Claude Skills by WILLOSCAR

Structured paragraph curation for C5: **select -> evaluate -> subset -> fuse**, so drafts converge instead of only expanding. **Trigger**: paragraph curator, curation, select evaluate fuse, paragraph selection, 选段, 评价, 融合, 收敛, 去冗余. **Use when**: you are in C5, `sections/*.md` exist, and the writing loop drifts toward 'longer by accumulation' (repetition, redundant paragraphs, weak synthesis). **Skip if**: evidence packs are thin / `evidence-selfloop` is BLOCKED; or you are pre-C2 (NO PROSE). ...

Bind papers to chapter-level sections first, writing `outline/section_bindings.jsonl` and `outline/section_binding_report.md`. **Trigger**: section bindings, chapter bindings, section-first binding, 章节绑定, 章级绑定. **Use when**: survey structure should measure chapter saturation before stable H3 decomposition. **Skip if**: chapter skeleton is missing or the bindings are already refined. **Network**: none. **Guardrail**: NO PROSE; do not invent papers; produce auditable PASS/BLOCKED/REROUTE signals.

Build chapter-level briefs (`outline/section_briefs.jsonl`) from chapter skeleton plus section bindings before stable H3 decomposition. **Trigger**: section briefs, chapter planning cards, section-first briefs, 章节 brief, 章级 brief. **Use when**: section bindings exist and the run needs chapter-level rationale and decomposition guidance before emitting stable H3 ids. **Skip if**: `outline/section_briefs.jsonl` already exists and is refined. **Network**: none. **Guardrail**: NO PROSE; do not inv...

Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts. **Trigger**: source ingest, ingest sources, normalize tutorial sources, 网页抽取, 资料归一化. **Use when**: `source-tutorial` 的 C1，需要把 `sources/manifest.yml` 中的网页/PDF/repo/docs 变成可追溯文本。 **Skip if**: source manifest 还没定，或来源尚未确认。 **Network**: required for remote URLs. **Guardrail**: 只把成功抽取的内容当作有效 source；失败来源必须落盘记录，不能默默忽略。

Build or validate the source manifest for the source-tutorial pipeline from user-provided URLs/files. **Trigger**: source manifest, sources list, tutorial sources, url list, 资料清单, 教程来源. **Use when**: `source-tutorial` 的 C1，需要把多源输入落成统一的 `sources/manifest.yml`，并在内容不完整时显式阻塞。 **Skip if**: 已经有完整且经过确认的 `sources/manifest.yml`。 **Network**: none. **Guardrail**: 不要伪造来源；manifest 不完整时应返回 BLOCKED，而不是假装完成。

Use when a `source-tutorial` workspace has ingested sources and needs a grounded tutorial contract before structure planning. **Trigger**: source tutorial spec, tutorial from sources, learner profile, 教程规格, 从资料生成教程. **Use when**: `source-tutorial` 的 C2，需要根据 `sources/index.jsonl` / `sources/provenance.jsonl` 锁定 audience、prerequisites、learning objectives、source scope 和 running example policy。 **Skip if**: source ingest 还没完成，或 tutorial scope 已被人工冻结。 **Network**: none. **Guardrail**: 不要发明 sources...

Use when approved tutorial context packs exist and the run needs the final article-first tutorial deliverable. **Trigger**: source tutorial writer, tutorial drafting, 教程正文, 从资料写教程. **Use when**: `source-tutorial` 的 C3，`outline/tutorial_context_packs.jsonl` 已就绪，且 `DECISIONS.md` 已勾选 `Approve C2`。 **Skip if**: C2 未批准，或 context packs 还没准备好。 **Network**: none. **Guardrail**: 正文必须 reader-first，但不能写出 sources 没支持的内容。

