assistant" role="status" aria-live="polite" aria-label="助手正在回复">
           <TKMindAvatar />
           <div className="msg-content">
-            <TypingBubble />
+            <TypingBubble tip={typingTip} />
           </div>
         </div>
       )}
diff --git a/src/components/SpaceChatPanel.tsx b/src/components/SpaceChatPanel.tsx
index 17b737c..3368990 100644
--- a/src/components/SpaceChatPanel.tsx
+++ b/src/components/SpaceChatPanel.tsx
@@ -58,7 +58,7 @@ export function SpaceChatPanel({
     uploadChatAttachment,
     retryConnect,
   } = chat;
-  const { capabilities, grantedSkills, followAgentRun, goalRunEnabled, balanceCents } = mainChat;
+  const { capabilities, grantedSkills, followAgentRun, goalRunEnabled, balanceCents, taskLoadingTip } = mainChat;
   const [localGrantedSkills, setLocalGrantedSkills] = useState<string[] | undefined>();
   const effectiveGrantedSkills = localGrantedSkills ?? grantedSkills;
 
@@ -180,6 +180,7 @@ export function SpaceChatPanel({
         onBalanceUpdate={(nextBalance) => completeRecharge(nextBalance)}
         onGrantedSkillsUpdate={handleGrantedSkillsUpdate}
         onOpenRecharge={() => openRecharge(false)}
+        taskLoadingTip={taskLoadingTip}
         onSubmit={(text, imageUrls, previewImageUrls, options) =>
           chatBridge
             ? void submit(
diff --git a/src/hooks/useTKMindChat.ts b/src/hooks/useTKMindChat.ts
index b7dcfa2..356d636 100644
--- a/src/hooks/useTKMindChat.ts
+++ b/src/hooks/useTKMindChat.ts
@@ -121,6 +121,12 @@ function createAgentRunFailedError(message: string) {
   return error;
 }
 
+function extractLoadingTipFromRunEvent(data: unknown): string | null {
+  if (!data || typeof data !== 'object') return null;
+  const text = (data as { text?: unknown }).text;
+  return typeof text === 'string' && text.trim() ? text.trim() : null;
+}
+
 function errorCode(error: unknown) {
   if (error instanceof ApiError) return error.code;
   if (error && typeof error === 'object' && 'code' in error) {
@@ -396,6 +402,7 @@ export function useTKMindChat(
   const [rechargeForced, setRechargeForced] = useState(false);
   const [subscribePrompt, setSubscribePrompt] = useState(false);
   const [activeNotification, setActiveNotification] = useState<UserNotification | null>(null);
+  const [taskLoadingTip, setTaskLoadingTip] = useState<string | null>(null);
   const seenNotificationIdsRef = useRef<Set<string>>(new Set());
 
   const activeRequestId = useRef<string | null>(null);
@@ -424,11 +431,43 @@ export function useTKMindChat(
   const pendingSubmitQueueRef = useRef<PendingChatSubmitEntry[]>([]);
   const flushingPendingSubmitRef = useRef(false);
   const pendingToolRef = useRef<ToolConfirmation | null>(null);
+  const taskLoadingTipUnsubRef = useRef<(() => void) | null>(null);
 
   useEffect(() => {
     chatStateRef.current = chatState;
   }, [chatState]);
 
+  const clearTaskLoadingTipSubscription = useCallback(() => {
+    taskLoadingTipUnsubRef.current?.();
+    taskLoadingTipUnsubRef.current = null;
+    setTaskLoadingTip(null);
+  }, []);
+
+  const startTaskLoadingTipSubscription = useCallback((runId: string, isCancelled: () => boolean) => {
+    clearTaskLoadingTipSubscription();
+    taskLoadingTipUnsubRef.current = subscribeAgentRunEvents(
+      runId,
+      () => {},
+      () => {},
+      {
+        onRunEvent: (event) => {
+          if (isCancelled()) return;
+          if (event.eventType !== 'loading_tip') return;
+          const tip = extractLoadingTipFromRunEvent(event.data);
+          if (tip) setTaskLoadingTip(tip);
+        },
+      },
+    );
+  }, [clearTaskLoadingTipSubscription]);
+
+  useEffect(() => {
+    if (chatState === 'idle' || chatState === 'error' || chatState === 'loading') {
+      clearTaskLoadingTipSubscription();
+    }
+  }, [chatState, clearTaskLoadingTipSubscription]);
+
+  useEffect(() => () => clearTaskLoadingTipSubscription(), [clearTaskLoadingTipSubscription]);
+
   useEffect(() => {
     pendingToolRef.current = pendingTool;
   }, [pendingTool]);
@@ -1560,6 +1599,7 @@ export function useTKMindChat(
             ...(options?.goalRunId ? { goalRunId: options.goalRunId } : {}),
           },
         );
+        startTaskLoadingTipSubscription(createdRun.id, () => submitToken !== connectTokenRef.current);
         const runSessionId = createdRun.sessionId ?? activeSessionId;
         if (runSessionId && !isDirectChatSessionId(runSessionId)) {
           activeSessionId = runSessionId;
@@ -1729,6 +1769,7 @@ export function useTKMindChat(
       ensureProvider,
       loadProjectMemory,
       refreshSessions,
+      startTaskLoadingTipSubscription,
     ],
   );
 
