AutoGen 退居维护模式、MAF 上位，是 Agent 框架生态正在发生的一个广泛变化。简单来说：框架的竞争正在从"谁的 Agent 更智能"转向"谁的 Agent 更容易生产化"。 把多 Agent 系统从原型代码推到生产环境，要做的工作远比想象中多。可观测性怎么接入？中间件怎么插？

这项由JetBrains研究团队与德国不来梅Constructor University联合开展的研究，于2026年5月以技术报告形式发布，编号为arXiv:2605.31268v1，感兴趣的读者可通过该编号检索完整论文。 **一个让程序员烦恼的老问题** 每当程序员打开电脑，面对一个需要写代码、改bug、查文档、问AI的下午，他们都在隐隐期待着一件事——有一个既聪明又响应迅速的AI助手，随时等在 ...

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A legacy Windows scripting utility tied to Internet Explorer is still being used in modern malware campaigns, researchers say.