围绕毕业论文主线重构章节：把原论文式叙事改成学位论文式叙事，重写章节目标、内容比重、前后承接与论证方式。 **Trigger**: 章节重构, chapter reconstructor, 毕业论文主线重构, paper 变 thesis, 章节改写. **Use when**: 你已经知道每份材料在毕业论文中的角色，但当前章节仍然像原论文翻译、拼接或卖点展示。 **Skip if**: 当前只是做局部句子润色，或章节角色尚未确定。 **Network**: none. **Guardrail**: 不是翻译论文；不是简单删减；必须围绕毕业论文主线重写章节目标与承接关系。

为中文毕业论文补强并核验引用：找出必须有引文支撑的句子，扩展候选文献，检查引用与论断是否匹配，并回写参考文献与正文引用。 **Trigger**: 引用补强, citation enhance, 文献补充, 引用核验, 毕业论文参考文献检查. **Use when**: 正文已有一定稳定度，需要系统补足背景、定义、对照工作和关键结论的引用支撑，并检查是否存在误引或漏引。 **Skip if**: 还没有稳定正文，或当前仅在做早期结构重构。 **Network**: optional. **Guardrail**: 不为了堆引用而堆引用；引用必须与论断匹配；先补对，再补多。

对中文毕业论文进行编译、warning 分级、模板模式检查、数据与引用复查，并把问题回写成可继续迭代的 review checklist。 **Trigger**: 毕业论文编译检查, thesis compile review, warning 分级, 终稿复查, main.pdf 检查. **Use when**: 论文已经回写到 TeX 交付层，需要确认是否真正达到“可提交”的质量，而不是只做到能编译。 **Skip if**: 还处于中间层重构阶段，`chapters/*.tex` 尚未形成稳定交付稿。 **Network**: none. **Guardrail**: 不在这里重构章节主线；如果发现结构问题，明确回退到上游修复。

同步中文毕业论文的非正文部分：摘要、附录、封面、成果、致谢、名单等，确保这些部分与正文口径一致，而不是最后临时补写。 **Trigger**: 摘要同步, frontmatter sync, 附录同步, 封面检查, 非正文维护, 毕业论文摘要. **Use when**: 正文结构已经比较稳定，需要并行维护非正文部分，避免中英文摘要、封面字段、附录和成果列表与正文脱节。 **Skip if**: 正文主线还不稳定，或者还没有任何可交付版本。 **Network**: none. **Guardrail**: 不把非正文拖到最后一刻；不让摘要、附录与正文口径脱节。

在 Markdown 中间层统一毕业论文的主线、术语、符号、指标、图表口径与章节边界，让整篇论文先在中间层收敛成“一篇论文”。 **Trigger**: markdown 对齐, thesis markdown align, 术语统一, 符号统一, 指标统一, 章节归并. **Use when**: 各章已经初步重构，但整篇论文仍有术语漂移、指标口径不一致、章节边界混乱或像多篇 paper 拼接。 **Skip if**: 章节角色还没定，或当前只是在局部修一章。 **Network**: none. **Guardrail**: 不在这里回写 tex；先收敛中间层，再进入交付层。

维护中文毕业论文的 `codex_md/question_list.md`：把本轮问题、边界、优先级、协作方案和验收口径结构化，作为整条 thesis pipeline 的控制面。 **Trigger**: 毕业论文问题清单, thesis question list, 论文修改清单, 本轮目标, 结构问题梳理, review问题整理. **Use when**: 你已经有一批材料或上一轮 review 结果，需要明确这一轮到底修什么、不修什么，并给后续重构与编译复查提供统一入口。 **Skip if**: 当前只是在做一次性局部措辞修改，且没有形成新一轮结构/证据/编译问题。 **Network**: none. **Guardrail**: 不在这里写正文；不把问题单写成长篇散文；每条问题必须可执行、可验收。

