diff --git a/backend/app/services/agent/agents/base.py b/backend/app/services/agent/agents/base.py
index 337b063..c3cbf51 100644
--- a/backend/app/services/agent/agents/base.py
+++ b/backend/app/services/agent/agents/base.py
@@ -942,7 +942,9 @@ class BaseAgent(ABC):
             logger.info(f"[{self.name}] Cancelled before LLM call")
             return "", 0
         
+        logger.info(f"[{self.name}] 🚀 Starting stream_llm_call, emitting thinking_start...")
         await self.emit_thinking_start()
+        logger.info(f"[{self.name}] ✅ thinking_start emitted, starting LLM stream...")
         
         try:
             async for chunk in self.llm_service.chat_completion_stream(
diff --git a/backend/app/services/agent/event_manager.py b/backend/app/services/agent/event_manager.py
index 1584cde..c2d2afb 100644
--- a/backend/app/services/agent/event_manager.py
+++ b/backend/app/services/agent/event_manager.py
@@ -312,6 +312,13 @@ class EventManager:
         if task_id in self._event_queues:
             try:
                 self._event_queues[task_id].put_nowait(event_data)
+                # 🔥 DEBUG: 记录重要事件被添加到队列
+                if event_type in ["thinking_start", "thinking_end", "dispatch", "task_complete", "task_error"]:
+                    logger.info(f"[EventQueue] Added {event_type} to queue for task {task_id}, queue size: {self._event_queues[task_id].qsize()}")
+                elif event_type == "thinking_token":
+                    # 每10个token记录一次
+                    if sequence % 10 == 0:
+                        logger.debug(f"[EventQueue] Added thinking_token #{sequence} to queue, size: {self._event_queues[task_id].qsize()}")
             except asyncio.QueueFull:
                 logger.warning(f"Event queue full for task {task_id}, dropping event: {event_type}")
         
@@ -438,16 +445,22 @@ class EventManager:
 
         # 获取现有队列（由 AgentRunner 在初始化时创建）
         queue = self._event_queues.get(task_id)
-
         if not queue:
             # 如果队列不存在，创建一个新的（回退逻辑）
             queue = self.create_queue(task_id)
             logger.warning(f"Queue not found for task {task_id}, created new one")
 
-        # 🔥 先排空队列中已缓存的事件（这些是在 SSE 连接前产生的）
+        # 🔥 CRITICAL FIX: 记录当前队列大小，只消耗这些已存在的事件
+        # 之前的 bug: while not queue.empty() 会永远循环，因为 LLM 持续添加事件
+        initial_queue_size = queue.qsize()
+        logger.info(f"[StreamEvents] Task {task_id}: Draining {initial_queue_size} buffered events...")
+
+        # 🔥 先排空队列中已缓存的事件（只消耗连接时已存在的事件数量）
         buffered_count = 0
         skipped_count = 0
-        while not queue.empty():
+        max_drain = initial_queue_size  # 只消耗这么多事件，避免无限循环
+        
+        for _ in range(max_drain):
             try:
                 buffered_event = queue.get_nowait()
 
@@ -460,38 +473,48 @@ class EventManager:
                 buffered_count += 1
                 yield buffered_event
 
-                # 🔥 为所有缓存事件添加延迟，确保不会一起输出
+                # 🔥 为缓存事件添加小延迟，但比之前少很多（避免拖慢）
                 event_type = buffered_event.get("event_type")
                 if event_type == "thinking_token":
-                    await asyncio.sleep(0.015)  # 15ms for tokens
-                else:
-                    await asyncio.sleep(0.005)  # 5ms for other events
+                    await asyncio.sleep(0.005)  # 5ms for tokens (reduced from 15ms)
+                # 其他事件不加延迟，快速发送
 
                 # 检查是否是结束事件
                 if event_type in ["task_complete", "task_error", "task_cancel"]:
-                    logger.debug(f"Task {task_id} already completed, sent {buffered_count} buffered events (skipped {skipped_count})")
+                    logger.info(f"[StreamEvents] Task {task_id} already completed, sent {buffered_count} buffered events (skipped {skipped_count})")
                     return
             except asyncio.QueueEmpty:
                 break
 
         if buffered_count > 0 or skipped_count > 0:
-            logger.debug(f"Drained queue for task {task_id}: sent {buffered_count}, skipped {skipped_count} (after_sequence={after_sequence})")
+            logger.info(f"[StreamEvents] Task {task_id}: Drained {buffered_count} buffered events, skipped {skipped_count}")
+
+        # 🔥 DEBUG: 记录进入实时循环
+        logger.info(f"[StreamEvents] Task {task_id}: Entering real-time loop, queue size: {queue.qsize()}")
 
         # 然后实时推送新事件
         try:
             while True:
                 try:
+                    logger.debug(f"[StreamEvents] Task {task_id}: Waiting for next event from queue...")
                     event = await asyncio.wait_for(queue.get(), timeout=30)
+                    logger.debug(f"[StreamEvents] Task {task_id}: Got event from queue: {event.get('event_type')}")
 
