Use when 高教社杯/CUMCM 数学建模论文需要规划、选择、审查或修复图、图表、表格转图、图注、图像证据行、正文放置、附录降级或图后结论。
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
Select, generate, or review figures that prove a claim. Main-body figures must carry mechanism, comparison, robustness, or decision evidence; diagnostic and dense support figures default to appendix.
Read math-hub/references/quality-contract.md only when promoting a figure to paper-ready, classifying blocked status, running a final gate, or writing a cross-module handoff. Local chart choice or visual repair can stay lightweight.
figure_evidence.csv should record figure id, claim id, source output, role, caption target, post_figure_conclusion, risk note, and validation_status.
The validation_status must be paper_ready before a figure supports abstract, conclusion, or final answer wording. Otherwise, keep it planned, generated, checked, blocked, or diagnostic.
A paper_ready figure_evidence.csv row must include either render_check_status=passed or human_visual_check=passed, plus a final-size readability note. A generated file is not paper-ready simply because it exists in an experiment directory.
For simulation figures, raw traces stay appendix unless they directly prove a required mechanism or failure mode. A single-run screenshot is diagnostic, not a paper-ready simulation result.
math-code, math-model, math-verifier, or math-hub.Read references/selection-guide.md for chart selection, references/paper-figure-style.md for Nature-style palette, title, and formal-paper figure defaults, references/high-impact-chart-assets.md when local templates are visually or structurally too weak, references/visual-readiness-loop.md for visual inspection, and math-hub/references/figure-evidence-rules.md when figure evidence rows matter.
When a requested figure matches a reusable chart family, read references/chart-template-index.md, apply references/paper-figure-style.md, and adapt the closest script from assets/high-impact-templates/ after the claim, source output, unit, and evidence boundary are known. Use assets/chart-templates/paper_style.py when a claim needs a bespoke matplotlib chart rather than a vendored Nature pattern. Treat templates as starting assets, not proof; every adapted figure still needs source, caption, post_figure_conclusion, risk note, and validation status.
For main-body figures, read references/paper-figure-style.md and use the Nature-style contest defaults: calm palette, vector-first export, no in-figure title, light grid, readable labels, and a single claim sentence before plotting. Use assets/chart-templates/paper_style.py when writing matplotlib code.
Inspect saved figures before labeling them paper-ready. Block or demote when text is unreadable, labels are clipped, units are missing, legends conflict, colors obscure groups, axes mislead, marks overlap, or the figure does not answer its claim.
For final evidence rows, keep figure_id, render_check_status, human_visual_check, and visual_check_note traceable to the saved file. Use the experiment output path until the claim, caption, units, and readability checks clear; only then copy or reference it as a paper figure.
Return:
post_figure_conclusion;figure_evidence.csv rows or edits;Return to hub: math-hub.
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Use when 高教社杯/CUMCM/电工杯 mathematical modeling abstracts, keywords, highlights, first-page claims, or high-density summaries need drafting, revision, audit, or style diagnosis, especially when feedback mentions too many numbers, weak focus, process-listing, empty official prose, buzzwords, missing structure, weak keywords, unsupported values, or first-page claim verification.
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Use when 高教社杯/CUMCM 数学建模任务需要实现计算、复现结果、生成表图、验证求解器输出、更新登记表，或发现建模交接中不能凭空补全的缺口。
中文简介正在准备中。当前显示原文说明。
Use when 高教社杯/CUMCM 数学建模论文需要检查官方规则、匿名性、AI 使用披露、页数、附录/支撑材料、代码复现、提交清单或最终提交就绪状态。
中文简介正在准备中。当前显示原文说明。
Use when 高教社杯/CUMCM 数学建模论文、摘要、正文、表图、附录、登记表、结论、数值、单位、场景标签、可行性措辞或提交包需要跨材料一致性审查。
中文简介正在准备中。当前显示原文说明。
Use when 高教社杯/CUMCM 数学建模项目需要竞赛级范围控制、轻量 hub 状态、当前分问交付物锁定、文献启发式解题路线、结论/证据一致性、数学核验、结果一致性审查、官方规则合规、AI 使用披露跟踪、最终提交门禁或明确任务派发。
中文简介正在准备中。当前显示原文说明。
Use when 高教社杯/CUMCM 数学建模论文需要 LaTeX 排版、模板保持、中英文摘要、公式、表格、图、参考文献、匿名性、页数、浮动体或最终 PDF 质量检查。
中文简介正在准备中。当前显示原文说明。