将中文毕业论文已有材料映射到“毕业论文角色”：把论文、模板、Overleaf 源稿、PDF、图表和实验材料按章节角色、研究问题和证据用途重新归位。 **Trigger**: 毕业论文材料映射, source role map, paper to chapter, 章节角色映射, 论文归章, 材料归位. **Use when**: 已经完成材料盘点，需要决定各份材料在毕业论文里扮演什么角色，而不是继续按原 paper 叙事直接写。 **Skip if**: 当前只是在修一个已经稳定的单章措辞，且没有新的来源材料进入。 **Network**: none. **Guardrail**: 不是做翻译；不是简单 `paper -> chapter` 分桶；必须显式说明“在毕业论文里的角色”。

对中文毕业论文做最终润色与去 AI 味：重点处理章首导言、章末小结、贡献描述、总结与展望中的模板腔、宣传腔与 AI 口癖。 **Trigger**: 论文润色, thesis style polish, 去 AI 味, 中文论文风格统一, 章首导言润色, 总结展望润色. **Use when**: 结构、证据、数据和编译已经基本稳定，需要做最后一轮中文学位论文风格收口。 **Skip if**: 正文结构还在大改，或关键引用 / 数字 / 图表还没稳定。 **Network**: none. **Guardrail**: 不用润色掩盖结构问题；不引入新事实；先去模板腔，再做措辞提升。

把已经在 Markdown 中间层收敛的中文毕业论文内容回写到 `chapters/*.tex` 与相关交付层文件，保持结构、图表、公式、交叉引用与章节承接一致。 **Trigger**: tex 回写, thesis tex writeback, md 回 tex, 章节回写, 论文交付层同步. **Use when**: 章节主线、术语、符号和图表计划已经在 Markdown 层基本稳定，需要进入 TeX 交付层。 **Skip if**: 结构还没稳定，或者仍在章级重构阶段。 **Network**: none. **Guardrail**: 不在这里重新发明结构；优先把结构问题回到 Markdown 层处理；TeX 层负责交付而非重新思考。

规划中文毕业论文的图表、流程图和版面节奏：先决定哪些图表支撑主线，再做草图、拼版预演与图文映射。 **Trigger**: 图表规划, figure layout, thesis visual plan, 版面预演, 图文映射, mermaid 草图. **Use when**: 章节结构基本明确，但图表还没有系统安排，或者担心图文节奏、图表密度和版面结构失控。 **Skip if**: 论文不依赖图表支撑主线，或仍在纯结构重构早期。 **Network**: none. **Guardrail**: 不把图表拖成最后补丁；不先排版再倒推结构；图表服务主线而不是抢主线。

初始化中文毕业论文工作区：检查学校模板与已有材料的放置位置，明确提示当前还缺什么，建立 `codex_md/` / `claude_md/` / `tmp_layout*/` 等中间层目录，并生成材料盘点与初始工作文件。 **Trigger**: 毕业论文初始化, thesis workspace, 中文毕业论文准备, 模板归位, 材料盘点, 初始化论文工程. **Use when**: 你要开始一条毕业论文重构流程，手头已经有学校模板、旧 `tex`、PDF、Overleaf 源稿、bib 或图表材料，需要先把工程和中间层搭起来。 **Skip if**: 工作区已经稳定，且 `codex_md/material_index.md`、`codex_md/question_list.md`、`codex_md/00_thesis_outline.md` 都已存在并在使用。 **Network**: none. **Guardrail**: 不改正文内容；不把 `chapters/` 当思考区；不在 repo root 散落毕业论文工件。

Use when module planning and source coverage are done and the run needs writer-ready per-module packs. **Trigger**: tutorial context pack, module pack, writer pack, 教程上下文包, 模块写作包. **Use when**: `source-tutorial` 的 C2，已有 module plan + source coverage，需要组织成稳定写作输入。 **Skip if**: module/source coverage 还没完成。 **Network**: none. **Guardrail**: 只整理上下文，不直接写教程正文。

