https://www.hansking.cn/blog A posts created with Next.js and Tailwind.css en-us admin@hansking.cn (HANS) admin@hansking.cn (HANS) Wed, 18 Feb 2026 10:00:00 GMT https://www.hansking.cn/blog/2026/Prompt-ban-ben-guan-li-yu-hui-gui-ce-shi https://www.hansking.cn/blog/2026/Prompt-ban-ben-guan-li-yu-hui-gui-ce-shi [{"value":"Prompt 版本管理与回归测试","url":"#prompt-版本管理与回归测试","depth":1},{"value":"一、Prompt 先拆成模板和变量","url":"#一prompt-先拆成模板和变量","depth":2},{"value":"二、版本号要能解释变化","url":"#二版本号要能解释变化","depth":2},{"value":"三、先建立回归集，再修改 Prompt","url":"#三先建立回归集再修改-prompt","depth":2},{"value":"四、不同类型的输出用不同断言","url":"#四不同类型的输出用不同断言","depth":2},{"value":"五、控制随机性和测试成本","url":"#五控制随机性和测试成本","depth":2},{"value":"六、灰度发布比直接全量更诚实","url":"#六灰度发布比直接全量更诚实","depth":2},{"value":"七、Prompt 变更要检查安全边界","url":"#七prompt-变更要检查安全边界","depth":2},{"value":"八、回滚要做到一键可用","url":"#八回滚要做到一键可用","depth":2},{"value":"九、把人工反馈变成工程输入","url":"#九把人工反馈变成工程输入","depth":2},{"value":"总结：Prompt 也需要代码应有的纪律","url":"#总结prompt-也需要代码应有的纪律","depth":2}] Wed, 18 Feb 2026 10:00:00 GMT admin@hansking.cn (HANS) AILLMPrompt Engineering回归测试工程实践