chanw-research
- 90 skills
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- 6 hours ago last updated
- ▌ Figure Spec · chanw-researchGenerate deterministic publication-quality architecture, workflow, and pipeline diagrams from structured JSON (FigureSpec) into editable SVG. Use when user says "架构图", "workflow 图", "pipeline 图", "确定性矢量图", "figure spec", "draw architecture", or needs precise, editable, publication-ready vector diagrams. Preferred over AI illustration for formal architecture/workflow figures.
- ▌ Paper Poster · chanw-researchGenerate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper. Use when user says "做海报", "制作海报", "conference poster", "make poster", "生成poster", "poster session", or wants to create a poster for a conference presentation.
- ▌ Paper Slides · chanw-researchGenerate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script. Use when user says "做PPT", "做幻灯片", "make slides", "conference talk", "presentation slides", "生成slides", "写演讲稿", or wants beamer slides for a conference talk.
- ▌ Nature Figure · chanw-research bundleSubmission-grade Nature/high-impact journal figure workflow for Python or R. Use whenever the user asks to create, revise, audit, or polish manuscript figures, multi-panel scientific plots, or journal-ready SVG/PDF/TIFF outputs, especially for Nature-family or other high-impact journals. Before plotting, define the figure's conclusion, evidence logic, export needs, and review risks. If the user has not chosen Python or R, ask "Python or R?" and stop. Use only the selected backend for figure generation, previewing, exporting, and QA. Supports matplotlib/seaborn and ggplot2/patchwork/ComplexHeatmap. Not for dashboards or Illustrator/Figma-first infographics.
- ▌ Arxiv · chanw-researchSearch, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library.
- ▌ Nature Paper2ppt · chanw-research bundleBuild a complete but efficient Nature-style Chinese PPTX presentation from a scientific paper, preprint, PDF, article text, abstract, figure legends, or reading notes. Use this skill whenever the user asks to make slides/PPT/PPTX for journal club, group meeting, paper sharing, thesis seminar, lab meeting, department report, or academic presentation from a research paper, not only medical papers. It identifies the paper type and argument, selects only the figures needed for the story, writes Chinese slide content and speaker notes, creates the actual .pptx deck, and performs lightweight verification with cross-platform Python tooling by default.
- ▌ Deepxiv · chanw-researchSearch and progressively read open-access academic papers through DeepXiv. Use when the user wants layered paper access, section-level reading, trending papers, or DeepXiv-backed literature retrieval.
- ▌ Paper Illustration · chanw-researchGenerate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Claude-supervised iterative refinement loop. Use when user says "生成图表", "画架构图", "AI绘图", "paper illustration", "generate diagram", or needs visual figures for papers.
- ▌ Alphaxiv · chanw-researchQuick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. Use when user says "explain this paper", "summarize paper", pastes an arXiv/AlphaXiv URL, or provides a bare arXiv ID for quick understanding - not for broad literature search.
- ▌ Exa Search · chanw-researchAI-powered web search via Exa with content extraction. Use when user says "exa search", "web search with content", "find similar pages", or needs broad web results beyond academic databases (arXiv, Semantic Scholar).
- ▌ Paper Write · chanw-research bundleDraft LaTeX paper section by section from an outline. Use when user says "写论文", "write paper", "draft LaTeX", "开始写", or wants to generate LaTeX content from a paper plan.
- ▌ Experiment Plan · chanw-researchTurn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty, simplicity, and any LLM / VLM / Diffusion / RL-based contribution.
- ▌ Idea Creator · chanw-researchGenerate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.
- ▌ Academic Presentations · chanw-research bundleCreate academic presentation slide decks and optionally demo videos from research papers. Use when the user asks to "make slides", "create a deck", "make a presentation", "demo video", "paper slides", "conference talk slides", or wants to turn a paper into a visual presentation. Covers slide generation, narration scripts, TTS audio, and video assembly.