Run a tutorial-specific quality gate and write a PASS/FAIL report for the final tutorial deliverable. **Trigger**: tutorial self-loop, tutorial quality gate, tutorial pass/fail, 教程自循环, 教程质量门. **Use when**: `source-tutorial` 的 C3，已经有 `output/TUTORIAL.md`，想在交付前确认它满足教程合同而不是普通长文。 **Skip if**: 还没有 tutorial 正文。 **Network**: none. **Guardrail**: 报告缺口时不要发明内容；把失败清楚地路由回 tutorial 写作阶段。

Internal template for creating or refactoring a skill into the repository's reference-first shape. **Trigger**: reference-first template, blueprint skill, create a reusable skill, refactor a script-heavy skill. **Use when**: you need a lean `SKILL.md`, explicit `references/`, machine-readable `assets/`, and a minimal deterministic `run.py`. **Skip if**: the task is a one-off workflow that will not be reused as a skill. **Network**: none. **Guardrail**: keep domain knowledge and writing exempl...

Compile the Beamer tutorial deck and write a build report. **Trigger**: beamer compile, slides compile, tutorial slides pdf, 编译幻灯片, beamer pdf. **Use when**: `source-tutorial` 的 C4，已有 `latex/slides/main.tex`，需要输出 `latex/slides/main.pdf` 和编译报告。 **Skip if**: slides scaffold 还没完成。 **Network**: none. **Guardrail**: 编译失败也要落盘可读报告，不能只返回报错。

Generate a Beamer slide deck from the final tutorial and approved module structure. **Trigger**: beamer scaffold, slides from tutorial, tutorial slides, 生成 beamer, 教程幻灯片. **Use when**: `source-tutorial` 的 C4，需要把 `output/TUTORIAL.md` 转成可编译的 `latex/slides/main.tex`。 **Skip if**: 还没有 tutorial 正文。 **Network**: none. **Guardrail**: slides 不能只是机械 heading dump；必须保持模块对齐并适合讲授/轻量自学。

Build a retrieval-informed chapter skeleton (`outline/chapter_skeleton.yml`) from taxonomy/core scope before stable H3 decomposition. **Trigger**: chapter skeleton, chapter-level outline, H2 skeleton, section-first survey, 章节骨架, 章级骨架. **Use when**: survey structure should stabilize chapter-level intent before subsection mapping and writing cards. **Skip if**: `outline/chapter_skeleton.yml` already exists and is refined. **Network**: none. **Guardrail**: NO PROSE; do not invent papers; keep ou...

Use when a reader-facing deliverable exists and needs a deterministic PASS/FAIL quality gate. **Trigger**: self loop, self-loop, polish deliverable, quality gate, fix-on-fail, 收敛, 自循环, 质量门. **Use when**: A pipeline has produced a reader-facing deliverable (`output/*.md`) and you want deterministic convergence to PASS. **Skip if**: You are still pre-approval for prose or the upstream evidence/structure artifacts are missing. **Network**: none. **Guardrail**: Do not invent papers/citations/resu...

Record a human sign-off at a declared checkpoint (tick `Approve C*` in `DECISIONS.md`) so the pipeline can resume. **Trigger**: approve checkpoint, human approval, sign off, HITL, Approve C2, 审批, 签字, 人类检查点. **Use when**: A unit has `owner=HUMAN` and is BLOCKED waiting for a checkbox in `DECISIONS.md`. **Skip if**: The approval is already recorded (the checkbox is ticked). **Network**: none. **Guardrail**: Do not modify any content artifacts; only update `DECISIONS.md` (and optionally append a...

Lock an ideation run into a single-source-of-truth brainstorm brief (`output/trace/IDEA_BRIEF.md`) and a replayable multi-query plan (`queries.md`). **Trigger**: idea brief, ideation brief, research ideas, brainstorm, 找 idea, 选题, 点子, 找方向. **Use when**: the user wants research ideas and their input is long / multi-turn; you need to clarify topic + constraints before retrieval. **Skip if**: the goal is to write a survey draft directly (use `arxiv-survey*` pipelines instead). **Network**: none. ...

