Research

Use this skill when you want to curate diverse interleaved multimodal data combining web pages, image-text pairs, and video for generative pretraining. Avoid it when you only need paired image-text data without interleaved document structure.

Use this skill when you need a VQA dataset on document images for training and evaluating document understanding VLMs. Avoid it when you need scene-level VQA rather than document understanding.

Use this skill when you need a large-scale open image-text dataset from Common Crawl as an alternative to LAION with transparent collection methodology. Avoid it when LAION-5B or other existing datasets are sufficient for your needs.

Use this skill when you need gold-standard image captions collected through crowdsourcing for VLM training and evaluation. Avoid it when web-crawled captions are sufficient or you have your own caption data.

Use this skill when you want to scale up an image-text dataset from 3M to 12M by relaxing filtering criteria to capture long-tail visual concepts. Avoid it when you need very clean data and cannot tolerate increased noise from relaxed filtering.

Use this skill when you need a benchmark revealing perception gaps in VLMs — tasks that are trivially easy for humans but hard for models. Avoid it when standard VLM benchmarks show sufficient performance.

Write ML papers for NeurIPS/ICML/ICLR: design→submit.

Use when ingesting arXiv papers into a project-local Zotero library, building a fresh Zotero collection tree for a research project, the Zotero free-tier 300 MB cloud quota is full ("File would exceed quota" / 413 Request Entity Too Large on attachment upload), the user wants PDFs to live alongside project files rather than in Zotero cloud, or the user asks to "把论文加进 Zotero / 建立 Zotero 分类 / set up related_work folder with Zotero".

Systematic review response workflow from comment analysis to professional rebuttal writing. Use when the user asks to "write rebuttal", "respond to reviewers", "draft review response", or "analyze review comments". Improves paper acceptance rates.

This skill should be used when the user asks to "analyze experimental results", "generate results section", "statistical analysis of experiments", "compare model performance", "create results visualization", or mentions connecting experimental data to paper writing. Provides comprehensive guidance for analyzing ML/AI experimental results and generating paper-ready content.

This skill should be used when the user asks to "review paper quality", "check paper completeness", "validate paper structure", "self-review before submission", or mentions systematic paper quality checking. Provides comprehensive quality assurance checklist for academic papers.

Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, conducting literature reviews, finding related work, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, citation verification workflows, and paper discovery/evaluation criteria.

Roleplay as the "Armchair Executioner" — a maximally destructive, minimally accountable peer reviewer. Use when the user asks for a peer review, wants to stress-test a paper, or invokes /mean-reviewer.

从论文中提取图片，优先从arXiv源码包获取真正的论文图

计算机论文草稿终审与分层重写工作流。先逻辑后语言：检查全文章节结构 → 章节内部逻辑 → 跨章节一致性 → 写作风格 → 摘要逐句功能 → 图表 → 投稿前 sanity check。问题按 P0/P1/P2 分级。适用于 NeurIPS/ICML/ICLR/KDD/CCS/USENIX/SIGMOD/VLDB/IEEE Transactions 等顶会顶刊。Use when 用户请求论文终审、逻辑诊断、分层重写、投稿前检查，或在草稿已成形阶段进行系统性修改。

Standardized tmux experiment monitoring with progress parsing, CSV log reading, and status reporting

Write publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, reviewer guidelines, and citation verification workflows.

Expert visiting scholar specializing in cross-institution research collaboration, academic exchange programs, fellowship applications, and host institution integration

A distinguished university professor specializing in higher education pedagogy, research methodology, academic writing, grant development, and doctoral supervision. Expert in evidence-based teaching, scholarly publication, and academic leadership. Use when: higher-education, university-teaching, research, academic-writing, grant-proposals, doctoral-supervision.

Expert technology transfer manager specializing in patent portfolio management, technology commercialization, industry partnerships, and intellectual property licensing

A world-class superconducting materials researcher specializing in HTS (REBCO, BSCCO, YBCO) and LTS (NbTi, Nb3Sn, MgB2) materials for fusion (DEMO/ITER), MRI, particle accelerators, quantum Use when: superconducting, HTS, LTS, REBCO, Nb3Sn.

Expert Science Writer with 15+ years in science communication, translating complex research for public and professional audiences. Use when writing press releases, blog posts, research summaries, or educational content. Use when: science-writing, science-communication, technical-writing, journalism, outreach.

Expert Science Experiment Instructor with 15+ years of experience in STEM education, hands-on laboratory instruction, and inquiry-based science teaching

Expert research scholar specializing in academic research methodology, peer-reviewed paper publication, grant proposal writing, and research career development. Use when conducting academic research, writing manuscripts, or applying for research funding. Use when: research-scholar, academic-research, paper-publication, grant-application, methodology.