- ▌ Grant Proposal · chanw-researchDraft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germany), SNSF (Switzerland), ARC (Australia), NWO (Netherlands), and generic formats. Use when user says "write grant", "grant proposal", "申請書", "write KAKENHI", "科研費", "基金申请", "写基金", "NSF proposal", or wants to turn research ideas into a funding application.
- ▌ Results Analysis · chanw-research bundleUse when analyzing experimental results, validating comparisons, generating paper-ready results text, or turning model-evaluation outputs into figures, tables, and defensible claims.
- ▌ Research Lit · chanw-researchSearch and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.
- ▌ Paper Writing · chanw-researchWorkflow 3: Full paper writing pipeline. Orchestrates paper-plan → paper-figure → figure-spec/paper-illustration/mermaid-diagram → paper-write → paper-compile → auto-paper-improvement-loop to go from a narrative report to a polished PDF. At `— effort: max | beast` (or explicit `— assurance: submission`), Phase 6 gates the Final Report on `tools/verify_paper_audits.sh`; the PDF is labelled `submission-ready` only when the external verifier is green. Use when user says "写论文全流程", "write paper pipeline", "从报告到PDF", "paper writing", or wants the complete paper generation workflow.
- ▌ Proof Checker · chanw-researchRigorous mathematical proof verification and fixing workflow. Reads a LaTeX proof, identifies gaps via cross-model review (Codex GPT-5.4 xhigh), fixes each gap with full derivations, re-reviews, and generates an audit report. Use when user says "检查证明", "verify proof", "proof check", "审证明", "check this proof", or wants rigorous mathematical verification of a theory paper.
- ▌ Novelty Check · chanw-researchVerify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.
- ▌ Idea Discovery · chanw-researchWorkflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says "找idea全流程", "idea discovery pipeline", "从零开始找方向", or wants the complete idea exploration workflow.
- ▌ Paper Analyzer · chanw-research bundleUse when deeply analyzing a single paper and producing structured notes on claims, methods, figures, evaluation, strengths, limitations, and related work.
- ▌ Nature Polishing · chanw-research bundlePolish, restructure, or translate academic prose into Nature-leaning English using the paper-architecture and writing-strategy principles from Scientific English Writing & Communication, with phrase-level support from Academic Phrasebank. Use whenever the user asks to polish a manuscript paragraph, abstract, introduction, results, discussion, conclusion, title, methods section, or Chinese academic draft for publication-quality English.
- ▌ Citation Audit · chanw-researchZero-context verification that every bibliographic entry in the paper is real, correctly attributed, and used in a context the cited paper actually supports. Uses a fresh cross-model reviewer with web/DBLP/arXiv lookup to catch hallucinated authors, wrong years, fabricated venues, version mismatches, and wrong-context citations (cite present but the cited paper does not establish the claim). Use when user says "审查引用", "check citations", "citation audit", "verify references", "引用核对", or before submission to ensure bibliography integrity.
- ▌ Paper Bootstrap · chanw-research bundleUse when starting a new manuscript project or cleaning up an existing paper directory and you need a standard structure, active source files, project memory, and venue defaults before deeper writing begins.
- ▌ Submission Audit · chanw-research bundleUse when a manuscript is close to submission or resubmission and you need a preflight audit for claim support, figure-panel coverage, legend sync, methods references, terminology stability, and venue-facing risks.
- ▌ Prior Art Search · chanw-researchSearch patent databases and academic literature for prior art relevant to an invention. Use when user says "现有技术检索", "prior art search", "专利检索", "check patents", or wants to find relevant prior art.
- ▌ Semantic Scholar · chanw-researchSearch published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar API. Complements /arxiv (preprints) with citation counts, venue metadata, and TLDR. Use when user says "search semantic scholar", "find IEEE papers", "find journal papers", "venue papers", "citation search", or wants published literature beyond arXiv preprints.