@@ -1902,6 +1943,7 @@ export function useTKMindChat(
       chatStateRef.current = 'waiting';
       setError(null);
       agentRunPendingRef.current = true;
+      startTaskLoadingTipSubscription(createdRun.id, () => submitToken !== connectTokenRef.current);
 
       try {
         const finishedRun =
@@ -1960,7 +2002,7 @@ export function useTKMindChat(
         activeRequestId.current = null;
       }
     },
-    [clearActiveRequestMissingTimer, scheduleReplyRecoverySync, subscribeToSession],
+    [clearActiveRequestMissingTimer, scheduleReplyRecoverySync, subscribeToSession, startTaskLoadingTipSubscription],
   );
 
   const newSession = useCallback(async () => {
@@ -2159,6 +2201,7 @@ export function useTKMindChat(
     error,
     notice,
     pendingTool,
+    taskLoadingTip,
     memoryLoading,
     userMemoryLoading,
     canUseProjectMemory,
diff --git a/src/hooks/useTaskLoadingTip.ts b/src/hooks/useTaskLoadingTip.ts
new file mode 100644
index 0000000..d20b351
--- /dev/null
+++ b/src/hooks/useTaskLoadingTip.ts
@@ -0,0 +1,28 @@
+import { useEffect, useRef, useState } from 'react';
+import { pickTkmindLoadingTip } from '../utils/tkmindLoadingTips';
+
+const ROTATE_MS = 4_500;
+
+export function useTaskLoadingTip(active: boolean, externalTip?: string | null) {
+  const [localTip, setLocalTip] = useState<string | null>(null);
+  const recentTipsRef = useRef<string[]>([]);
+
+  useEffect(() => {
+    if (!active || externalTip) {
+      setLocalTip(null);
+      return;
+    }
+
+    const rotate = () => {
+      const picked = pickTkmindLoadingTip({ exclude: recentTipsRef.current.slice(-3) });
+      recentTipsRef.current = [...recentTipsRef.current, picked.text].slice(-6);
+      setLocalTip(picked.text);
+    };
+
+    rotate();
+    const timer = window.setInterval(rotate, ROTATE_MS);
+    return () => window.clearInterval(timer);
+  }, [active, externalTip]);
+
+  return externalTip ?? localTip;
+}
diff --git a/src/index.css b/src/index.css
index f0f9abc..b5d2f93 100644
--- a/src/index.css
+++ b/src/index.css
@@ -2322,6 +2322,16 @@ body,
 
 .msg-typing {
   padding: 12px 16px;
+  display: flex;
+  flex-direction: column;
+  gap: 10px;
+}
+
+.msg-typing-tip {
+  margin: 0;
+  font-size: 13px;
+  line-height: 1.5;
+  color: var(--color-text-muted);
 }
 
 .typing-dots {
@@ -3077,8 +3087,9 @@ body,
 
 .chat-input-task-status {
   display: flex;
-  align-items: center;
-  gap: 8px;
+  flex-direction: column;
+  align-items: flex-start;
+  gap: 6px;
   width: 100%;
   border: none;
   background: transparent;
@@ -3086,10 +3097,35 @@ body,
   user-select: none;
 }
 
+.chat-input-task-status-main {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  width: 100%;
+}
+
 .chat-input-task-status-text {
   color: var(--color-text-muted);
 }
 
