diff --git a/desktop/src/components/ChatArea.tsx b/desktop/src/components/ChatArea.tsx
index 152d06a..e62cd91 100644
--- a/desktop/src/components/ChatArea.tsx
+++ b/desktop/src/components/ChatArea.tsx
@@ -79,7 +79,18 @@ export function ChatArea() {
         provider: m.provider_id,
       }));
     }
-    return configModels;
+    if (configModels.length > 0) {
+      return configModels;
+    }
+    // Fallback: provide common models when no backend is connected
+    return [
+      { id: 'glm-4-flash', name: 'GLM-4 Flash', provider: 'zhipu' },
+      { id: 'gpt-4o', name: 'GPT-4o', provider: 'openai' },
+      { id: 'gpt-4o-mini', name: 'GPT-4o Mini', provider: 'openai' },
+      { id: 'deepseek-chat', name: 'DeepSeek V3', provider: 'deepseek' },
+      { id: 'qwen-max', name: 'Qwen Max', provider: 'qwen' },
+      { id: 'claude-3-5-sonnet', name: 'Claude 3.5 Sonnet', provider: 'anthropic' },
+    ];
   }, [isLoggedIn, saasModels, configModels]);
 
   const [input, setInput] = useState('');
diff --git a/desktop/src/components/ConversationList.tsx b/desktop/src/components/ConversationList.tsx
index b6994ac..b958ac6 100644
--- a/desktop/src/components/ConversationList.tsx
+++ b/desktop/src/components/ConversationList.tsx
@@ -171,7 +171,7 @@ function ConversationItem({
   );
 }
 
-export function ConversationList() {
+export function ConversationList({ searchQuery = '' }: { searchQuery?: string }) {
   const conversations = useConversationStore((s) => s.conversations);
   const currentConversationId = useConversationStore((s) => s.currentConversationId);
   const { switchConversation, deleteConversation } = useChatStore();
@@ -192,13 +192,40 @@ export function ConversationList() {
     exportConversation(conv.title, conv.messages);
   };
 
+  // Deduplicate by id (keep most recent) then filter by search query
+  const uniqueConversations = (() => {
+    const seen = new Map<string, typeof conversations[number]>();
+    for (const conv of conversations) {
+      const existing = seen.get(conv.id);
+      if (!existing || conv.updatedAt > existing.updatedAt) {
+        seen.set(conv.id, conv);
+      }
+    }
+    return Array.from(seen.values()).sort((a, b) => b.updatedAt.getTime() - a.updatedAt.getTime());
+  })();
+
+  const filtered = searchQuery.trim()
+    ? uniqueConversations.filter((c) =>
+        c.title.toLowerCase().includes(searchQuery.toLowerCase()) ||
+        c.messages.some((m) => m.content.toLowerCase().includes(searchQuery.toLowerCase()))
+      )
+    : uniqueConversations;
+
   if (conversations.length === 0) {
     return <EmptyConversations />;
   }
 
+  if (filtered.length === 0 && searchQuery.trim()) {
+    return (
+      <div className="text-center text-sm text-gray-400 py-4">
+        未找到匹配的对话
+      </div>
+    );
+  }
+
   return (
     <div className="flex flex-col gap-0.5 py-1">
-      {conversations.map((conv) => (
+      {filtered.map((conv) => (
         <ConversationItem
           key={conv.id}
           id={conv.id}
diff --git a/desktop/src/components/RightPanel.tsx b/desktop/src/components/RightPanel.tsx
index 6c3007b..06236a1 100644
--- a/desktop/src/components/RightPanel.tsx
+++ b/desktop/src/components/RightPanel.tsx
@@ -707,7 +707,11 @@ export function RightPanel() {
             </div>
           )}
           {error && (
-            <p className="mt-2 text-xs text-red-500 truncate" title={error}>{error}</p>
+            <p className="mt-2 text-xs text-red-500 truncate" title={error}>
+              {error.includes('Cannot read properties') || error.includes('TypeError')
+                ? '连接状态获取失败，请重新连接'
+                : error}
+            </p>
           )}
         </motion.div>
 