                     # 🔥 过滤掉序列号 <= after_sequence 的事件
                     event_sequence = event.get("sequence", 0)
                     if event_sequence <= after_sequence:
+                        logger.debug(f"[StreamEvents] Task {task_id}: Skipping event seq={event_sequence} (after_sequence={after_sequence})")
                         continue
 
+                    # 🔥 DEBUG: 记录重要事件被发送
+                    event_type = event.get("event_type")
+                    if event_type in ["thinking_start", "thinking_end", "dispatch", "task_complete", "task_error"]:
+                        logger.info(f"[StreamEvents] Yielding {event_type} (seq={event_sequence}) for task {task_id}")
+
                     yield event
 
                     # 🔥 为 thinking_token 添加微延迟确保流式效果
-                    if event.get("event_type") == "thinking_token":
+                    if event_type == "thinking_token":
                         await asyncio.sleep(0.01)  # 10ms
 
                     # 检查是否是结束事件
diff --git a/frontend/src/hooks/useAgentStream.ts b/frontend/src/hooks/useAgentStream.ts
index b635e18..3818473 100644
--- a/frontend/src/hooks/useAgentStream.ts
+++ b/frontend/src/hooks/useAgentStream.ts
@@ -93,6 +93,10 @@ export function useAgentStream(
   const handlerRef = useRef<AgentStreamHandler | null>(null);
   const thinkingBufferRef = useRef<string[]>([]);
 
+  // 🔥 使用 ref 存储 afterSequence，避免 connect 函数依赖变化导致重连
+  const afterSequenceRef = useRef(afterSequence);
+  afterSequenceRef.current = afterSequence;
+
   // 连接
   const connect = useCallback(() => {
     if (!taskId) return;
@@ -114,11 +118,15 @@ export function useAgentStream(
     setError(null);
     thinkingBufferRef.current = [];
 
+    // 🔥 使用 ref 获取最新的 afterSequence 值
+    const currentAfterSequence = afterSequenceRef.current;
+    console.log(`[useAgentStream] Creating handler with afterSequence=${currentAfterSequence}`);
+
     // 创建新的 handler
     handlerRef.current = new AgentStreamHandler(taskId, {
       includeThinking,
       includeToolCalls,
-      afterSequence,
+      afterSequence: currentAfterSequence,
 
       onEvent: (event) => {
         // Pass to custom callback first (important for capturing metadata like agent_name)
@@ -215,7 +223,7 @@ export function useAgentStream(
 
     handlerRef.current.connect();
     setIsConnected(true);
-  }, [taskId, includeThinking, includeToolCalls, afterSequence, maxEvents]); // 🔥 移除 callbackOptions 依赖
+  }, [taskId, includeThinking, includeToolCalls, maxEvents]); // 🔥 移除 afterSequence 依赖，使用 ref 代替
 
   // 断开连接
   const disconnect = useCallback(() => {
diff --git a/frontend/src/pages/AgentAudit/index.tsx b/frontend/src/pages/AgentAudit/index.tsx
index c036828..e85b529 100644
--- a/frontend/src/pages/AgentAudit/index.tsx
+++ b/frontend/src/pages/AgentAudit/index.tsx
@@ -179,8 +179,8 @@ function AgentAuditPageContent() {
 
         // 提取 agent_name
         const agentName = (event.metadata?.agent_name as string) ||
-                          (event.metadata?.agent as string) ||
-                          undefined;
+          (event.metadata?.agent as string) ||
+          undefined;
 
         // 根据事件类型创建日志项
         switch (event.event_type) {
@@ -423,14 +423,16 @@ function AgentAuditPageContent() {
       if (!currentId) {
         // 预生成 ID，这样我们可以跟踪这个日志
         const newLogId = `thinking-${Date.now()}-${Math.random().toString(36).substr(2, 9)}`;
-        dispatch({ type: 'ADD_LOG', payload: {
-          id: newLogId,
-          type: 'thinking',
-          title: 'Thinking...',
-          content: cleanContent,
-          isStreaming: true,
-          agentName: getCurrentAgentName() || undefined,
-        }});
+        dispatch({
+          type: 'ADD_LOG', payload: {
+            id: newLogId,
+            type: 'thinking',
+            title: 'Thinking...',
+            content: cleanContent,
+            isStreaming: true,
+            agentName: getCurrentAgentName() || undefined,
+          }
+        });
         setCurrentThinkingId(newLogId);
       } else {
         updateLog(currentId, { content: cleanContent });
@@ -520,8 +522,8 @@ function AgentAuditPageContent() {
       dispatch({ type: 'ADD_LOG', payload: { type: 'error', title: `Error: ${err}` } });
     },
   }), [afterSequence, dispatch, loadTask, loadFindings, loadAgentTree, debouncedLoadAgentTree,
-      updateLog, removeLog, getCurrentAgentName, getCurrentThinkingId,
-      setCurrentAgentName, setCurrentThinkingId]);
+    updateLog, removeLog, getCurrentAgentName, getCurrentThinkingId,
+    setCurrentAgentName, setCurrentThinkingId]);
 
   const { connect: connectStream, disconnect: disconnectStream, isConnected } = useAgentStream(taskId || null, streamOptions);
 
