القائمة
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.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
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 after EZ_math_model writer creates paper.md and before quality audit when a long modeling paper needs less AI-like prose while preserving formulas, data, citations, tables, and figures.
| name | docx |
| description | 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. |
paper.md 转换为 paper.docx。.docx 题目。docx skill。pandoc 直调。python-docx 兜底。pandoc paper.md `
--from gfm+tex_math_dollars+pipe_tables `
--to docx `
--output paper.docx `
--resource-path .
有参考模板时追加：
--reference-doc <template.docx>
优先使用宿主 docx skill。没有宿主能力时，用 python-docx 提取段落和表格，再写成 Markdown 友好文本。
paper.md 同目录：paper.docx。$...$ 与 $$...$$ 尽量转换为 Word 可编辑公式；失败时保留原始 LaTeX 文本并写诊断。DOCX 不是“文件存在就合格”。转换后必须把 .docx 当 zip 解包检查：
word/document.xml 必须存在且可读取。m:oMath / m:oMathPara。若 paper.md 有公式但 DOCX 中
公式对象数为 0，formal 模式失败。word/media/*。Markdown 图片引用数不得超过嵌入图片数；
缺图必须列出文件名。w:tbl。Markdown 表格应转换为 Word 表格对象；未转换时至少
降级为 warning，formal 视严重程度阻塞。word/document.xml 中残留 $...$。formal 模式下残留
公式文本不得直接标为通过。EZMM 内置 scripts/runtime/audit_export.py 会执行上述检查，生成
export_audit.json 与 export_audit.md。
| 情况 | 处理 |
|---|---|
| 宿主 skill、pandoc、python-docx 都不可用 | 保留 paper.md，在 diagnostics.md 写缺失工具 |
| 公式渲染异常 | formal 模式阻塞正式发布；demo 模式保留 LaTeX 文本并降级 |
| 图片路径错误 | 检查 Markdown 相对路径和 --resource-path |