diff --git a/apps/ai-game-creator-shell/src-tauri/src/agent/direct_runtime/mod.rs b/apps/ai-game-creator-shell/src-tauri/src/agent/direct_runtime/mod.rs
index 92d673ebb..831b3d823 100644
--- a/apps/ai-game-creator-shell/src-tauri/src/agent/direct_runtime/mod.rs
+++ b/apps/ai-game-creator-shell/src-tauri/src/agent/direct_runtime/mod.rs
@@ -4302,11 +4302,7 @@ pub(crate) fn check_direct_turn_preconditions(
 /// 具体停在哪一步。测试态不写，避免污染本机 AppData。
 #[cfg(not(test))]
 pub(crate) fn direct_turn_trace(stage: &str) {
-    let _ = crate::append_application_log(
-        "info".to_string(),
-        "direct-turn".to_string(),
-        format!("agent.direct_turn.trace stage={stage}"),
-    );
+    app_log!("agent.direct_turn.trace stage={stage}");
 }
 
 #[cfg(test)]
diff --git a/apps/ai-game-creator-shell/src-tauri/src/agent/thread_manager/dispatch.rs b/apps/ai-game-creator-shell/src-tauri/src/agent/thread_manager/dispatch.rs
index be5bc35cb..f8be8982e 100644
--- a/apps/ai-game-creator-shell/src-tauri/src/agent/thread_manager/dispatch.rs
+++ b/apps/ai-game-creator-shell/src-tauri/src/agent/thread_manager/dispatch.rs
@@ -104,17 +104,13 @@ impl Drop for TurnReservation {
                 ),
             };
             let _ = record_direct_codex_failure(Path::new(&self.thread_id), &failure, None);
-            let _ = crate::append_application_log(
-                "error".to_string(),
-                "direct-turn".to_string(),
-                format!(
-                    "agent.direct_turn.host_dropped threadId={} turnToken={} userItemId={} panicking={}",
-                    self.thread_id,
-                    self.token,
-                    self.user_item_id.as_deref().unwrap_or("-"),
-                    // true = 这一轮是被 panic 带走的；false = future 被丢弃或取消。
-                    std::thread::panicking()
-                ),
+            app_log!(
+                "agent.direct_turn.host_dropped threadId={} turnToken={} userItemId={} panicking={}",
+                self.thread_id,
+                self.token,
+                self.user_item_id.as_deref().unwrap_or("-"),
+                // true = 这一轮是被 panic 带走的；false = future 被丢弃或取消。
+                std::thread::panicking()
             );
         }
         // 占用的释放就是"这个项目腾出了跑回合的位置"：踢一脚，队里排着的消息不必等下一次用户动作。
@@ -152,16 +148,12 @@ fn ensure_direct_turn_panic_hook() {
                     })
                     .unwrap_or_else(|| "未知位置".to_string());
                 #[cfg(not(test))]
-                let _ = crate::append_application_log(
-                    "error".to_string(),
-                    "direct-turn".to_string(),
-                    format!(
-                        "agent.direct_turn.panic threadId={} turnToken={} location={} payload={}",
-                        thread_id,
-                        token,
-                        location,
-                        info.payload_as_str().unwrap_or("未知 panic 负载")
-                    ),
+                app_log!(
+                    "agent.direct_turn.panic threadId={} turnToken={} location={} payload={}",
+                    thread_id,
+                    token,
+                    location,
+                    info.payload_as_str().unwrap_or("未知 panic 负载")
                 );
                 #[cfg(test)]
                 let _ = (thread_id, token, location);
@@ -241,7 +233,7 @@ async fn run_dispatched_direct_turn(
     // 未通过验收、历史注入失败）都靠它把失败说明挂回自己那一轮。
     crate::agent::codex_app_server::emit_direct_thread_user_item(&root, &canonical_user_item);
     let capture = crate::analytics::gui::capture_writer_context();
-    let emitter = DirectGameCreatorTurnUpdateEmitter::new(&root, turn_id);
+    let emitter = DirectGameCreatorTurnUpdateEmitter::new(&root, turn_id.clone());
     // 回合体 panic 不能落到 `TurnReservation` 的 Drop 兜底：那会把这一轮收成"说不出原因"的
     // `HostDropped`，症状正是用户看到的「本轮执行已中断，请重试」，而项目侧诊断与应用日志
     // **一行都不会有**（真实案例：2026-10-02 连续两轮）。这里把 panic 转成分类失败，