ReddRadar
Topic: tools
135 skills in this topic.
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terminology-normalizer
Normalize terminology across a draft (canonical terms + synonym policy) without changing citations or meaning.
**Trigger**: terminology, glossary, consistent terms, 术语统一, 统一叫法, 术语表.
**Use when**: the draft has concept drift (same thing called 2–3 names) or global-review flags terminology inconsistency.
**Skip if**: you are still changing the outline/taxonomy heavily (do that first).
**Network**: none.
**Guardrail**: do not add/remove citation keys; do not introduce new claims; avoid moving citations across subsections.
WILLOSCAR/research-units-pipeline-skills 377
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agent-survey-corpus
Download a small corpus of open-access arXiv survey/review PDFs about LLM agents and extract text for style learning.
**Trigger**: agent survey corpus, ref corpus, download surveys, 学习综述写法, 下载 survey.
**Use when**: you want to study how real agent surveys structure sections (6–8 H2), size subsections, and write evidence-backed comparisons.
**Skip if**: you cannot download PDFs (no network) or you don't want local PDF files.
**Network**: required.
**Guardrail**: only download arXiv PDFs; store under `ref/` and keep large files out of git.
WILLOSCAR/research-units-pipeline-skills 377
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anchor-sheet
Extract per-subsection “anchor facts” (NO PROSE) from evidence packs so the writer is forced to include concrete numbers/benchmarks/limitations instead of generic summaries.
**Trigger**: anchor sheet, anchor facts, numeric anchors, evidence hooks, 写作锚点, 数字锚点, 证据钩子.
**Use when**: `outline/evidence_drafts.jsonl` exists and you want stronger, evidence-anchored writing in `sections/*.md`.
**Skip if**: evidence packs are incomplete (fix `evidence-draft` first).
**Network**: none.
**Guardrail**: NO PROSE; do not invent facts; only select from existing evidence snippets/highlights.
WILLOSCAR/research-units-pipeline-skills 377
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unit-planner
Instantiate or update a workspace `UNITS.csv` from a selected pipeline and units template (deps/checkpoints/acceptance).
**Trigger**: unit planner, generate UNITS.csv, execution contract, units template, 生成工作单元.
**Use when**: 初始化/更新执行合同：从 pipeline 选择生成 `UNITS.csv`，或 scope 扩展需要新增 units/依赖。
**Skip if**: `UNITS.csv` 已正确反映当前 scope（无需重写）。
**Network**: none.
**Guardrail**: 保持 CSV 合法；scope 增长时新增 units；只在满足验收后标 `DONE`。
WILLOSCAR/research-units-pipeline-skills 377
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thesis-citation-enhance-review
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。
WILLOSCAR/research-units-pipeline-skills 377
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chapter-briefs
Build per-chapter (H2) writing briefs (NO PROSE) so the final survey reads like a paper (chapter leads + cross-H3 coherence) without inflating the ToC.
**Trigger**: chapter briefs, H2 briefs, chapter lead plan, section intent, 章节意图, 章节导读, H2 卡片.
**Use when**: `outline/outline.yml` + `outline/subsection_briefs.jsonl` exist and you want thicker chapters (fewer headings, more logic).
**Skip if**: the outline is still changing heavily (fix outline/mapping first).
**Network**: none.
**Guardrail**: NO PROSE; do not invent papers; only reference subsection ids and already-mapped papers.
WILLOSCAR/research-units-pipeline-skills 377
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chapter-lead-writer
Write H2 chapter lead blocks (`sections/S<sec_id>_lead.md`) that preview the chapter's 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.
**Network**: none.
**Guardrail**: no new facts/citations; no headings; no narration templates; use only citation keys present in `citations/ref.bib`.
WILLOSCAR/research-units-pipeline-skills 377
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chapter-skeleton
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 output chapter-level only.
WILLOSCAR/research-units-pipeline-skills 377
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workspace-init
Initialize a new workspace by copying the standard artifact template (STATUS.md, CHECKPOINTS.md, UNITS.csv, DECISIONS.md + folders).
**Trigger**: workspace init, initialize workspace, workspace template, 初始化 workspace.
**Use when**: 启动任何 pipeline run（必须先有 workspace 工件与目录骨架）。
**Skip if**: workspace 已初始化且不希望覆盖既有文件（除非显式 `--overwrite`）。
**Network**: none.
**Guardrail**: 不要修改 `.codex/skills/workspace-init/assets/` 模板；默认不覆盖已有文件。
WILLOSCAR/research-units-pipeline-skills 377
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thesis-chapter-reconstructor
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。
WILLOSCAR/research-units-pipeline-skills 377
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claim-matrix-rewriter
Rewrite `outline/claim_evidence_matrix.md` as a projection/index of evidence packs (NO PROSE), so claims/axes are driven by `outline/evidence_drafts.jsonl` rather than outline placeholders.
**Trigger**: claim matrix rewriter, rewrite claim-evidence matrix, evidence-first claim matrix, matrix index, 证据矩阵重写, 从证据包生成矩阵.
**Use when**: `outline/subsection_briefs.jsonl` + `outline/evidence_drafts.jsonl` are ready and you want a clean claim→evidence index for QA/writing.
**Skip if**: `outline/claim_evidence_matrix.md` is already refined and consistent with evidence packs.
**Network**: none.
**Guardrail**: NO PROSE; do not invent facts; only cite keys present in `citations/ref.bib`; if evidence is abstract/title-only, claims must be provisional.
