paper-digest
✓Generate shareable paper summaries for Discord/Slack/Twitter. Use when user provides arxiv paper(s) and wants a digestible summary to share. Triggers on phrases like "논문 요약", "paper summary", "share this paper", "디스코드에 공유", "summarize for sharing". Produces insight-centered single-paragraph summaries that explain WHY research matters, not just WHAT it does.
Installation
SKILL.md
Single-paragraph summaries optimized for social sharing. Insight over information.
Transformer의 attention은 "어떤 토큰을 얼마나 볼지"를 결정하는데, 이 논문은 softmax attention을 Entropic Optimal Transport(EOT)라는 최적화 문제의 해로 재해석한다. 이 관점이 주는 통찰은: attention 계산에는 암묵적으로 "모든 위치가 동등하게 중요하다"는 uniform prior가 숨어있다는 것이다. 이게 왜 문제인가? LLM에서 첫 번째 토큰이 의미와 무관하게 엄청난 attention을 받는 attention sink 현상이 있다. Softmax는 합이 1인 확률을 출력해야 하므로, query가 마땅히 볼 토큰이 없을 때 attention을 "버릴 곳"이 필요한데, uniform prior 하에서 이를 구현하려면 첫 토큰의 key vector가 "나는 쓰레기통이야"라는...
Implication: EOT 관점은 attention의 숨겨진 가정을 드러내고, 그 가정을 바꿀 수 있다는 설계 자유도를 열어준다—attention sink는 uniform prior의 부산물이며, prior를 명시적으로 모델링하면 해결된다.
Generate shareable paper summaries for Discord/Slack/Twitter. Use when user provides arxiv paper(s) and wants a digestible summary to share. Triggers on phrases like "논문 요약", "paper summary", "share this paper", "디스코드에 공유", "summarize for sharing". Produces insight-centered single-paragraph summaries that explain WHY research matters, not just WHAT it does. Source: iamseungpil/claude-for-dslab.
Facts (cite-ready)
Stable fields and commands for AI/search citations.
- Install command
npx skills add https://github.com/iamseungpil/claude-for-dslab --skill paper-digest- Category
- @Collaboration
- Verified
- ✓
- First Seen
- 2026-02-05
- Updated
- 2026-02-18
Quick answers
What is paper-digest?
Generate shareable paper summaries for Discord/Slack/Twitter. Use when user provides arxiv paper(s) and wants a digestible summary to share. Triggers on phrases like "논문 요약", "paper summary", "share this paper", "디스코드에 공유", "summarize for sharing". Produces insight-centered single-paragraph summaries that explain WHY research matters, not just WHAT it does. Source: iamseungpil/claude-for-dslab.
How do I install paper-digest?
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/iamseungpil/claude-for-dslab --skill paper-digest Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor
Where is the source repository?
https://github.com/iamseungpil/claude-for-dslab
Details
- Category
- @Collaboration
- Source
- skills.sh
- First Seen
- 2026-02-05