Abstract:Large language model (LLM)-powered agents have demonstrated strong capabilities in automating software engineering tasks such as static bug fixing, as evidenced by benchmarks like SWE-bench. However, in the real world, the development of mature software is typically predicated on complex requirement changes and long-term feature iterations -- a process that static, one-shot repair paradigms fail to capture. To bridge this gap, we propose \textbf{SWE-CI}, the first repository-level benchmark built upon the Continuous Integration loop, aiming to shift the evaluation paradigm for code generation from static, short-term \textit{functional correctness} toward dynamic, long-term \textit{maintainability}. The benchmark comprises 100 tasks, each corresponding on average to an evolution history spanning 233 days and 71 consecutive commits in a real-world code repository. SWE-CI requires agents to systematically resolve these tasks through dozens of rounds of analysis and coding iterations. SWE-CI provides valuable insights into how well agents can sustain code quality throughout long-term evolution.
但隨著勞資衝突升高，她在今年2月6日被公司以「破壞和諧」為由解僱。數日後，全數工會幹部都遭到解僱並逐出宿舍。
。新收录的资料对此有专业解读
Recently, I got nerd-sniped by this exchange between Jeff Dean and someone trying to query 3 billion vectors.
后来我理解，他们赶稿子，也是在追赶时间。他们回国后，赶上三年困难时期，后来下乡受过很多苦，被耽误了不止10年。在学校分配的两间小平房里，父母合作完成了《欧洲绘画史》，母亲还独自撰写了《俄罗斯苏联美术史》《俄国巡回展览画派》和《俄罗斯美术史》，为中国的世界美术史研究填补了关键空白。她的学术成就获得了俄罗斯最高艺术机构的认可。1995年，母亲荣获俄罗斯艺术科学院首次授予中国学者的“学术成果及文化交流贡献奖”。我还记得颁奖典礼上，当母亲在台上用流利的俄语致答谢辞时，坐在我旁边的一位女士悄声议论，说我母亲看上去很年轻，保养得真好。其实我知道，母亲生活极其朴素，没有什么化妆品，她保持年轻的最好方式，就是对自己专业的热爱。她一直很纯真地做自己喜欢的事。1999年，她又荣获俄罗斯联邦普希金奖章，被聘为列宾美术学院名誉教授。。业内人士推荐新收录的资料作为进阶阅读
“很廉价的味道，跟专柜买的完全是两样东西。”。关于这个话题，新收录的资料提供了深入分析
bits, because sign-extension vs zero-extension differs, causing