Generate a compact pool of discussion-worthy research directions from the signal table, writing `output/trace/IDEA_DIRECTION_POOL.md`. **Trigger**: idea direction pool, brainstorm directions, research directions, 研究方向池, brainstorm pool. **Use when**: you already have a signal table and want a small, non-isomorphic set of candidate directions. **Skip if**: `output/trace/IDEA_DIRECTION_POOL.md` already exists and is refined. **Network**: none. **Guardrail**: no invented papers; directions must ...

Synthesize the shortlist into a discussion-ready research idea brainstorm memo, writing `output/REPORT.md`, `output/APPENDIX.md`, and `output/REPORT.json`. **Trigger**: idea memo, brainstorm memo, research direction memo, report md, 研究备忘录, brainstorm report. **Use when**: the shortlist exists and you want the final reader-facing brainstorm deliverable for PI / PhD discussion. **Skip if**: you only need an internal shortlist and do not want a final memo. **Network**: none. **Guardrail**: do no...

Screen the direction pool with a discussion-first scoring pass, writing `output/trace/IDEA_SCREENING_TABLE.md`. **Trigger**: idea screener, screening table, brainstorm screening, 方向筛选表. **Use when**: you already have a direction pool and want a table-first comparison before curating the shortlist. **Skip if**: the direction pool is still missing or obviously templated. **Network**: none. **Guardrail**: no invented papers; scoring should reflect discussion value and distinctness, not stylistic...

Converge the screened direction pool into a small, discussion-ready shortlist, writing `output/trace/IDEA_SHORTLIST.md`. **Trigger**: idea shortlist, shortlist directions, brainstorm shortlist, 方向 shortlist. **Use when**: you already have a direction pool and screening table and want the strongest 3-5 directions for the final memo. **Skip if**: you need more direction generation first. **Network**: none. **Guardrail**: no invented papers; keep the shortlist discussion-ready rather than execut...

Map paper notes + taxonomy into a signal table of tensions, missing pieces, and promising academic axes for brainstorm discussion. Writes `output/trace/IDEA_SIGNAL_TABLE.md`. **Trigger**: idea signal table, brainstorm signals, research tensions, signal map, 研究信号表, tension map. **Use when**: you have a core set, a taxonomy, and paper notes, and need a table-first bridge from literature evidence to possible directions. **Skip if**: `output/trace/IDEA_SIGNAL_TABLE.md` already exists and is refin...

Use when `paper-review` needs a canonical manuscript text artifact before claim extraction. **Trigger**: ingest paper, manuscript text, provide paper, paper.md, 输入论文, 导入稿件, 审稿输入. **Use when**: You are running the `paper-review` pipeline and need `output/PAPER.md` before `claims-extractor`. **Skip if**: `output/PAPER.md` already exists and looks like the full manuscript text. **Network**: none. **Guardrail**: Do not summarize or rewrite the paper; store the raw text (or a faithful extraction) ...

Use when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose. **Trigger**: module coverage, source coverage, tutorial grounding, 模块覆盖, 来源覆盖. **Use when**: `source-tutorial` 的 C2，已有 `outline/module_plan.yml`，需要确认每个模块都能回指到 sources。 **Skip if**: module plan 或 source ingest 不完整。 **Network**: none. **Guardrail**: 只做 grounding audit，不写教程正文。

Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope evidence and existing citation keys. **Trigger**: appendix tables, publishable tables, survey tables, reader tables, 附录表格, 可发表表格, 综述表格. **Use when**: you have C4 artifacts (evidence packs + anchor sheet + citations) and want tables that look like a real survey (not internal logs). **Skip if**: `outline/tables_appendix.md` already exists and is refined (>=2 tables; citation-backed...

Argument self-loop: maintain an argument ledger + premise consistency report for drafted sections. **Trigger**: argument self-loop, argument chain, premise consistency, section self-check, paragraph contract, 论证自循环, 论证链路, 前提一致性, 段落论证动作. **Use when**: you are in C5 (PROSE allowed), `sections/*.md` exist, and you want to prevent “smooth but hollow” writing by enforcing argument moves + premise hygiene before merge. **Skip if**: you are pre-C2 (NO PROSE), or evidence packs are scaffolded/thin (r...

