diff --git a/frontend/src/hooks/useAgentStream.ts b/frontend/src/hooks/useAgentStream.ts
index 3818473..9975e0f 100644
--- a/frontend/src/hooks/useAgentStream.ts
+++ b/frontend/src/hooks/useAgentStream.ts
@@ -18,7 +18,7 @@ export interface UseAgentStreamOptions extends StreamOptions {
 }
 
 export interface UseAgentStreamReturn extends AgentStreamState {
-  connect: () => void;
+  connect: (overrideAfterSequence?: number) => void;
   disconnect: () => void;
   isConnected: boolean;
   clearEvents: () => void;
@@ -98,7 +98,7 @@ export function useAgentStream(
   afterSequenceRef.current = afterSequence;
 
   // 连接
-  const connect = useCallback(() => {
+  const connect = useCallback((overrideAfterSequence?: number) => {
     if (!taskId) return;
 
     // 断开现有连接
@@ -118,8 +118,8 @@ export function useAgentStream(
     setError(null);
     thinkingBufferRef.current = [];
 
-    // 🔥 使用 ref 获取最新的 afterSequence 值
-    const currentAfterSequence = afterSequenceRef.current;
+    // 🔥 使用 ref 获取最新的 afterSequence 值，或者使用覆盖值
+    const currentAfterSequence = overrideAfterSequence !== undefined ? overrideAfterSequence : afterSequenceRef.current;
     console.log(`[useAgentStream] Creating handler with afterSequence=${currentAfterSequence}`);
 
     // 创建新的 handler
diff --git a/frontend/src/pages/AgentAudit/hooks/useAgentAuditState.ts b/frontend/src/pages/AgentAudit/hooks/useAgentAuditState.ts
index 30f7cf0..255b988 100644
--- a/frontend/src/pages/AgentAudit/hooks/useAgentAuditState.ts
+++ b/frontend/src/pages/AgentAudit/hooks/useAgentAuditState.ts
@@ -49,7 +49,7 @@ function agentAuditReducer(state: AgentAuditState, action: AgentAuditAction): Ag
       if (newFinding.id && existingIds.has(newFinding.id)) {
         return state; // 已存在，不添加
       }
-      return { ...state, findings: [...state.findings, newFinding] };
+      return { ...state, findings: [...state.findings, newFinding as AgentFinding] };
     }
 
     case 'SET_AGENT_TREE':
@@ -99,7 +99,7 @@ function agentAuditReducer(state: AgentAuditState, action: AgentAuditAction): Ag
     }
 
     case 'UPDATE_OR_ADD_PROGRESS_LOG': {
-      const { progressKey, title, agentName } = action.payload;
+      const { progressKey, title, agentName, time } = action.payload;
       // 查找是否已存在相同 progressKey 的进度日志
       const existingIndex = state.logs.findIndex(
         log => log.type === 'progress' && log.progressKey === progressKey
@@ -111,7 +111,7 @@ function agentAuditReducer(state: AgentAuditState, action: AgentAuditAction): Ag
         updatedLogs[existingIndex] = {
           ...updatedLogs[existingIndex],
           title,
-          time: new Date().toLocaleTimeString('en-US', { hour12: false }),
+          time: time || new Date().toLocaleTimeString('en-US', { hour12: false }),
         };
         return { ...state, logs: updatedLogs };
       } else {
@@ -121,6 +121,7 @@ function agentAuditReducer(state: AgentAuditState, action: AgentAuditAction): Ag
           title,
           progressKey,
           agentName,
+          time,
         });
         return { ...state, logs: [...state.logs, newLog] };
       }
diff --git a/frontend/src/pages/AgentAudit/index.tsx b/frontend/src/pages/AgentAudit/index.tsx
index ff107f6..e476ba4 100644
--- a/frontend/src/pages/AgentAudit/index.tsx
+++ b/frontend/src/pages/AgentAudit/index.tsx
@@ -146,19 +146,26 @@ function AgentAuditPageContent() {
   }, [loadAgentTree]);
 
   // 🔥 NEW: 加载历史事件并转换为日志项
-  const loadHistoricalEvents = useCallback(async () => {
+  const loadHistoricalEvents = useCallback(async (isIncremental = false) => {
     if (!taskId) return 0;
 
