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// Skill profile

Paper Digest

name: paper-digest

by damoonsh · published 2026-03-22

自定义加密货币
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Last updated
2026-03
// Install command
$ claw add gh:damoonsh/damoonsh-paper-digest
View on GitHub
// Full documentation

---

name: paper-digest

description: "Given an arXiv ID or URL, fetch the paper, spawn sub-agents to read its key citations, and write an executive summary under."

user-invocable: true

author: Damoon

version: 0.0.1

---

# Paper Digest

Input

  • `arxiv_id`: bare ID like `2305.11206` or full `https://arxiv.org/abs/2305.11206` (Normalise: strip the URL prefix, extract bare ID.)
  • Step 1 — Fetch the main paper

    Try HTML first: web.fetch https://arxiv.org/html/<arxiv_id>

  • If HTTP 200 → use this as `paper_text`.
  • If Falis: add v1 at the end, and try again: web.fetch https://arxiv.org/html/<arxiv_id>v1
  • else if all fails skip and ABORT!
  • If the `paper_text` is retrieved then write the summary to `~/.openclaw/workspace/papers/<arxiv-id>.md`.

    Step 2 — Extract citations

    Note: DO NOT DO THIS STEP INSIDE sub-agents

    Within the `main agent` and from `paper_text`, identify **at most 5 citations** the paper most directly builds on. Prioritize:

  • Papers that are **explicitly extended** or improved upon
  • Papers used as the **primary baseline** for comparison
  • Papers that **provide the core architecture** this work adopts
  • Papers **referred to repeatedly** (not just mentioned once) or that provide essential context
  • For each citation, extract either the `arXiv ID` or the **title**. Then resolve to an arXiv URL:

  • If an arXiv ID is in the reference → `https://arxiv.org/html/<id>`
  • Otherwise search `https://arxiv.org/search/?query=<title>&searchtype=all` and take the first match.
  • Step 3 — Spawn sub-agents for citations

    ***Note***: Ensure that the sub-agent related task is precise and concise so the sub-agent does not have to re-read the previously read SKILLs and files.

    For each resolved citation:

  • Check if the file for citation exists: `~/.openclaw/workspace/papers/<arxiv-id>.md`, if it does then skip and consider the sub-agent concluded.
  • If the previous step fails then spawn a sub-agent with this EXACT instruction in VERBATIM:
  • - Fetch https://arxiv.org/html/<citation_id> (or add v1 at the end, and try again: web.fetch https://arxiv.org/html/<arxiv_id>v1). If unavailable, SKIP. If retrieved then Write the summary to `~/.openclaw/workspace/papers/<arxiv-id>.md`.

    Step 4 — Write the executive summary

    Check the citation summaries within `~/.openclaw/workspace/papers/` then utilize the main paper we are summarising with citation summaries and write a single **markdown document in flowing prose** (no bullet lists) to `~/.openclaw/workspace/digest/report_<arxiv-id>`. Use this structure:

    # <Title>
    
    <What problem this solves and why it matters. Context and related references summary>
    
    <What prior work missed and how this paper addresses that gap. Cite inline as [Author et al., YEAR](<arxiv_link>).
    
    <Core method in plain terms>
    
    <Headline result. How it differs from previous work.
    
    <One limitation and one future direction>
    
    <Detailed Ablations, benchmarks if present in this paper or cited references>

    Rules

  • Every citation must be a markdown link: `[Author et al., YEAR](<arxiv_or_url>)`
  • No bullet lists in the output — **prose only**.
  • If a section is absent from the paper (e.g., no ablations), skip it silently.
  • Do not fabricate results, metrics, or author claims.
  • **Citation resolution retry**: If a citation URL cannot be resolved after one retry, write the citation as plain text without a link: `[Author et al., YEAR]`.
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