截至2026 年3 月20日收盘，粤高速A股价为12.75 元/股，而济安定价为15.76元/股，偏离率为-19.10%，当前股价处于低估区间。考虑到其在盈利能力、现金流和规模上的结构性优势，若公司能修复资本结构并提升偿债能力，存在较强的估值修复预期。
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.
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训练决定模型潜能，推理决定商业变现能力；而电力成本正随着业务规模扩大成为最具决定性的差异因素。