Agent 能追踪自己的进度，而且我能看到
TodoManager 不是普通文本，是可验证的数据结构。每个 todo 有 id、内容、状态三个字段，状态只能是 pending / in_progress / completed。
TodoManager is not plain text but a verifiable data structure with id, content, and status fields. Status transitions are enforced.
如果 Agent 连续 3 轮没有更新 todo，系统自动注入提醒消息。但只是提醒，不强制——模型可以选择忽略。
If 3 rounds pass without a todo update, a reminder is injected into the conversation. It's a nudge, not a mandate.
用户能实时看到 Agent 在干什么、完成了多少、卡在哪里。不再是"黑盒"等待。
Users can see what the agent is working on, how much is done, and where it's stuck. No more black-box waiting.
| From | To | 说明 |
|---|---|---|
| pending [ ] | in_progress [>] | Agent 开始处理此任务 |
| in_progress [>] | completed [x] | 任务完成 |
| pending [ ] | completed [x] | 简单任务可以直接完成 |
| any state | pending [ ] | 任务回退（极少使用） |
"重构 Hello.java：添加类型提示、文档注释和 main 方法保护"
"Refactor the file Hello.java: add type hints, docstrings, and a main guard"
"创建一个 Java 包，包含 App.java、Utils.java 和 tests/UtilsTest.java"
"Create a Java package with App.java, Utils.java, and tests/UtilsTest.java"
"审查所有 Java 文件并修复任何风格问题"
"Review all Java files and fix any style issues"