diff --git a/agent_loop.py b/agent_loop.py
index aa250b9d..9ff7f981 100644
--- a/agent_loop.py
+++ b/agent_loop.py
@@ -46,8 +46,10 @@ def agent_runner_loop(client, system_prompt, user_input, handler, tools_schema,
     ]
     turn = 0;  handler.max_turns = max_turns
     while turn < handler.max_turns:
-        turn += 1; md = '**' if verbose else ''
-        yield f"{md}LLM Running (Turn {turn}) ...{md}\n\n"
+        turn += 1; turnstr = f'LLM Running (Turn {turn}) ...'
+        if handler.parent.task_dir: turnstr = f'Turn {turn} ...'
+        if verbose: turnstr = f'**{turnstr}**'
+        yield f"\n\n{turnstr}\n\n"
         if turn%10 == 0: client.last_tools = ''  # 每10轮重置一次工具描述，避免上下文过大导致的模型性能下降
         response_gen = client.chat(messages=messages, tools=tools_schema)
         if verbose:
diff --git a/ga.py b/ga.py
index 4b8456ad..547cc2b3 100644
--- a/ga.py
+++ b/ga.py
@@ -75,6 +75,7 @@ def code_run(code, code_type="python", timeout=60, cwd=None, code_cwd=None, stop
         status_icon = "✅" if exit_code == 0 else "❌"
         if exit_code is None: status_icon = "⏳" 
         output_snippet = smart_format(stdout_str, max_str_len=600, omit_str='\n\n[omitted long output]\n\n')
+        output_snippet = re.sub(r'`{4,}', lambda m: m.group(0)[:3] + '\u200b' + m.group(0)[3:], output_snippet)
         yield f"[Status] {status_icon} Exit Code: {exit_code}\n[Stdout]\n{output_snippet}\n"
         if process.stdout: threading.Thread(target=process.stdout.close, daemon=True).start()
         return {