菜单
Use near the end of EZ_math_model intake when external/user-corpus contains user-provided papers, notes, PDFs, datasets, or examples that should become a local AGENTS.md reference index.
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
Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). Iteratively refine drafts/paper.tex by simulating peer review and applying targeted revisions, with strict accept/revert halt rules. Maintains a worklog and snapshots each iteration so revert is real, not symbolic. TRIGGER when the orchestrator delegates Step 5 or when the user asks to "refine the draft", "iterate on the paper", or "run peer review on this paper".
Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the literature search strategy from outline.json — discover candidate papers via web search, verify them through Semantic Scholar (Levenshtein > 70 fuzzy title match, temporal cutoff, dedup by paperId), build a BibTeX file, and draft Introduction + Related Work using ≥90% of the verified pool. Runs in parallel with the plotting-agent. TRIGGER when the orchestrator delegates Step 3 or when the user asks to "find citations for my paper", "draft the related work", or "build the bibliography".
Step 1 of the PaperOrchestra pipeline (arXiv:2604.05018). Convert (idea.md, experimental_log.md, template.tex, conference_guidelines.md) into a strict JSON outline containing a plotting plan, literature search plan (Intro + Related Work), and section-level writing plan with citation hints. TRIGGER when the orchestrator delegates Step 1 or when the user asks to "outline a paper from raw materials" or "generate the paper structure".
Orchestrate the full PaperOrchestra (Song et al., 2026, arXiv:2604.05018) five-agent pipeline to turn unstructured research materials (idea, experimental log, LaTeX template, conference guidelines, optional figures) into a submission-ready LaTeX manuscript and compiled PDF. TRIGGER when the user asks to "write a paper from my experiments", "turn this idea and these results into a paper", "generate a conference submission", "run paper-orchestra on X", or otherwise wants the end-to-end paper-writing pipeline. Coordinates the outline-agent, plotting-agent, literature-review-agent, section-writing-agent, and content-refinement-agent skills.
Use when solving CUMCM, MCM, ICM, or other mathematical modeling tasks that need contest problem intake, model selection, Python solving, figures, paper writing, quality audit, and packaged deliverables.
Use when EZ_math_model needs to convert paper.md to paper.docx, read a DOCX problem statement, preserve equations and tables, or package a modeling report as a Word document.
| name | user-corpus-explorer |
| description | Use near the end of EZ_math_model intake when external/user-corpus contains user-provided papers, notes, PDFs, datasets, or examples that should become a local AGENTS.md reference index. |
external/user-corpus/ 存在用户自带参考材料。pipeline 00 对该域决策不是 skip。pipeline 01 intake 结束前需要生成用户资料索引。external/user-corpus/AGENTS.md。递归扫描 external/user-corpus/，跳过：
.gitkeepREADME.mdAGENTS.md.corpus_index.json.git/、.cache/、以 . 开头的目录| 扩展名 | 策略 |
|---|---|
.md .txt | 读全文，超长读首尾 |
.pdf | MinerU → pdf → pdfplumber，长文仅读首 15 页和末 5 页 |
.docx | docx 提取文本 |
.html | Jina Reader 或 BeautifulSoup |
| 图片 | 视觉描述 |
| 其他二进制 | 只记录元信息 |
生成：
external/user-corpus/AGENTS.md
external/user-corpus/.corpus_index.json
AGENTS.md 包含 inventory、per-file index、cross-cutting topics、recommendations、limitations。
modeling_plan.md 标注参考来源。| 情况 | 处理 |
|---|---|
| corpus 目录为空 | 写空索引，pipeline 继续 |
| 单文件读取失败 | 在 limitations 记录 |
| MinerU 不可用 | 降级 pdf → pdfplumber |
| 总耗时超过 5 分钟 | 写已完成索引，剩余标 unread |