WILLOSCAR/research-units-pipeline-skills 377
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claims-extractor
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。
WILLOSCAR/research-units-pipeline-skills 377
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concept-graph
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。
WILLOSCAR/research-units-pipeline-skills 377
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outline-budgeter
Merge/simplify an over-fragmented outline to hit a paper-like section budget (NO PROSE): target final ToC ~6–8 H2, fewer thicker H3.
**Trigger**: outline budget, merge sections, too many sections, H3 explosion, 大纲预算, 合并小节, 大纲太碎.
**Use when**: `outline/outline.yml` exists but would produce thin sections (too many H2/H3); before (or immediately after) `section-mapper`.
**Skip if**: outline is already within budget and approved; or you are already drafting prose.
**Network**: none.
**Guardrail**: NO PROSE; do not invent new topics; keep scope consistent; if you change section ids, you must reset mapping.
WILLOSCAR/research-units-pipeline-skills 377
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evidence-binder
Bind addressable evidence IDs from `papers/evidence_bank.jsonl` to each subsection (H3), producing `outline/evidence_bindings.jsonl`.
**Trigger**: evidence binder, evidence plan, section->evidence mapping, 证据绑定, evidence_id.
**Use when**: `papers/evidence_bank.jsonl` exists and you want writer/auditor to use section-scoped evidence items (WebWeaver-style memory bank).
**Skip if**: you are not doing evidence-first section-by-section writing.
**Network**: none.
**Guardrail**: NO PROSE; do not invent evidence; only select from the existing evidence bank.
WILLOSCAR/research-units-pipeline-skills 377
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evidence-draft
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**: `outline/evidence_drafts.jsonl` already exists and is refined (no placeholders; >=4 grounded comparisons per subsection in survey mode; `blocking_missing` empty).
**Network**: none (richer evidence improves with abstracts/fulltext).
**Guardrail**: NO PROSE; do not invent facts; only use citation keys that exist in `citations/ref.bib`.
WILLOSCAR/research-units-pipeline-skills 377
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evidence-selfloop
Evidence self-loop for surveys: read evidence bindings + evidence packs, then write an actionable upstream TODO plan (which stage/skill to fix) before writing more prose.
Writes `output/EVIDENCE_SELFLOOP_TODO.md`.
**Trigger**: evidence self-loop, evidence loop, evidence gaps, binding gaps, blocking_missing, 证据自循环, 证据缺口回路.
**Use when**: C4 outputs exist (`outline/evidence_bindings.jsonl`, `outline/evidence_drafts.jsonl`) but writing looks hollow or C5 is BLOCKED due to thin evidence.
**Skip if**: you are still pre-C3 (no notes/evidence bank yet), or you want to draft anyway and accept a lower evidence bar.
**Network**: none.
**Guardrail**: analysis-only; do not edit evidence/writing artifacts; do not invent facts/citations; only write the TODO report.
WILLOSCAR/research-units-pipeline-skills 377
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human-checkpoint
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 short sign-off note).
WILLOSCAR/research-units-pipeline-skills 377
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idea-brief
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.
**Guardrail**: do not invent papers/citations; do not start retrieval here; keep the brief structured (no long prose).
WILLOSCAR/research-units-pipeline-skills 377
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idea-direction-generator
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 stay anchored to the current signal table and core set.
WILLOSCAR/research-units-pipeline-skills 377
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thesis-visual-layout-planner
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。
WILLOSCAR/research-units-pipeline-skills 377
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latex-compile-qa
Compile a LaTeX project and run basic QA (missing refs, bib errors, broken citations), producing `latex/main.pdf` and a build report.
**Trigger**: latex compile, build PDF, LaTeX errors, missing refs, 编译PDF, 引用错误.
**Use when**: 已有 `latex/main.tex`（通常来自 `latex-scaffold`），需要确认可编译并输出失败原因报告。
**Skip if**: 还没有 LaTeX scaffold（先跑 `latex-scaffold`）。
**Network**: none.
**Guardrail**: 编译失败也要落盘 `output/LATEX_BUILD_REPORT.md`；不做“内容改写”，只做编译/QA。
WILLOSCAR/research-units-pipeline-skills 377
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latex-scaffold
Scaffold a LaTeX project (`latex/main.tex`, bibliography wiring, structure) from an existing Markdown draft and `citations/ref.bib`.
**Trigger**: latex scaffold, md→tex, LaTeX 项目骨架, 生成 main.tex.
**Use when**: 需要 LaTeX/PDF 交付（例如 arxiv-survey-latex pipeline），且 draft 已生成/已进入写作阶段。
**Skip if**: 还没有 `output/DRAFT.md`（或你不需要 LaTeX 交付）。
**Network**: none.
**Guardrail**: 移除 markdown 残留（`##`, `**`, `[@...]`）；bibliography 指向 `citations/ref.bib`；不在此步骤改写内容。
WILLOSCAR/research-units-pipeline-skills 377
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limitation-weaver
Rewrite limitation passages so the paper keeps limitations without falling into count-based slot phrases (e.g., \"Two limitations…\") across many H3s.
**Trigger**: limitation weaver, rewrite limitations, remove two limitations, 去Two limitations, 局限改写, caveat rewrite.
**Use when**: `writer-selfloop` is PASS but flags repeated count-based limitation openers in `output/WRITER_SELFLOOP_TODO.md`, or multiple H3s share the same limitation cadence.
**Skip if**: the limitation is evidence-missing (route upstream), or you are pre-C2 (NO PROSE).
**Network**: none.
**Guardrail**: do not invent facts; do not add/remove/move citation keys; do not delete subsection-specific limitations; keep claim→evidence anchoring intact.
WILLOSCAR/research-units-pipeline-skills 377