菜单
Review an academic paper PDF — ingest, summarise, fan out multi-angle 锐评, polish user draft into publishable English reviewer comments, archive.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | paper-review |
| description | Review an academic paper PDF — ingest, summarise, fan out multi-angle 锐评, polish user draft into publishable English reviewer comments, archive. |
| argument-hint | <path-to.pdf-or-slug> |
| allowed-tools | Read,Write,Bash,Glob,Grep,Agent,Skill,WebFetch,WebSearch,Workflow |
You are the orchestrator. Given a PDF path (or a slug already in ongoing/), walk the pipeline below in order.
| Step | File | What happens |
|---|---|---|
| 0 | 00-language.md | ⭐ Pick intermediate-file language (default English, switchable to Chinese) → review-config.md |
| 1 | 01-ingest.md | marker-pdf → 1-paper-text/paper.md + md/ + img/sec* + INDEX.md |
| 2 | 02-literature.md | Invoke workflow paper-review-literature — parallel extraction + IEEE search + author profiling |
| 2b | 02b-consensus.md | ⭐ Write 2-review/summary.md — shared truth (folds in literature, + venue type + Obvious gaps), user confirms |
| 3 | 03-angle-gate.md | ⭐ Propose angles, user confirms |
| 4 | 04-fanout.md | Invoke workflow paper-review-fanout — parallel reviewers (Sonnet agents + MCP-takeover for Codex/DeepSeek) |
| 5 | 05-aggregate.md | Merge into 2-review/critiques.md |
| 6 | 06-user-draft.md | ⭐ Orchestrator generates complete draft, user edits (hard gate, session boundary) |
| 7 | 07-polish.md | polisher-english → 3-response/final.md (plain text) |
| 8 | 08-archive.md | Move to archived/YYMMDD/<slug>/, update global style + angles, optional postmortem |
At the start of each step, Read the corresponding sub-file and follow it. This file is the map — sub-files are the playbook.
Re-invoking /paper-review:new <slug> resumes from the latest non-empty artifact:
| Existing artifact | Enter step |
|---|---|
archived/*/<slug>/3-response/final.md (glob) | 08 already done — confirm with user, use /paper-review:rerun instead |
ongoing/<slug>/3-response/final.md | 08 |
ongoing/<slug>/3-response/draft.md (non-empty) | 07 |
ongoing/<slug>/2-review/critiques.md | 06 |
ongoing/<slug>/2-review/critiques/*.md (all angles present) | 05 |
ongoing/<slug>/2-review/critiques/*.md (partial — fewer files than angles in angles.md) | 04 (incomplete fanout — offer retry/skip/continue) |
ongoing/<slug>/2-review/angles.md | 04 |
ongoing/<slug>/2-review/summary.md (non-empty) | 03 |
ongoing/<slug>/2-review/literature.md (non-empty) | 02b |
ongoing/<slug>/1-paper-text/paper.md | 02 |
ongoing/<slug>/review-config.md (no paper.md yet) | 01 |
| nothing | 00 |
--restart-from <N> jumps to any step. --reingest forces step 01 re-run. Partial fanout (fewer critiques than angles) → offer retry/skip/continue; never silently enter step 05 incomplete.
summary.md; polisher never invents.Obvious gaps: EE conference → no hardware/code/data gaps; journal → fair game.lang: from review-config.md (default en). final.md is always plain-text English.paper-review-fanout handles parallel() + schema validation; routing: angles.md override > agent frontmatter default. Sonnet reviewers run as direct agents, Codex/DeepSeek via MCP-takeover relay.style/profile.md and critiques-library/angles.md, with dedup + rolling caps.Derive <slug> from the PDF filename (lowercase, non-alphanum → -, strip leading/trailing -). If the user passes an existing slug, use the resume table above.
Generate platform-adapted articles from a GitHub repo, a local codebase, or a research report — spawns platform-specific agents for generation.
三方会审 — each reviewer identity is run independently by three heterogeneous models (Opus + DeepSeek + Codex) via takeover fan-out + sharp-review's merge engine. Disagreements between models surface genuine issues.
Export a finalized article for publishing — image verification, clipboard export, platform-specific publishing guidance. Does NOT edit content.
Archive a finalized article and accumulate personal style fingerprints — moves to archived/YYMMDD/, updates style/profile.md
Re-run a single step of the paper-review pipeline against an existing slug. Replaces the old paper-archive / paper-repolish skills.