📄 中文摘要
本周的许多头条新闻充斥着市场营销的表演，真正有用的内容则相对较少且更为精准：执行支持的代理工作流程、GPT-5.4 的更清晰模型分级，以及需要立即进行补丁优先级处理的具体安全信号。快速发布和信任模型输出的做法仍然导致团队产生昂贵的错误。代理手动测试成为演示与工程之间的界限，强调在依赖大型语言模型生成的代码之前，必须确保代码经过执行验证。
从代理测试学科到 KEV 优先级：本周真正重要的是什么
📄 English Summary
From Agentic Test Discipline to KEV Triage: What Actually Mattered This Week
This week, many headlines were filled with marketing theatrics, while the truly useful insights were smaller and sharper: execution-backed agent workflows, clearer model tiering with GPT-5.4, and concrete security signals requiring immediate patch triage. The approach of 'ship fast and trust the model output' continues to lead teams into costly bugs. Agentic manual testing has become the line between demo and engineering, emphasizing the necessity of executing and validating code generated by large language models before assuming its correctness.