-    // 🔥 防止重复加载历史事件
-    if (hasLoadedHistoricalEventsRef.current) {
+    // 🔥 如果不是增量加载，且已经加载过历史事件，则跳过
+    if (!isIncremental && hasLoadedHistoricalEventsRef.current) {
       console.log('[AgentAudit] Historical events already loaded, skipping');
       return 0;
     }
-    hasLoadedHistoricalEventsRef.current = true;
+
+    // 标记已尝试加载（初次加载时）
+    if (!isIncremental) {
+      hasLoadedHistoricalEventsRef.current = true;
+    }
 
     try {
-      console.log(`[AgentAudit] Fetching historical events for task ${taskId}...`);
-      const events = await getAgentEvents(taskId, { limit: 500 });
+      console.log(`[AgentAudit] Fetching ${isIncremental ? 'incremental' : 'initial'} events for task ${taskId}, after_sequence: ${isIncremental ? lastEventSequenceRef.current : 0}...`);
+      const events = await getAgentEvents(taskId, {
+        limit: 500,
+        after_sequence: isIncremental ? lastEventSequenceRef.current : 0
+      });
       console.log(`[AgentAudit] Received ${events.length} events from API`);
 
       if (events.length === 0) {
@@ -606,6 +613,7 @@ function AgentAuditPageContent() {
           line_start: finding.line_start as number,
           description: finding.description as string,
           is_verified: (finding.is_verified as boolean) || false,
+          task_id: taskId || '',
         }
       });
     },
@@ -722,6 +730,33 @@ function AgentAuditPageContent() {
     }
   }, [logs, isAutoScroll]);
 
+  // 🔥 Visibility Change Handler - 处理离开页面后返回时的同步
+  useEffect(() => {
+    const handleVisibilityChange = async () => {
+      if (document.visibilityState === 'visible' && taskId) {
+        console.log('[AgentAudit] Tab became visible, checking for updates...');
+
+        // 1. 刷新任务状态
+        const updatedTask = await getAgentTask(taskId);
+        setTask(updatedTask);
+
+        // 2. 无论什么状态，都增量加载错过的事件
+        await loadHistoricalEvents(true);
+
+        if (updatedTask.status === 'running') {
+          // 3. 强制重新连接流，确保使用最新的 sequence 且不是僵尸连接
+          console.log('[AgentAudit] Reconnecting stream on visibility change, last sequence:', lastEventSequenceRef.current);
+          connectStream(lastEventSequenceRef.current);
+        }
+      }
+    };
+
+    document.addEventListener('visibilitychange', handleVisibilityChange);
+    return () => {
+      document.removeEventListener('visibilitychange', handleVisibilityChange);
+    };
+  }, [taskId, loadHistoricalEvents, isConnected, connectStream, setTask]);
+
   // ============ Handlers ============
 
   const handleAgentSelect = useCallback((agentId: string) => {
diff --git a/frontend/src/pages/AgentAudit/types.ts b/frontend/src/pages/AgentAudit/types.ts
index 1ab9ae4..31550a8 100644
--- a/frontend/src/pages/AgentAudit/types.ts
+++ b/frontend/src/pages/AgentAudit/types.ts
@@ -78,7 +78,7 @@ export type AgentAuditAction =
   | { type: 'SET_LOGS'; payload: LogItem[] }
   | { type: 'ADD_LOG'; payload: Omit<LogItem, 'id' | 'time'> & { id?: string; time?: string } }
   | { type: 'UPDATE_LOG'; payload: { id: string; updates: Partial<LogItem> } }
-  | { type: 'UPDATE_OR_ADD_PROGRESS_LOG'; payload: { progressKey: string; title: string; agentName?: string } }
+  | { type: 'UPDATE_OR_ADD_PROGRESS_LOG'; payload: { progressKey: string; title: string; agentName?: string; time?: string } }
   | { type: 'COMPLETE_TOOL_LOG'; payload: { toolName: string; output: string; duration: number } }
   | { type: 'REMOVE_LOG'; payload: string }
   | { type: 'SELECT_AGENT'; payload: string | null }