软件自由正从哲学命题转化为实践标准，其差异体现为“智能助手十分钟解决问题”与“痴心妄想的自救尝试”的天壤之别。
[2]: "ca research" us → [1, 3]
，详情可参考谷歌浏览器下载入口
新系列还支持 DDR5 7200 MT/s 内存，并率先兼容 4-Rank CUDIMM 模块，单条容量最高可达 128 GB，需搭配基于英特尔 800 系列芯片组的特定主板使用。
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.