用大模型自动将开发者查询转化为UML图，精准解答代码结构与逻辑问题，提升调试与理解效率。
arXiv:2604.23816v2 Announce Type: replace-cross Abstract: Software documentation frequently becomes outdated or fails to exist entirely, yet developer…
规范驱动开发是否让LLM编码代理更高效？开发者分享用OpenSpec等工具的实战困惑，核心矛盾在于能否放弃理解代码本身。
Developers working with LLMs in a professional environment, is Spec Driven Development really the way forward with LLM coding agents? Over the past fe…
ICML 2026论文揭示：LLM代码理解靠先验知识，而非编程语言语义
arXiv:2510.03415v3 Announce Type: replace-cross Abstract: Recent work asks whether large language models (LLMs) condition their reasoning on explicit …
回归语言模型新范式，让代码生成更精准高效，出自ICML 2026前沿研究。
arXiv:2509.26476v2 Announce Type: replace-cross Abstract: We study code-to-metric regression: predicting numeric outcomes of code executions, a challe…