lightest-skills

当用户要验证参考文献是否真实、核对引用元数据、审计 bibliography/参考文献列表、检测 AI 编造引用，或检查正文某句引用是否被原文支持时使用。**触发**：引用验证、查引用、参考文献查真、引文核对、citation verification、reference check、verify bibliography、查假引用、核验文献、引用审计、文献真实性、hallucinated citation、DOI 核对、引文对齐。**加载**：`skills_fetch(skill_ids=["citation_verification_skill"])` → **先 read** `references/citation-soul-and-integrity-crisis.md` → `references/citation-router-and-workflow.md`。**勿用**：找新文献 → `academic_search`；解释已读正文 → `literature_reading_skill`；写作时预防性引用规范 → App bundled `lightest_latex_skill`（citation-workflow）；LighTest 事实核查 Panel 内部对话 → 非本 skill。

当用户要撰写或修改**中国科研基金本子**（国家自然科学基金面上/重点/地区/联合、国家社科基金、医学/临床/公卫/护理国自然、卫生政策与医院管理/医管类课题、省部级医学科研课题）的立项依据、研究内容、活页、技术路线或模拟评审时使用。**触发**：基金本子、标书、国自然、NSFC、面上、重点、地区基金、国社科、NSSFC、社科基金、活页、医学基金、临床科研、公卫、护理、医管、卫生政策、卫健委课题、立项依据、研究内容、技术路线、修改说明。**加载**：`skills_fetch(skill_ids=["lightest_cn_research_grants_skill"])` → **必读** `references/grant-soul-argument-and-reviewer.md` → `references/grant-router-and-workflow.md`。**勿用**：国自然**青年科学基金 A/B/C** → `lightest_nsfc_youth_abc_skill`；美国 NIH/NSF 全文 → 仅借鉴 workflow。

当用户要对 CSV/Excel/JSON/Parquet 等表格数据做**可复核**的探索性分析（EDA）、数据质量审计、分组聚合与 KPI、相关性、假设检验、时间序列/队列趋势、归因假设验证，并产出带分母的洞察报告或分析备忘录时使用。**触发**：数据分析、EDA、描述统计、数据画像、数据质量、缺失值、异常值、重复数据、分组汇总、透视、同比、环比、YoY、MoM、CAGR、相关性、假设检验、t 检验、ANOVA、卡方、回归、队列、留存、漏斗、CSV 分析、Excel 分析、data analysis、exploratory analysis、statistical summary、why did sales drop。**加载**：`skills_fetch(skill_ids=["lightest_data_analysis_skill"])` → read `references/analysis-router-and-workflow.md`。**勿用**：主交付物必须是带公式的 .xlsx → App bundled `lightest_xlsx_skill`；研报/论文级配图嵌入 Typst/Word → `lightest_data_viz_skill`；聊天里看个趋势示意 → `chart_visualization_skill`；只润色分析段落文字 → `lightest_writing_skill`。

当用户要撰写、修改、诊断或答辩准备**人文社科**中文学位论文（本科/硕士/博士）——**问题意识（RQ）**、Claim–Warrant–Evidence 论证链、文献争论式综述、理论操作化、质性/量化/混合方法、材料整合、盲审答辩——时使用。**触发**：学位论文、毕业论文、人文社科、问题意识、论证链条、文献综述、理论框架、开题、盲审、答辩、质性研究、扎根理论、民族志、田野、话语分析、史料考证。**加载**：`skills_fetch(skill_ids=["lightest_hss_thesis_skill"])` → **先** `references/problem-consciousness-and-argument-soul.md` → `references/thesis-router-and-workflow.md`。**勿用**：理工实验论文；Word 排版 → App `lightest_docx_cn_paper_skill`；基金本子 → optional `lightest_cn_research_grants_skill` / `lightest_nsfc_youth_abc_skill`。

当用户要做**期刊或会议投稿的全流程决策**时使用——包括投哪、怎么选刊、读懂 author guidelines、投稿前自查、写 cover letter 与 highlights、模拟审稿、处理 desk reject、R&R 与 rebuttal、换投、camera-ready 等。**不是**从零写论文正文（那是 App 内置 `lightest_writing_skill`），也不是 LaTeX 模板编译（`lightest_latex_skill`）。**常见触发**：投稿、选刊、期刊推荐、cover letter、投稿信、highlights、格式检查、desk reject、修回、rebuttal、换投、审稿意见、APC/OA。**加载**：`skills_fetch(skill_ids=["lightest_journal_submission_skill"])` 后，按任务 read 下面两篇 reference 即可。**勿用**：国自然本子 → `lightest_cn_research_grants_skill`；Nature 系修回信 → `community/nature-skills/nature-response/`。

