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summarize-paper
Takes an arxiv ID and produces an engineering-focused summary: what it does, how to implement it, and what it replaces
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
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Takes an arxiv ID and produces an engineering-focused summary: what it does, how to implement it, and what it replaces
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Searches arxiv for papers directly relevant to the techniques and gaps identified in the codebase scan
Cross-references detected techniques against found papers to identify concrete implementation gaps, missing best practices, and opportunities
Analyzes all source files in the repository to extract ML techniques, model architectures, training patterns, loss functions, and notable absences using AST knowledge graphs
| name | summarize-paper |
| description | Takes an arxiv ID and produces an engineering-focused summary: what it does, how to implement it, and what it replaces |
| license | MIT |
| allowed-tools | fetch-abstract |
| metadata | {"author":"aaryan-guglani","version":"2.0.0","category":"summarization","risk_tier":"low"} |
Takes the PAPERS.md document and produces crisp, engineering-focused summaries for the highest-value papers detected.
PAPERS.md file generated by the hunt-papers skill.fetch-abstract tool to gather official metadata.SUMMARIES.md in the root of the project.# Summaries
### [Paper Title] ([arxiv ID])
- **What it does**: [One sentence — focus on the engineering outcome, not the academic framing]
- **How to implement it**: [Pseudocode or implementation sketch, 3-8 lines]
- **What it replaces**: [The older technique this improves upon, and why the old way is worse]
- **Complexity to adopt**: [Low / Medium / High]