https://index.zshipu.com/geek001/tags/Evaluation-Framework/ Recent content in Evaluation Framework on 知识铺的博客 Hugo -- gohugo.io zh-CN Mon, 07 Sep 2026 00:00:00 +0000 https://index.zshipu.com/geek001/post/20260907/Zhou-Yu-%E8%A7%A3%E6%9E%90-AI-Agent-%E4%B8%BA%E4%BD%95%E5%8D%A1%E5%9C%A8-Demo-%E9%98%B6%E6%AE%B5Simulation-Driven-Testing-%E7%A0%B4%E8%A7%A3%E5%90%88%E8%A7%84%E4%B8%8E%E5%8F%AF%E9%9D%A0%E6%80%A7%E7%93%B6%E9%A2%88/ Mon, 07 Sep 2026 00:00:00 +0000 https://index.zshipu.com/geek001/post/20260907/Zhou-Yu-%E8%A7%A3%E6%9E%90-AI-Agent-%E4%B8%BA%E4%BD%95%E5%8D%A1%E5%9C%A8-Demo-%E9%98%B6%E6%AE%B5Simulation-Driven-Testing-%E7%A0%B4%E8%A7%A3%E5%90%88%E8%A7%84%E4%B8%8E%E5%8F%AF%E9%9D%A0%E6%80%A7%E7%93%B6%E9%A2%88/ AI Agent Demo 阶段停滞的核心原因 Zhou Yu 在 InfoQ 演讲《From AI Agent Demo to Production: Automated Testing and Evaluation》中指出，AI agents 常常停滞在 demo 阶段，无法进入生产。 这一现象的背后是多重实际障碍。演示环境通常经过精心设计，输入数据可控，场景单一，AI Agent 表现亮眼。但真实生产环境充满不确定性，Agent 需要处理复杂交互