Individual skill
science-frontier-to-paper
Use when you want to turn a fast-moving implementation from GitHub — a new optimizer, a training trick, a scaling recipe — into a publishable contribution, and you need to find which of them is actually worth reading, extract what it really claims, test whether the field has already filled that slot, and decide what evidence a band-3/4/5 venue would demand; also use when a repo reports a number but no mechanism and you need to know what is missing before writing.
dsh-science/skills/science/science-frontier-to-paper/SKILL.md
Source commit 088b0228df4fbb613d00d70823a325677f4970c2
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- Last checked
- Nov 10, 2026
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- Repository last updated
- Oct 25, 2026
- License
- MIT
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- agent-skills Repository topic
- cordis Repository topic
- deepseek-harness Repository topic
- literature-review Repository topic
- mcp Repository topic
- nodejs Repository topic
- reproducibility Repository topic
- research Repository topic
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- windows Repository topic
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SKILL.mdcore · 14,148 bytes
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# 从 GitHub 前沿到顶刊:把实现变成可证伪的主张
## 为什么这一层存在
一个新优化器的 README 通常写着「1.35x speedup」。这不是 claim,是**观察**。
顶刊要的是「通过什么机制导致什么,以及在什么范围内成立」。
两者之间的距离,就是这一层要量出来的东西。
五个工具是一条链,每一步的产物是下一步的输入:
```
science_frontier_scan GitHub 上有什么值得读 → frontier_item
science_knowledge_distill README 里到底声称了什么 → knowledge_claim
science_gap_matrix 这个方向被填了多少 → gap_entry