@@ -589,14 +591,19 @@ function AgentAuditPageContent() {
     if (hasConnectedRef.current) return;
 
     hasConnectedRef.current = true;
-    console.log(`[AgentAudit] Connecting to stream with afterSequence=${afterSequence}`);
+    console.log(`[AgentAudit] Connecting to stream (afterSequence will be passed via streamOptions)`);
     connectStream();
     dispatch({ type: 'ADD_LOG', payload: { type: 'info', title: 'Connected to audit stream' } });
 
     return () => {
+      console.log('[AgentAudit] Cleanup: disconnecting stream');
       disconnectStream();
     };
-  }, [taskId, task?.status, historicalEventsLoaded, connectStream, disconnectStream, dispatch, afterSequence]);
+    // 🔥 CRITICAL FIX: 移除 afterSequence 依赖！
+    // afterSequence 通过 streamOptions 传递，不需要在这里触发重连
+    // 如果包含它，当 loadHistoricalEvents 更新 afterSequence 时会触发断开重连
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [taskId, task?.status, historicalEventsLoaded, connectStream, disconnectStream, dispatch]);
 
   // Polling
   useEffect(() => {
diff --git a/frontend/src/shared/api/agentStream.ts b/frontend/src/shared/api/agentStream.ts
index 770a31c..2fc6429 100644
--- a/frontend/src/shared/api/agentStream.ts
+++ b/frontend/src/shared/api/agentStream.ts
@@ -30,6 +30,7 @@ export type StreamEventType =
   | 'phase_end'
   | 'phase_complete'
   // 发现相关
+  | 'finding'          // Backward compatibility
   | 'finding_new'
   | 'finding_verified'
   // 状态相关
@@ -133,8 +134,11 @@ export class AgentStreamHandler {
    * 开始监听事件流
    */
   connect(): void {
+    // 🔥 重置断开标志，允许新的连接
+    this.isDisconnecting = false;
+
     // 🔥 如果已经连接，不重复连接
-    if (this.isConnected || this.isDisconnecting) {
+    if (this.isConnected) {
       return;
     }
 
@@ -196,12 +200,14 @@ export class AgentStreamHandler {
       while (true) {
         // 🔥 检查是否正在断开
         if (this.isDisconnecting) {
+          console.log('[AgentStream] Disconnecting, breaking loop');
           break;
         }
 
         const { done, value } = await this.reader.read();
 
         if (done) {
+          console.log('[AgentStream] Reader done, stream ended');
           break;
         }
 
@@ -211,6 +217,12 @@ export class AgentStreamHandler {
         const events = this.parseSSE(buffer);
         buffer = events.remaining;
 
+        // 🔥 DEBUG: 记录接收到的事件
+        if (events.parsed.length > 0) {
+          const eventTypes = events.parsed.map(e => e.type);
+          console.log(`[AgentStream] Received ${events.parsed.length} events:`, eventTypes);
+        }
+
         // 🔥 逐个处理事件，添加微延迟确保 React 能逐个渲染
         for (const event of events.parsed) {
           this.handleEvent(event);
@@ -448,21 +460,39 @@ export class AgentStreamHandler {
     this.isDisconnecting = true;
     this.isConnected = false;
 
-    // 🔥 取消 fetch 请求
+    // 🔥 取消 fetch 请求 (wrap in try-catch to handle AbortError)
     if (this.abortController) {
-      this.abortController.abort();
+      try {
+        this.abortController.abort();
+      } catch {
+        // 忽略 abort 错误
+      }
       this.abortController = null;
     }
 
-    // 🔥 清理 reader
+    // 🔥 清理 reader (handle promise rejection from cancel())
     if (this.reader) {
-      try {
-        this.reader.cancel();
-        this.reader.releaseLock();
-      } catch {
-        // 忽略清理错误
-      }
+      const reader = this.reader;
       this.reader = null;
+
+      // reader.cancel() returns a Promise that may reject with AbortError
+      // We need to catch this to prevent unhandled promise rejection
+      Promise.resolve().then(() => {
+        try {
+          // Cancel and release in a controlled way
+          reader.cancel().catch(() => {
+            // Silently ignore cancel errors (expected during abort)
+          }).finally(() => {
+            try {
+              reader.releaseLock();
+            } catch {
+              // Silently ignore releaseLock errors
+            }
+          });
+        } catch {
+          // Silently ignore any synchronous errors
+        }
+      });
     }
 
     // 清理 EventSource（如果使用）