- ▌ Paper Claim Audit · chanw-researchZero-context verification that every number, comparison, and scope claim in the paper matches raw result files. Uses a fresh cross-model reviewer with NO prior context to prevent confirmation bias. Use when user says "审查论文数据", "check paper claims", "verify numbers", "论文数字核对", or before submission to ensure paper-to-evidence fidelity.
- ▌ Paper Using Skills · chanw-research《Claude Code 科研手记》论文写作纪律 skill 集的入口与强制触发器。 建立"1% 可能适用就必须调用"的硬规则，列出本系列各核心纪律 skill 的触发条件， 防止用户在赶论文 / 紧张 / 熟练之后跳过该有的检查动作。 Use when 开始任何科研写作场景：写论文、改论文、整理参考文献、 画图、整理导师反馈、跑批量任务、改 Word、提交前检查 等。
- ▌ Academic Researcher · chanw-researchUse when conducting literature reviews, summarizing papers, comparing methodologies, identifying research gaps, or supporting scholarly writing across disciplines.
- ▌ Paper Parallel Audit · chanw-research在执行 ≥ 30 条目的批量核查 / 批量修改任务（引用核查、术语一致性检查、格式统一、文献元数据补齐）时， 必须采用"派多个 Agent 并行 + 每个 Agent 输出 JSON + 主进程汇总落盘 + 分批断点续跑"的标准模式， 不得在主会话里串行单线程跑全量。 Use when 任务规模 ≥ 30，涉及对独立条目的同质操作（每个条目处理逻辑相同、之间无依赖）。
- ▌ Results Section Revision · chanw-researchUse when revising a scientific manuscript Results section whose figures, evidence, and main claims are mostly fixed, but subsection flow, paragraph openings, reader guidance, and argumentative progression still feel abrupt, repetitive, or figure-by-figure.
- ▌ Conference Paper Writing · chanw-research bundleUse when writing or revising ML or AI conference papers for venues such as NeurIPS, ICML, ICLR, ACL, AAAI, or COLM, especially when the workflow is conference-first rather than Nature-style journal-first.
- ▌ Paper Backup Before Word · chanw-research在编辑任何 .docx / Word 文件之前，必须先用 cp 创建带时间戳的备份副本， 并优先评估"用 markitdown 转 LaTeX 后再改"是否更安全； 只有在确认必须直接编辑 .docx 时才动手，且改完后必须提醒用户先打开 Word 验证完整性。 Use when 用户请求修改、润色、改写、重排任何 .docx 文件、 或调用 /docx skill、或 Edit/Write 操作目标是 .docx 文件时。
- ▌ Paper Pilot Before Batch · chanw-research在执行任何 ≥ 30 条目的批量任务（批量改文件、批量核查引用、批量重命名、批量格式统一）之前， 必须先在 3–5 个样本上跑一遍，把样本结果给用户看，确认逻辑正确后再推全量。 Use when 用户请求处理"全部"、"所有"、"批量"、"逐个"某类对象， 且对象数量 ≥ 30，或数量未知（"把整个目录的..."）。
- ▌ Paper Writing Discipline · chanw-research当用户在科研写作过程中踩到一个本系列 paper-* skill 没覆盖的新坑、 并表示"以后...我都要这样做"、"下次记得..."、"这种情况要先..."、"加一条新规则"时， 帮用户把这条新规则按 4 个判断题筛过，合格则按本 skill 提供的模板提炼成一个新的 paper-* skill 落盘。 Use when 用户说"以后...都要..."、"下次记得..."、"这种情况要先..."、 "帮我把这个习惯固化下来"、"加一条新规则"。
- ▌ Nature Portfolio Playbook · chanw-research bundleUse when choosing among Nature, Nature Methods, or Nature Biotechnology, or when preparing a Nature Portfolio life-science manuscript for venue fit, article-type framing, and policy-aware pre-submission checks.