+.chat-input-task-status-tip {
+  font-size: 12px;
+  line-height: 1.45;
+  color: var(--color-text-faint);
+  animation: task-loading-tip-fade 0.35s ease;
+}
+
+@keyframes task-loading-tip-fade {
+  from {
+    opacity: 0;
+    transform: translateY(2px);
+  }
+  to {
+    opacity: 1;
+    transform: translateY(0);
+  }
+}
+
 .chat-input-task-status-dots span {
   background: var(--color-text-muted);
 }
diff --git a/src/utils/agentRunMode.ts b/src/utils/agentRunMode.ts
index 06253f1..9fd27fa 100644
--- a/src/utils/agentRunMode.ts
+++ b/src/utils/agentRunMode.ts
@@ -3,7 +3,7 @@ import type { MindSpaceChatContext, AgentCodeRunClientPolicy } from '../types';
 export type AgentRunCreateOptions = {
   toolMode?: 'chat' | 'code';
   taskType?: string | null;
-  executor?: 'aider' | 'openhands';
+  executor?: 'aider' | 'openhands' | 'cursor';
   forceDeepReasoning?: boolean;
   validation?: AgentRunValidation | null;
   validationInstruction?: string | null;
@@ -302,7 +302,7 @@ export function resolveAgentRunOptions(
   }: {
     taskType?: string;
     forceCode?: boolean;
-    requiredExecutor?: 'aider' | 'openhands';
+    requiredExecutor?: 'aider' | 'openhands' | 'cursor';
     allowAutodetect?: boolean;
     allowPageDataDevAutodetect?: boolean;
     userId?: string | null;
diff --git a/src/utils/tkmindLoadingTips.ts b/src/utils/tkmindLoadingTips.ts
new file mode 100644
index 0000000..fb59a4e
--- /dev/null
+++ b/src/utils/tkmindLoadingTips.ts
@@ -0,0 +1,40 @@
+export type TkmindLoadingTipCategory = 'intro' | 'news' | 'joke' | 'poem';
+
+export type TkmindLoadingTip = {
+  category: TkmindLoadingTipCategory;
+  text: string;
+};
+
+export const TKMIND_LOADING_TIPS: TkmindLoadingTip[] = [
+  { category: 'intro', text: 'TKMind 智趣：把聊天变成可交付的页面、问卷与分析。' },
+  { category: 'intro', text: '智趣正在帮你落盘 MindSpace 页面，稍等片刻就好。' },
+  { category: 'intro', text: 'TKMind 会把对话里的想法，变成能分享的链接。' },
+  { category: 'intro', text: '页面、问卷、Excel 分析——智趣一条指令就能开工。' },
+  { category: 'intro', text: 'MindSpace 是你的创作工作台，TKMind 是懂你的搭档。' },
+  { category: 'news', text: '今日小贴士：先让智趣出草稿，再微调细节，效率翻倍。' },
+  { category: 'news', text: '热点观察：越来越多团队用 AI 助手做「可点击」的交付物。' },
+  { category: 'news', text: '趋势速览：问卷 + Page Data 可以直接沉淀到数据库。' },
+  { category: 'news', text: '轻新闻：一杯咖啡的时间，页面可能就写好了。' },
+  { category: 'joke', text: '程序员笑话：Bug 不是消失，只是换了个地方躲猫猫。' },
+  { category: 'joke', text: '冷笑话：为什么页面加载慢？因为它在认真排版。' },
+  { category: 'joke', text: '今日一笑：产品经理说「就改一行」，智趣默默打开了十个文件。' },
+  { category: 'joke', text: '段子时间：代码写得好，头发剩多少？' },
+  { category: 'poem', text: '「采菊东篱下，悠然见南山。」——陶渊明' },
+  { category: 'poem', text: '「欲把西湖比西子，淡妆浓抹总相宜。」——苏轼' },
+  { category: 'poem', text: '「海上生明月，天涯共此时。」——张九龄' },
+  { category: 'poem', text: '「春风得意马蹄疾，一日看尽长安花。」——孟郊' },
+  { category: 'poem', text: '「行到水穷处，坐看云起时。」——王维' },
+];
+
+export function pickTkmindLoadingTip(options: { seed?: string | number; exclude?: string[] } = {}): TkmindLoadingTip {
+  const exclude = new Set((options.exclude ?? []).map((item) => String(item ?? '').trim()).filter(Boolean));
+  const pool = TKMIND_LOADING_TIPS.filter((item) => !exclude.has(item.text));
+  const candidates = pool.length > 0 ? pool : TKMIND_LOADING_TIPS;
+  const seed = String(options.seed ?? `${Date.now()}-${Math.random()}`);
+  let hash = 0;
+  for (let index = 0; index < seed.length; index += 1) {
+    hash = ((hash << 5) - hash + seed.charCodeAt(index)) | 0;
+  }
+  const picked = candidates[Math.abs(hash) % candidates.length];
+  return picked ?? candidates[0];
+}