diff --git a/src/main.rs b/src/main.rs
index d120b60..78a253d 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -335,7 +335,7 @@ async fn cmd_listen(
 
         conv.set_tool_executor(executor);
 
-        Some(conv)
+        Some(Arc::new(conv))
     } else {
         None
     };
@@ -387,7 +387,7 @@ async fn listen_loop(
     account_id: &str,
     database: &Option<Arc<Database>>,
     file_state: &state::StateManager,
-    conversation: Option<Conversation>,
+    conversation: Option<Arc<Conversation>>,
     approval_manager: Option<Arc<ApprovalManager>>,
     current_user_id: Arc<tokio::sync::Mutex<String>>,
 ) {
@@ -465,32 +465,37 @@ async fn listen_loop(
                     // 更新当前用户（审批流程需要）
                     *current_user_id.lock().await = from.to_string();
 
-                    // LLM 回复
+                    // LLM 回复（异步执行，避免审批阻塞主循环）
                     if enable_llm {
                         if let Some(conv) = &conversation {
-                            let reply_result = if conv.spec().tools.is_some() {
-                                generate_reply_with_tools(conv, text.to_string(), database).await
-                            } else {
-                                generate_reply(conv, text.to_string(), database).await
-                            };
+                            let conv = conv.clone();
+                            let client = client.clone();
+                            let database = database.clone();
+                            let from_owned = from.to_string();
+                            let text_owned = text.to_string();
+                            let ctx_owned = ctx_token.map(String::from);
+                            let aid = account_id.to_string();
 
-                            match reply_result {
-                                Ok(reply) => {
-                                    match client.send_text(from, &reply, ctx_token).await {
-                                        Ok(sent_id) => {
-                                            info!("LLM 回复成功 msg_id={}", sent_id);
-                                            if let Some(db) = database {
-                                                let _ = db::models::insert_chat_record(
-                                                    db.pool(), "outbound", from, account_id,
-                                                    &reply, "llm", ctx_token, &sent_id,
-                                                ).await;
-                                            }
+                            tokio::spawn(async move {
+                                let reply_result = if conv.spec().tools.is_some() {
+                                    generate_reply_with_tools(&conv, text_owned, &database).await
+                                } else {
+                                    generate_reply(&conv, text_owned, &database).await
+                                };
+                                let reply = reply_result.ok().unwrap_or_default();
+                                match client.send_text(&from_owned, &reply, ctx_owned.as_deref()).await {
+                                    Ok(sent_id) => {
+                                        info!("LLM 回复成功 msg_id={}", sent_id);
+                                        if let Some(db) = database {
+                                            let _ = db::models::insert_chat_record(
+                                                db.pool(), "outbound", &from_owned, &aid,
+                                                &reply, "llm", ctx_owned.as_deref(), &sent_id,
+                                            ).await;
                                         }
-                                        Err(e) => error!("发送 LLM 回复失败: {}", e),
                                     }
+                                    Err(e) => error!("发送 LLM 回复失败: {}", e),
                                 }
-                                Err(e) => error!("生成 LLM 回复失败: {}", e),
-                            }
+                            });
                         }
                     }
                 }