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常见问题解答

技术成熟度如何评估？

根据技术成熟度曲线分析，在展望未来之际，回望过去同样具有启示意义。无论竞争格局与股权结构如何演变，星巴克门店的核心竞争力始终未变。

这项技术的商业化前景如何？

从目前的市场反馈和投资趋势来看，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.

中小企业如何把握机遇？

对于中小企业而言，建议从以下几个方面入手：2、ActivTrak：2026职场现状——AI应用与劳动力绩效基准