当用户要撰写、修改或模拟评审国家自然科学基金青年科学基金项目（A类原杰青、B类原优青、C类原青年基金）、国自然青年本子、立项依据、研究内容、研究基础、技术路线或 2026 改版申请书时使用。**触发**：国自然、NSFC、青A、青B、青C、青年科学基金、杰青、优青、青年基金、基金本子、创新潜力、立项依据、包干制、研究属性。**加载**：`skills_fetch(skill_ids=["lightest_nsfc_youth_abc_skill"])` → **必读** `references/grant-soul-youth-abc.md` → 确认类别后 read 对应 `*-mastery.md`。**勿用**：面上/重点/国社科 → `lightest_cn_research_grants_skill`；美国 NIH/NSF 全文 → 非主场景。

当用户要用 CSV/Excel 真实数据画研报 Exhibit、科学 figure（折线/柱状/热力图等）并嵌入 Typst/Word/Excel 时使用；走 matplotlib/seaborn 出图，禁止编造图内数字。**触发**：CSV 画图、Excel 可视化、Exhibit、matplotlib、seaborn、研报配图、科学 figure。**加载**：`skills_fetch(skill_ids=["lightest_data_viz_skill"])` → read `data-viz-router-and-workflow.md` → `python-matplotlib-seaborn.md` → `report-chart-embed.md`。**勿用**：纯 EDA/统计报告无配图 → 开源 optional `lightest_data_analysis_skill`（lightest-skills `optional/lightest-data-analysis`）；聊天里看个趋势 → `chart_visualization_skill`；Fletcher 架构图 → `lightest_typst_report_skill`；Excel 原生图表 → `lightest_xlsx_skill`。

当用户要中国大陆高校课程论文/毕业论文/数模报告的 Word（.docx）排版——三线表、公式编号、上标引用、GB/T 字体页边距、.md 转国标 docx——时使用。**触发**：课程论文、毕业论文、数模、三线表、中文论文 Word、.md 转 docx、国标排版。**加载**：`skills_fetch(skill_ids=["lightest_docx_cn_paper_skill"])`。**勿用**：通用英文 docx → `lightest_docx_skill`；live Word → `lightest_word_live_skill`；仅 PDF/纯 Excel/无国标要求的英文信 → 其它 skill。

当用户要创建或修改磁盘上的 Word .docx（封面、图表、修订、OOXML 级排版、模板填占位）且文档未在 Word/WPS 中打开时使用；须 unzip 解析 XML 以保留版式。**触发**：.docx、Word 文档、创建 Word、改 Word 版式、track changes、模板填充（磁盘文件）。**加载**：`skills_fetch(skill_ids=["lightest_docx_skill"])` → 按任务读 SKILL.md 与 scripts。**勿用**：Word 已打开 live 编辑 → `lightest_word_live_skill`；课程论文/三线表国标 → `lightest_docx_cn_paper_skill`。

当用户只要在对话里快速展示趋势/占比示意、流程图、思维导图或交互 HTML 演示（输出 graph/vega-lite/html/mindmap/mermaid 代码块），且不需要 CSV 精确数字或研报 Exhibit 时使用。**触发**：对话里画图、graph、vega-lite、更好看的图表、mermaid、mindmap、流程图示意、HTML 演示块。**加载**：`skills_fetch(skill_ids=["chart_visualization_skill"])` → read `references/inline-formats.md`；fetch 后直接输出代码块。**勿用**：CSV Exhibit、研报精确数据图 → `lightest_data_viz_skill`；CSV/Excel→matplotlib → `lightest_data_viz_skill`；Typst 成稿 figure → `lightest_typst_report_skill`。

