ljg-paper — Skills — getagentictools

What it does

先填章节会制造碎片。正文前先写中心命题；命题没立住就继续读。

并非每篇论文都在反对旧观念。评测、数据集和工具论文常常只是暴露旧尺子的盲点；不要硬造稻草人。

评测贡献不等于科学发现。新 benchmark 让某个问题变得可测，不等于解释了现实世界。

证据和适用范围必须贴着主张。独立实验摘要和独立免责声明都会切断它们与洞见的关系。

不要默认 prose 就是最清楚的解释。架构、因果链、分布、权衡和状态变化若难以在脑中成形，应让关系直接显形。

图也会夸大论文。图必须与它所解释的证据和边界相邻；不能把「在这些条件下显示」画成普遍规律。

不要把公式删除当成通俗。若一个关系式就是核心洞见的最短表达，保留一个最小公式并立刻翻译成人话；应删除的是未解释的公式堆。

ljg paper

Source

Repository: https://github.com/lijigang/ljg-skills

ljg-paper FAQ

What does the ljg-paper skill do?

Paper reader for non-academics. Turns one paper into one clear proposition: the problem, the paper's insight, and the judgment or action the reader can carry away. USE WHEN the user shares an arXiv link OR paper URL OR PDF OR local paper file OR paper title, or asks to read, explain, analyze, or understand a paper. Defaults to a saved org note. NOT FOR experiment reproduction, exhaustive method summaries, formal peer review, benchmark tables, or literature surveys. 先填章节会制造碎片。正文前先写中心命题；命题没立住就继续读。并非每篇论文都在反对旧观念。评测、数据集和工具论文常常只是暴露旧尺子的盲点；不要硬造稻草人。

What does ljg-paper require?

不要停在「提出新模型并提升指标」。若论文在训练模型判断何时收尾，应把洞见写成：「浪费 token 可能不是不会答，而是不知道何时停。」再追问系统缺的是更强推理，还是一个收尾反馈。

How do I install ljg-paper?

Run: npx -y skills add https://github.com/lijigang/ljg-skills --skill ljg-paper --agent claude-code — the source lives at github.com/lijigang/ljg-skills.

Maintain ljg-paper?

Let people know it's listed here — add the badge (live metrics, light/dark aware) or a plain link to your README or docs.

[![ljg-paper on getagentictools](https://getagentictools.com/badge/skills/lijigang-ljg-skills-ljg-paper.svg)](https://getagentictools.com/skills/lijigang-ljg-skills-ljg-paper?ref=badge)

npx agentictools info skills/lijigang-ljg-skills-ljg-paper

The second line is the CLI lookup for this page — handy in READMEs and docs.