Retrieve paper metadata from arXiv using keyword queries and save results as JSONL (`papers/papers_raw.jsonl`). **Trigger**: arXiv, arxiv, paper search, metadata retrieval, 文献检索, 论文检索, 拉取元数据, 离线导入. **Use when**: 需要一个初始论文集合（survey/snapshot 的 Stage C1），来源为 arXiv（在线检索或离线导入 export）。 **Skip if**: 已经有可用的 `papers/papers_raw.jsonl`，或数据源不是 arXiv。 **Network**: 在线检索需要网络；离线 `--input <export.*>` 不需要网络。 **Guardrail**: 只做 metadata；不要在 `output/` 写长 prose。

Add bias/risk-of-bias assessment fields to an extraction table and populate them consistently. **Trigger**: bias, risk-of-bias, RoB, evidence quality, 偏倚评估, 证据质量. **Use when**: systematic review 已生成 `papers/extraction_table.csv`，需要在 synthesis 前补齐偏倚/质量字段。 **Skip if**: 不是 systematic review，或还没有 `papers/extraction_table.csv`。 **Network**: none. **Guardrail**: 使用简单可复核刻度（low/unclear/high）+ 简短 notes；保持字段一致性。

Write H2 chapter lead blocks (`sections/S<sec_id>_lead.md`) that preview the chapter\x27s comparison lens and connect its H3 subsections, without adding new facts. **Trigger**: chapter lead writer, section lead writer, H2 lead, lead paragraph, 章节导读, 章节导语. **Use when**: you have H2 chapters with multiple H3 subsections and the draft reads like \"paragraph islands\" across subsections. **Skip if**: the outline has no H3 subsections, or `outline/chapter_briefs.jsonl` is missing (build briefs fir...

Apply a `citation-diversifier` budget report by injecting *in-scope* citations into an existing draft (NO NEW FACTS), so the run passes the global unique-citation gate without citation dumps. **Trigger**: citation injector, apply citation budget, inject citations, add citations safely, 引用注入, 按预算加引用, 引用增密. **Use when**: `output/CITATION_BUDGET_REPORT.md` exists and you need to raise *global* unique citations (or reduce over-reuse) before `draft-polisher` / `pipeline-auditor`. **Skip if**: you ...

Extract key claims, contributions, and assumptions from a paper/manuscript into `output/CLAIMS.md` with traceability to source locations. **Trigger**: claims extractor, extract claims, contributions, assumptions, peer review, 审稿, 主张提取. **Use when**: 审稿/评审或 evidence audit，需要把主张列表落盘并可追溯到原文位置（section/page/quote）。 **Skip if**: 没有可用的稿件/全文（例如缺少 `output/PAPER.md` 或等价文本）。 **Network**: none. **Guardrail**: 每条 claim 必须带可定位的 source pointer；区分 empirical vs conceptual claims。

Build a concept graph (nodes + prerequisite edges) from a tutorial spec, saving as `outline/concept_graph.yml`. **Trigger**: concept graph, prerequisite graph, dependency graph, 概念图, 先修关系. **Use when**: tutorial pipeline 的结构阶段（C2），需要把教程知识点拆成可排序的依赖图（在写教程 prose 前）。 **Skip if**: 还没有 tutorial spec（例如缺少 `output/TUTORIAL_SPEC.md`）。 **Network**: none. **Guardrail**: 只做结构；避免写长 prose 段落。

Dedupe and rank a raw paper set (`papers/papers_raw.jsonl`) to produce `papers/papers_dedup.jsonl` and `papers/core_set.csv`. **Trigger**: dedupe, rank, core set, 去重, 排序, 精选论文, 核心集合. **Use when**: 检索后需要把广覆盖集合收敛成可管理的 core set（用于 taxonomy/outline/mapping）。 **Skip if**: 已经有人手工整理了稳定的 `papers/core_set.csv`（无需再次 churn）。 **Network**: none. **Guardrail**: 偏 deterministic；输出应可重复（稳定 paper_id、字段规范）。

