Topic
Knowledge graphs
Structured relations that connect concepts, entities and tasks.
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15 nodes · 33 linksThe graph shows the 2 of the 2 entries under “Knowledge graphs” that are most connected to each other, and the 13 of the topic's 13 direct outside neighbours most connected to them. The full lists are below.
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Relation types
- Builds on · Successor · Extends
- Prerequisite · Uses
- Explains · Supports
Skills and knowledge entries are written in Chinese, as are signals from Chinese sources.
Published signals
1 signalARA：把论文从 PDF 改成智能体能直接操作的知识包
论文《The Last Human-Written Paper》主张停用 PDF：它把研究的探索过程剪成一条干净的成功路径，又把复现所需的工程细节丢在正文之外。作者提出 ARA——一个分四层、机器可直接操作的知识包，并给出一个数字：PaperBench 的 8921 项复现要求里，仅 45.4% 在 PDF 中得到完整说明。
Background knowledge
1 entryGraph neighbours
Direct neighbours from /networkSignal · UsesAlphaGenome Atlas: A predictive map of every possible DNA letter change in the human genomeSignal · SupportsState of Open Models: Summer 2026 ObservationsSignal · SupportsWhat We Learned by Reproducing 2,200 papers from ICMLSignal · SupportsVercel Zero：一门把编译器输出的第一读者当成智能体的语言Signal · Extends智能体复现审计：ICML 2026 的 92 篇论文里，只有 8 篇能复现八成结论Skill · Supports智能体可观测性与评测运维Skill · SupportsAI 辅助沟通审阅Skill · Uses用智能体复现论文结论Knowledge · Supports反馈闭环与团队学习Knowledge · SupportsAPI 契约与接口边界Knowledge · Supports评估闭环Knowledge · Explains可复现性与可验证结果Skill · Extends检索流水线调优