当用户要写或改 LaTeX（.tex）、套顶会/学位论文模板（NeurIPS/ICML/ICLR/ACL/CVPR/清北 thuthesis/pkuthss）、编译 PDF、Beamer/海报/BibTeX，或维护 main.tex 写作项目时使用；覆盖模板选型→main.tex→编译→read 验版。**触发**：.tex、LaTeX、顶会模板、毕业论文、Beamer、BibTeX、main.tex、pdflatex、xelatex。**加载**：`skills_fetch(skill_ids=["lightest_latex_skill"])` → read `references/writing-project-guide.md` 与任务相关 reference。**勿用**：Typst 研报 → `lightest_typst_report_skill`；润色 → `lightest_writing_skill`；HTML 拼页出 PDF → 禁止，走写作项目 + 本技能或 Typst。

当用户要解释、翻译展开或结构化总结学术文献正文（论文 PDF/研报段落）——如「解释这一页」「总结论文」「写摘要」「介绍这项研究」——时使用；两种模式见 reading-modes。**触发**：解释这一页、总结论文、论文摘要、分析正文、解释性翻译、六段式总结。**加载**：`skills_fetch(skill_ids=["literature_reading_skill"])` → read `references/reading-modes.md`。**勿用**：起草新稿 → `lightest_writing_skill`；查文献 → `academic_search`；参考文献查真/claim–citation 审计 → `citation_verification_skill`（开源 optional）。

当用户要把调研/行业/技术报告落成 Typst PDF、要双栏 preprint/IEEE 版式、三线表与 booktabs、Fletcher/CeTZ 架构流程图，或从 lightest-writing 定稿 prose 进入排版阶段时使用；覆盖 4 个 reference 的版式与可视化配方。**触发**：Typst 报告、调研 PDF、行业研报、双栏、三线表、架构图、流程图、IEEE、preprint、ilm、biz-report、prose 排版成稿。**加载**：`skills_fetch(skill_ids=["lightest_typst_report_skill"])` → 按阶段 read 四个 reference（见下文路由表）。**勿用**：仅 compile 报错 → `typst_writing_skill`；CSV/Excel→matplotlib Exhibit → `lightest_data_viz_skill`；HTML 拼页出 PDF → 禁止；正文润色 → `lightest_writing_skill`。

当用户要写或改 Typst 源文件（.typ）、维护含 main.typ 的写作项目、排查 Typst 编译报错、对章节做 apply_patch，或在 Typst 数学模式写公式时使用；覆盖写作项目创建、writing_compile_check 与 read 验版。**触发**：Typst、.typ、main.typ、编译失败、writing_compile_check、apply_patch、数学 $...$（禁止 LaTeX 反斜杠）。**加载**：`skills_fetch(skill_ids=["typst_writing_skill"])` → read `references/writing-project-guide.md`。**勿用**：研报双栏 / Fletcher / CeTZ / 三线表成稿 → `lightest_typst_report_skill`；报告正文润色 → 先 `lightest_writing_skill`；用户明确 LaTeX 顶会稿 → `lightest_latex_skill`。

当用户要「写东西」或「产出一份文稿/文档/PDF」——起草、续写、润色、humanize、报告/论文/研报/新闻/技术文档/邮件，或只说「生成 PDF、导出 PDF、出文档」而未提写作——时，须先加载本 skill 定体裁与文风（去 AI 味为 baseline）。**触发**：写作、起草、撰写、续写、润色、改写、报告、论文、研报、新闻稿、生成 PDF、导出 PDF、Nature、humanize、产业研究、赛道拆解。**加载**：`skills_fetch(skill_ids=["lightest_writing_skill"])` → `writing-router-and-workflow.md` → 按体裁 read genre / de-ai-baseline。**勿用**：.typ 语法编译 → `typst_writing_skill`；Typst 版式 → `lightest_typst_report_skill`；.tex 模板 → `lightest_latex_skill`；勿直接拼 HTML/MD 出正式 PDF；仅改几行代码、纯问答、不产出文稿 → 不用本 skill。

当用户要创建或校验 Excel（.xlsx/.xlsm/.csv）、做透视汇总、公式 QA、openpyxl/pandas 数据处理，且交付物须含 .xlsx 时使用。**触发**：Excel、.xlsx、透视表、openpyxl、pandas、电子表格公式、CSV 转 xlsx。**加载**：`skills_fetch(skill_ids=["lightest_xlsx_skill"])`。**勿用**：matplotlib 出图嵌报告 → `lightest_data_viz_skill`；快速对话趋势图 → `chart_visualization_skill`。

Create or redesign PowerPoint decks in a high-end editorial futuristic tech magazine style: ultra clean white background, subtle grid system, bold sans-serif typography, thin geometric lines, data-inspired layout, electric blue and graphite gray accents, large negative space, asymmetric composition, no shadows, flat design, sharp professional finish. Use for PPT, PPTX, slide design, deck design, ppt-master workflows, AI/product/engineering/strategy presentations, and tech editorial presentation systems.