Audit-style editing pass for `output/DRAFT.md`: remove template boilerplate, improve coherence, and enforce citation anchoring. **Trigger**: polish draft, de-template, coherence pass, remove boilerplate, 润色, 去套话, 去重复, 统一术语. **Use when**: a first-pass draft exists but reads like scaffolding (repetition/ellipsis/template phrases) or needs a coherence pass before global review/LaTeX. **Skip if**: the draft already reads human-grade and passes quality gates; or prose is not approved in `DECISIONS...

Audit and rewrite evaluation/numeric claims to ensure they carry minimal protocol context (task + metric + constraint) and avoid underspecified model naming. **Trigger**: evaluation anchor checker, numeric claim hygiene, underspecified numbers, protocol context, 评测锚点检查, 数字断言, 指标上下文. **Use when**: before final merge/polish, or when reviewers would likely flag claims as underspecified (numbers without task/metric/budget), or `pipeline-auditor` warns about suspicious model naming. **Skip if**: e...

Audit the evidence supporting each claim and write gaps/concerns into `output/MISSING_EVIDENCE.md`. **Trigger**: evidence audit, missing evidence, unsupported claims, 审稿证据审计, 证据缺口. **Use when**: peer review 流程中，需要逐条检查 claim 的证据链、缺 baseline、评测薄弱点。 **Skip if**: 缺少 claims 输入（例如还没有 `output/CLAIMS.md`）。 **Network**: none. **Guardrail**: 只写“缺口/风险/下一步验证”，不要替作者补写论述或引入新主张。

Create per-subsection evidence packs (NO PROSE): claim candidates, concrete comparisons, evaluation protocol, limitations, plus citation-backed evidence snippets with provenance. **Trigger**: evidence draft, evidence pack, claim candidates, concrete comparisons, evidence snippets, provenance, 证据草稿, 证据包, 可引用事实. **Use when**: `outline/subsection_briefs.jsonl` exists and you want evidence-first section drafting where every paragraph can be backed by traceable citations/snippets. **Skip if**: `ou...

Add exercises to each tutorial module (inputs, expected outputs, verification steps) and update `outline/module_plan.yml`. **Trigger**: exercises, practice, verification checklist, 教程练习, 可验证作业. **Use when**: 已有模块计划（`outline/module_plan.yml`），需要为每个模块补齐至少 1 个可验证练习以形成 teaching loop。 **Skip if**: 还没有 module plan（先跑 `module-planner`）。 **Network**: none. **Guardrail**: 每个练习必须包含 expected output + verification steps；避免只给“思考题”无验收。

Extract study data into a structured table (`papers/extraction_table.csv`) using the protocol’s extraction schema. **Trigger**: extraction form, extraction table, data extraction, 信息提取, 提取表. **Use when**: systematic review 在 screening 后进入 extraction（C3），需要把纳入论文按字段落到 CSV 以支持后续 synthesis。 **Skip if**: 还没有 `papers/screening_log.csv` 或 protocol 未锁定。 **Network**: none. **Guardrail**: 严格按 schema 填字段；不要在此阶段写 narrative synthesis（那是 `synthesis-writer`）。

Write the survey\x27s front matter files (Abstract, Introduction, Related Work, Discussion, Conclusion) in paper voice, with high citation density and a single evidence-policy paragraph. **Trigger**: front matter writer, introduction writer, related work writer, abstract writer, discussion writer, conclusion writer, 引言, 相关工作, 摘要, 讨论, 结论. **Use when**: you are in C5 (prose allowed) and need the paper-like \"shell\" to stop the draft reading like stitched subsections. **Skip if**: `Approve C2` ...