- ▌ Paper Claude Md Bootstrap · chanw-research开始任何新的论文写作项目时（新建项目目录、第一次开会话、还没有 CLAUDE.md 文件）， 在写任何论文内容、改任何文件之前，必须先帮用户建一份项目级 CLAUDE.md， 把研究主题、投稿目标、术语保护清单、文件结构、写作风格、导师偏好这六项写清楚。 Use when 用户说"开始写新论文"、"新开一个项目"、"帮我写第 X 章"且项目目录里没有 CLAUDE.md 时。
- ▌ Paper Logical Consistency · chanw-research当用户改动论文里的核心声明（研究问题、核心论点、因果关系、边界条件、假设、关键结论、对已有研究的态度）时， 必须先扫描该声明在全文其他章节的出现位置，列出来让用户核对哪些需要联动修改，再开始动手。 本 Skill 抓的是「论证一致性」（语义级），不是「术语一致性」（机械级）——两者互不替代。 Use when 用户改了核心论点、研究问题、主要结论、方法边界、假设； 或要求重写涉及核心声明的段落；或在交付前要求"检查一下逻辑"。
- ▌ Paper Protect Terminology · chanw-research在跨多文件批改、术语统一、整篇论文润色、章节重写等可能改动专业术语 / 缩写 / 人名 / 概念命名的操作之前， 必须先显式列出"保护术语清单"，让用户确认哪些词不得被同义替换或改写，再开始执行。 Use when 用户要求跨章节修改、批量替换、整篇润色、术语统一、规范化、 或对出现专业术语 / 缩写 / 模型名 / 算法名 / 自定义概念的段落做改写。
- ▌ Paper Confirm Before Doing · chanw-research论文写作中遇到任何模糊指令（改、整理、润色、重写、找出、统一、清理、看看、处理一下…）， 在调用任何写文件 / 编辑文件 / 批量操作工具之前，必须先用一段话向用户陈述 「我打算怎么做、改哪里、不改哪里」，并明确等待用户确认后再动手。 Use when 用户对论文 / 章节 / 段落 / 文献 / 图表 / 参考文献给出宽泛指令、 未指定具体范围或方法、未限定「只改 X 不改 Y」等边界。
- ▌ Paper One Session One Task · chanw-research当用户在一次对话里同时提出多个论文写作任务（"顺便也帮我..."、"另外..."、"还有..."）， 必须先把这些任务列出来让用户挑一个，拒绝在同一个会话里串行做完所有事。 Use when 用户的一条请求里出现两个以上独立的写作 / 修改 / 核查任务， 或在已经在做 A 任务时临时追加 B 任务。
- ▌ Paper Verify Before Handoff · chanw-research在把任何成果交付给用户（"改完了"、"已完成"、"可以发给导师"、"可以提交"）之前， 必须运行一份硬检查清单：术语一致性、引用完整性、数据正确性、图表编号、 内部交叉引用、字数 / 格式合规、未完成 todo 残留、AIGC pattern（涉及文段改写时跑 chinese-de-aigc 五维自评）、 论证一致性（涉及核心声明改动时跑 paper-logical-consistency 复核）、 改动概要——任意一项 fail 都不能宣告完成。 Use when 你即将说「改完了 / 完成了 / 可以提交了 / 可以发给导师了」、 或用户问「是不是可以了」「还有什么要检查的吗」。
- ▌ Paper Translate Advisor Feedback · chanw-research当用户拿来导师的录音转写、便条、口头反馈、批注、邮件意见时， 禁止直接喂 AI 改文章；必须先把口语化 / 模糊 / 隐含的反馈翻译为 「位置 + 改什么 + 改成什么 + 标准 + 不动哪里」的可执行指令清单，让用户确认后再开始改。 Use when 用户提供导师反馈（录音、批注、便条、邮件、聊天截图、口述）， 并要求"按导师意见改一下"。
- ▌ Systematic Literature Review · chanw-research bundle当用户明确要求"做系统综述/文献综述/related work/相关工作/文献调研"时使用。AI 自定检索词，多源检索→去重→AI 逐篇阅读并评分（1–10分语义相关性与子主题分组）→按高分优先比例选文→自动生成"综/述"字数预算→资深领域专家自由写作（固定摘要/引言/子主题/讨论/展望/结论），保留正文字数与参考文献数硬校验，强制导出 PDF 与 Word。支持多语言翻译与智能编译（en/zh/ja/de/fr/es）。
- ▌ Stata Plan 2 · chanw-researchConvert an empirical design into a Stata execution plan or optional do-file skeleton covering merge, variable construction, regressions, robustness, and exports
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- ▌ Drawio · chanw-research bundleGeneral-purpose diagramming tool using drawio XML format with 8900+ stencils. Best for custom diagrams requiring pixel-perfect positioning, diagrams with vendor-specific icons (AWS, Azure, Cisco), or any diagram not covered by specialized skills. Use network skill for network topology, uml skill for UML diagrams, architecture skill for layered system views. NOT for simple flowcharts (use mermaid) or data-driven charts (use vega).
