https://www.hansking.cn/blog A posts created with Next.js and Tailwind.css en-us admin@hansking.cn (HANS) admin@hansking.cn (HANS) Fri, 03 Jul 2026 10:00:00 GMT https://www.hansking.cn/blog/2026cong-ling-da-jian-LLM-ying-yong-CI-ce-shi-ping-ce-yu-fa-bu-men-jin https://www.hansking.cn/blog/2026cong-ling-da-jian-LLM-ying-yong-CI-ce-shi-ping-ce-yu-fa-bu-men-jin [{"value":"从零搭建 LLM 应用 CI：测试、评测与发布门禁","url":"#从零搭建-llm-应用-ci测试评测与发布门禁","depth":1},{"value":"一、先把测试分成四层","url":"#一先把测试分成四层","depth":2},{"value":"二、代码层先测试确定性行为","url":"#二代码层先测试确定性行为","depth":2},{"value":"三、链路层用可控替身测试 Agent","url":"#三链路层用可控替身测试-agent","depth":2},{"value":"四、黄金数据集是 LLM 应用的回归测试","url":"#四黄金数据集是-llm-应用的回归测试","depth":2},{"value":"五、不要用精确字符串比较所有模型答案","url":"#五不要用精确字符串比较所有模型答案","depth":2},{"value":"六、把 Prompt 和模型版本当成代码","url":"#六把-prompt-和模型版本当成代码","depth":2},{"value":"七、CI 流水线可以这样分段","url":"#七ci-流水线可以这样分段","depth":2},{"value":"八、发布门禁要防止回归","url":"#八发布门禁要防止回归","depth":2},{"value":"九、让 CI 本身也可靠","url":"#九让-ci-本身也可靠","depth":2},{"value":"总结：绿色流水线应该代表值得信任","url":"#总结绿色流水线应该代表值得信任","depth":2}] Fri, 03 Jul 2026 10:00:00 GMT admin@hansking.cn (HANS) AILLMCI/CD自动化测试评测