Create or redesign PowerPoint decks in a high-end Japanese hand-drawn editorial style: warm off-white paper texture, delicate pencil or ink line illustration, thin uneven strokes, mostly monochrome line art with pale watercolor fills, clean Japanese-style light sans-serif typography, generous line spacing, asymmetric editorial composition, quiet human artistic refined simplicity. Use for PPT, PPTX, slide design, lifestyle magazine decks, brand storytelling, creative process, workspace, human-centered strategy, soft conceptual illustrations, and ppt-master workflows.

Create or redesign PowerPoint/PPTX decks in the user's Japanese editorial styles: (1) "Washi Paper & Soft Glow" with washi texture, indigo restraint, and warm minimalism; or (2) high-end Japanese lifestyle magazine style with stark white background, burnt orange accent, charcoal gray, structured grids, and asymmetric edge-pressed imagery. Use when the user asks for PPT design, slide decks, presentation styling, ppt-master integration, or warm/sharp minimalist business, humanities, brand story, or lifestyle editorial decks.

Create or redesign PowerPoint decks in a minimalist luxury high-end branding presentation style: soft beige background, warm neutral tones, elegant serif and sans-serif typography pairing, large margins, refined spacing, editorial layout, subtle line dividers, no heavy elements, clean calm premium aesthetic. Use for PPT, PPTX, slide design, brand strategy, luxury branding, premium proposals, founder decks, company profiles, editorial business presentations, and ppt-master workflows.

Create or redesign PowerPoint decks in a high-end editorial modern illustration style: clean white or light warm background with subtle texture, soft vector illustrations with refined details, abstract people/workflow/idea visuals, smooth shapes, layered composition, modern sans-serif hierarchy, asymmetric editorial layout, large negative space, flat plus slight gradient, soft light shadows, calm intelligent modern artistic feeling. Use for PPT, PPTX, slide design, illustrated business decks, product storytelling, strategy presentations, explainers, tech/lifestyle editorial decks, and ppt-master workflows.

Create or redesign PowerPoint/PPTX decks in a "Soft 3D / Claymorphism" style: minimalist professional presentation design with soft matte 3D geometric shapes, pastel beige/sage/warm-pink palette, airy clean layouts, soft shadows, high-end illustration feel, and sophisticated UI design. Use when the user asks for PPT design, slide decks, presentation styling, ppt-master integration, claymorphism, soft 3D, pastel professional decks, or modern airy business presentations.

AI-driven multi-format SVG content generation system. Converts source documents (PDF/DOCX/URL/Markdown) into high-quality SVG pages and exports to PPTX through multi-role collaboration. Use when user asks to "create PPT", "make presentation", "生成PPT", "做PPT", "制作演示文稿", or mentions "ppt-master".

Package investing analysis into a publishable financial-report style with institutional section flow, thesis framing, valuation context, catalysts, risks, tables, and financial charts. Use when an agent needs to turn existing research into a broker-style or professional finance report for equities, crypto, credit, commodities, portfolios, or macro topics, including chart-heavy outputs such as indicator charts, OHLCV charts, line charts, bar charts, pie charts, and comparison visuals, while keeping the result structured enough for an external docx, pdf, markdown, or spreadsheet skill to render final files.

Analyze companies and generate investment research for Chinese A-shares, HK stocks, and US stocks. Two output modes:(1) Tear Sheet — concise 3-5 page PDF. (2) Equity Report — in-depth ≥25 page PDF with financial model. Triggered by ANY company analysis request including:'analyze [company]', 'look into [stock]', 'what do you think of [company]', 'tell me about [stock]', 'research [company]', or explicit keywords:'tear sheet', 'one pager', 'deep dive', 'equity report', or any stock code (e.g., 600519.SH, 0700.HK, AAPL). When intent is ambiguous, ask the user whether they want a report or just a quick conversational answer.