diff --git a/desktop/src/components/Sidebar.tsx b/desktop/src/components/Sidebar.tsx
index da78446..09427e2 100644
--- a/desktop/src/components/Sidebar.tsx
+++ b/desktop/src/components/Sidebar.tsx
@@ -123,7 +123,7 @@ export function Sidebar({
                     </button>
                   )}
                 </div>
-                <ConversationList />
+                <ConversationList searchQuery={searchQuery} />
               </div>
             )}
             {activeTab === 'clones' && <CloneManager />}
diff --git a/desktop/src/lib/secure-storage.ts b/desktop/src/lib/secure-storage.ts
index 25f219a..e5e586b 100644
--- a/desktop/src/lib/secure-storage.ts
+++ b/desktop/src/lib/secure-storage.ts
@@ -216,8 +216,18 @@ async function writeEncryptedLocalStorage(key: string, value: string): Promise<v
  * Read and decrypt data from localStorage
  * Supports v2 (random salt), v1 (static salt), and legacy unencrypted formats
  */
+// Track per-key decryption failures to break infinite retry loops
+const decryptionFailures = new Map<string, number>();
+const MAX_DECRYPTION_RETRIES = 2;
+
 async function readEncryptedLocalStorage(key: string): Promise<string | null> {
   try {
+    // If this key has already failed too many times, skip immediately
+    const failCount = decryptionFailures.get(key) ?? 0;
+    if (failCount >= MAX_DECRYPTION_RETRIES) {
+      return null;
+    }
+
     const encryptedKey = ENCRYPTED_PREFIX + key;
     const encryptedRaw = localStorage.getItem(encryptedKey);
 
@@ -230,12 +240,15 @@ async function readEncryptedLocalStorage(key: string): Promise<string | null> {
           const parsed = JSON.parse(encryptedRaw);
           const salt = base64ToArray(parsed.salt);
           const cryptoKey = await deriveKey(masterKeyRaw, salt);
-          return await decrypt(
+          const result = await decrypt(
             { iv: parsed.iv, data: parsed.data },
             cryptoKey,
           );
+          decryptionFailures.delete(key);
+          return result;
         } catch (error) {
-          console.error('[SecureStorage] v2 decryption failed:', error);
+          console.warn('[SecureStorage] v2 decryption failed for key:', key);
+          decryptionFailures.set(key, failCount + 1);
           // Fall through to try v1
         }
       }
@@ -245,9 +258,17 @@ async function readEncryptedLocalStorage(key: string): Promise<string | null> {
         try {
           const cryptoKey = await deriveKey(masterKeyRaw); // uses legacy static salt
           const encrypted = JSON.parse(encryptedRaw);
-          return await decrypt(encrypted, cryptoKey);
+          const result = await decrypt(encrypted, cryptoKey);
+          decryptionFailures.delete(key);
+          return result;
         } catch (error) {
-          console.error('[SecureStorage] v1 decryption failed:', error);
+          console.warn('[SecureStorage] v1 decryption failed for key:', key);
+          decryptionFailures.set(key, failCount + 1);
+          // Both v2 and v1 failed — clear stale encrypted data to stop retrying
+          if (failCount + 1 >= MAX_DECRYPTION_RETRIES) {
+            localStorage.removeItem(encryptedKey);
+            console.warn('[SecureStorage] Cleared stale encrypted data for key:', key);
+          }
         }
       }
     }
diff --git a/desktop/src/store/connectionStore.ts b/desktop/src/store/connectionStore.ts
index 08fa01a..97bef3f 100644
--- a/desktop/src/store/connectionStore.ts
+++ b/desktop/src/store/connectionStore.ts
@@ -503,7 +503,11 @@ export const useConnectionStore = create<ConnectionStore>((set, get) => {
               } catch {
                 // conversationStore 可能尚未初始化
               }
-              const modelToUse = preferredModel || fallbackModel.id;
+              const fallbackId = fallbackModel?.id;
+              if (!fallbackId) {
+                throw new Error('可用模型数据格式异常，请刷新页面重试');
+              }
+              const modelToUse = preferredModel || fallbackId;
 
               kernelClient.setConfig({
                 provider: 'custom',
@@ -538,7 +542,10 @@ export const useConnectionStore = create<ConnectionStore>((set, get) => {
             } else {
               // Non-Tauri (browser) — use SaaS relay gateway client for agent listing + chat
               const { createSaaSRelayGatewayClient } = await import('../lib/saas-relay-client');
-              const fallbackModelId = relayModels[0].id;
+              const fallbackModelId = relayModels[0]?.id;
+              if (!fallbackModelId) {
+                throw new Error('可用模型数据格式异常，请刷新页面重试');
+              }
               const relayClient = createSaaSRelayGatewayClient(session.saasUrl, () => {
                 // 每次调用时读取 conversationStore 的 currentModel，fallback 到第一个可用模型
                 try {