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Show HN: Open-Source Greptile Alternative
开源替代Greptile，打造AI代码理解与搜索新选择，开发者值得关注。
Article URL: https://github.com/Juror-AI/juror Comments URL: https://news.ycombinator.com/item?id=49244029 Points: 3 # Comments: 1
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A VSCode extension for AI to understand your project
让AI一键理解你的项目代码，自动写注释、调用接口获取方法链，读主函数仅需几秒。
I wrote a VSCode plugin that can install skills with just one click. When writing code, AI automatically writes detailed comments. The plugin can reco…
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Show HN: Sentinel – open-source QA agent that reads your code before it clicks
一个能先读懂代码再自动点击测试的开源QA助手，让自动化测试更智能高效。
Hey guys, we built something interesting that we're using for testing / QA with our own products and it's proving to be quite helpful. MIT License - h…
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Query2Diagram: Answering Developer Queries with UML Diagrams
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arXiv:2604.23816v2 Announce Type: replace-cross Abstract: Software documentation frequently becomes outdated or fails to exist entirely, yet developer…
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Ask HN: Are you using Spec Driven Development?
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…
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LLMs Lean on Priors, Not Programming Language Semantics
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 …
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Regression Language Models for Code
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…