- ▌ Figure Planner · chanw-researchUse when designing, restructuring, or auditing manuscript figures and you need to define one main claim per figure, assign panel roles, align legends with the text, or decide what belongs in main figures versus supplement.
- ▌ Paper To Beamer · chanw-research bundleGenerate LaTeX Beamer presentations from academic papers. Use this skill whenever the user wants to create a Beamer/LaTeX presentation, academic slides, seminar talk slides, or paper reading slides from a research paper. Also trigger when the user mentions: 论文汇报PPT, 论文报告幻灯片, paper presentation, beamer slides, 做一个论文的PPT, 论文解读演示文稿, conference talk slides, or any request to turn a paper into slides. This skill handles the full pipeline: reading the paper, extracting figures, structuring slides, generating compilable LaTeX, and validating the output. Even if the user just says 'help me present this paper' or 'make slides for my lab meeting', this skill applies.
- ▌ Paper Reviewer · chanw-research bundleUse when acting as a journal or grant reviewer and writing formal reviewer-side evaluations focused on methodology, statistics, reporting standards, reproducibility, and constructive feedback.
- ▌ Paper Workflow · chanw-researchUse when deciding which paper-related skill to use or how to sequence manuscript work from project setup through submission and rebuttal.
- ▌ Scientific Writing · chanw-research bundleUse when writing or revising scientific manuscripts, abstracts, figures, or references for journal submission and you need full-paragraph prose, scientific structure, citation-style guidance, or reporting-guideline support.
- ▌ Rebuttal Response · chanw-researchUse when responding to journal or conference reviewer comments and you need a structured author response, aligned manuscript edits, and clear decisions about when to clarify, add evidence, concede, or respectfully disagree.
- ▌ Citation Verifier · chanw-research bundleUse when checking manuscript citations, bibliography hygiene, DOI or PMID completeness, placeholder references, or BibTeX consistency before submission or revision.
- ▌ Manuscript Optimizer · chanw-researchUse when reviewing or revising an academic manuscript whose central claim, evidence chain, figures, terminology, and prose may have drifted out of sync before submission or resubmission.
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- ▌ Reference Audit Guide · chanw-research bundleUse when the user asks for citation-verification principles, reference-audit best practices, or guidance on preventing fake or inaccurate citations in academic writing.
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- ▌ Ask · chanw-researchAsk the wiki a question, retrieve and synthesize relevant pages, optionally crystallize the answer back into the wiki
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- ▌ Init · chanw-research bundleBootstrap ΩmegaWiki from user sources plus optional discovery, then ingest the final paper set in parallel
- ▌ Check · chanw-researchScan the full wiki to detect health issues and produce a tiered fix-recommendation report (covers all 9 entity types + graph consistency)
- ▌ Reset · chanw-researchReset wiki state to a clean scaffold by scope (wiki / raw / log / checkpoints / all). Useful during development or carefree restarts after a botched setup.
- ▌ Setup · chanw-researchInteractive API key configuration guide — checks current .env state and walks you through Semantic Scholar, DeepXiv, and Review LLM setup
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- ▌ Ingest · chanw-research bundleIngest a paper into the wiki — creates pages (papers + concepts + people + claims) and builds all cross-references and graph edges. Trigger whenever the user says "ingest", "add this paper", drops a `.pdf` / `.tex` / arXiv URL, or asks to fold a paper into the knowledge base.
- ▌ Refine · chanw-researchGeneral-purpose multi-round iterative improvement — repeatedly calls /review on any research artifact, parses feedback, applies fixes, updates wiki, until the target score is reached
- ▌ Review · chanw-researchGeneral-purpose cross-model review — Review LLM independently reviews any research artifact, outputs structured scores, wiki entity mapping, and improvement suggestions
- ▌ Survey · chanw-researchGenerate a Related Work section for a paper from wiki knowledge — thematic grouping → narrative structure → LaTeX output, following citation-verification and academic-writing
- ▌ Exp Run · chanw-researchFull experiment execution pipeline — prepare code → deploy → monitor → collect results, supporting three run modes
- ▌ Novelty · chanw-researchMulti-source novelty verification — WebSearch + Semantic Scholar + wiki + Review LLM cross-verify — outputs novelty score and recommendations
- ▌ Prefill · chanw-research bundleSeed wiki/foundations/ with domain background knowledge so subsequent /ingest does not create duplicate concept pages for textbook material
- ▌ Discover · chanw-research bundleBuild a ranked shortlist of candidate papers (anchor-driven, topic-driven, or derived from current wiki state) that the user — or an upstream skill — may decide to feed into `/ingest`. Use whenever the user asks "what should I read next", "find papers similar to this one", "recommend related work", "what's around this topic", or whenever `/ingest` is invoked with `--discover`. Does not ingest; only proposes.
- ▌ Exp Eval · chanw-researchExperiment verdict gate — Review LLM independently judges results → 4 verdict paths → auto-update claims confidence, ideas status, graph edges
- ▌ Rebuttal · chanw-researchParse review comments → atomize concerns (Rvx-Cy) → map to wiki claims → check evidence → Review LLM stress-test → generate rebuttal
- ▌ Research · chanw-researchEnd-to-end research orchestrator — idea discovery → experiment design → execution → verdict → paper writing, with human gates and session-resumable state
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- ▌ Exp Design · chanw-researchClaim-driven experiment design — scope target claims → design experiment blocks (baseline/validation/ablation/robustness) → build run order → optional Review LLM review → write to wiki
- ▌ Exp Status · chanw-researchView the status of all running experiments; optionally auto-collect completed experiments and advance the pipeline
- ▌ Paper Plan · chanw-researchCompile a paper outline from the claim graph — evidence map → narrative structure → section plan + figure plan + citation plan, Review LLM review mandatory
- ▌ Daily Arxiv · chanw-researchDaily arXiv pull, relevance filtering, auto-ingest of high-priority papers, and SOTA update detection
- ▌ Paper Draft · chanw-researchDraft a LaTeX paper from PAPER_PLAN — write each section from wiki sources + generate figures/tables + BibTeX verification + de-AI polish
- ▌ Variable Map · chanw-researchCompare how an empirical variable or construct is measured across papers, including data sources, model roles, and local-project availability
- ▌ Paper Compile · chanw-researchLaTeX compile → PDF — latexmk compile + auto-fix + page count/anonymity/font/[UNCONFIRMED] checks + submission checklist
- ▌ Empirical Ingest · chanw-research将一篇经管实证论文摄取为实证研究 wiki：论文卡片 + 变量 + 数据 + 模型 + 机制 + 识别 + 稳健性 + 异质性 + 表格线索
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