Academic

Conducts systematic literature reviews with academic rigor. Use when you need to understand existing research on a topic, identify research gaps, trace the evolution of ideas, or build a comprehensive bibliography. Triggers on phrases like "literature review", "what does research say", "find papers on", "academic sources for", "systematic review of".

This skill automates the setup of machine learning experiment tracking using tools like MLflow or Weights & Biases (W&B). It is triggered when the user requests to "track experiments", "setup experiment tracking", "initialize MLflow", or "integrate W&B". The skill configures the necessary environment, initializes the tracking server (if needed), and provides code snippets for logging experiment parameters, metrics, and artifacts. It helps ensure reproducibility and simplifies the comparison of different model runs.

This skill automates the setup of machine learning experiment tracking using tools like MLflow or Weights & Biases (W&B). It is triggered when the user requests to "track experiments", "setup experiment tracking", "initialize MLflow", or "integrate W&B". The skill configures the necessary environment, initializes the tracking server (if needed), and provides code snippets for logging experiment parameters, metrics, and artifacts. It helps ensure reproducibility and simplifies the comparison of different model runs.

PhD-level academic manuscript and research proposal review.

Comprehensive guide for creating, reviewing, and improving skills that extend Claude's capabilities with specialized knowledge, workflows, and tool integrations. Use this skill when: (1) Creating a new skill from scratch, (2) Reviewing or auditing an existing skill for quality and adherence to best practices, (3) Updating or refactoring an existing skill, (4) Understanding skill architecture, anatomy, and design patterns, (5) Troubleshooting skill loading, triggering, or packaging issues, (6) Learning how to effectively use bundled resources like scripts, references, and assets, (7) Planning what type of skill structure is appropriate for a given use case.

Add new learning resources (books, articles, courses, papers) to the appropriate resources.md file. Use when user mentions adding, saving, or tracking learning materials.

This skill should be used when the user asks to "分析PDF", "解读文档", "分析PDF文件", "PDF解读", "extract content from PDF", "analyze PDF document", "parse academic paper", or provides a PDF file path for content extraction and analysis. Provides objective PDF document analysis and content extraction for professional WeChat content creation.

Apply structured, reflective problem-solving for complex tasks requiring multi-step analysis, revision capability, and hypothesis verification. Use for complex problem decomposition, adaptive planning, analysis needing course correction, problems with unclear scope, multi-step solutions, and hypothesis-driven work. | Sử dụng khi: suy nghĩ từng bước, phân tích, vấn đề phức tạp, chia nhỏ.

Write and create Typst documents (.typ files). Use when the user asks to create, write, edit, or convert documents to Typst format, write Typst markup, create academic papers, reports, or documents in Typst, convert LaTeX to Typst, or work with .typ files. Typst is a modern markup-based typesetting system alternative to LaTeX.

Create evidence-based spaced repetition flashcards using cognitive science principles from Andy Matuschak's research. Use when user wants to create Mochi cards, flashcards, study materials, or mentions learning, memorization, spaced repetition, SRS, Anki-style cards, or knowledge retention. Applies the 5 properties of effective prompts (focused, precise, consistent, tractable, effortful) to ensure cards actually work for long-term retention.

Create vertical (9:16) interactive presentations optimized for YouTube Shorts, TikTok, and Instagram Reels. Takes YouTube video URLs to extract facts via Playwright MCP and web research, then generates animated slides you can screen record and narrate. Perfect for quick educational content, fact-reveals, and viral short-form videos.

Build production-grade CLI tools with Bun. Reference implementation covering argument parsing patterns (--flag value, --flag=value, --flag), dual markdown/JSON output, error handling, subcommands, and testing. Use when building CLIs, designing argument parsing, implementing command structures, reviewing CLI quality, or learning Bun CLI best practices.

Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, figure integration, and poster-specific best practices for visual communication.

Structure educational content using try-first-tell-later pedagogy where students predict, attempt, or reflect before receiving explanations. Creates active learning through cognitive engagement and variation theory's contrast patterns. Use when writing educational materials, designing exercises, creating lecture notes, structuring tutorials, writing teaching examples with LaTeX/Beamer, developing problem sets, or when user mentions try-first, predict-first, productive failure, Socratic method, question-before-answer, exercise-driven learning, or inquiry-based teaching.

Example skill demonstrating YAML best practices. Use when learning skill structure, reviewing formatting standards, or creating new skills as a reference.

Self-learning workflow system that tracks what works best for your use cases. Records experiment results, suggests optimizations, creates custom templates, and builds a personal knowledge base. Use to learn from experience and optimize your LLM workflows over time.

Conduct comprehensive, multi-source research on any topic using web search, documentation lookup, and critical analysis. This skill should be used when users request thorough investigation, deep research, or comprehensive analysis of topics including but not limited to AI systems, technology trends, academic subjects, business strategies, or current events. | 任意のトピックに対して、Web検索、ドキュメント参照、批判的分析を用いた包括的な調査を実施。徹底的な調査、詳細なリサーチ、包括的な分析が必要な場合や、AIシステム、技術トレンド、学術的テーマ、ビジネス戦略、時事問題などについて深く知りたい場合に使用。

Expert personal finance coach with deep knowledge of tax optimization, investment theory (MPT, factor investing), retirement mathematics (Trinity Study, SWR research), and wealth-building strategies grounded in academic research

Proactively learn about the user through onboarding and ongoing observation. Use at session start and when you notice potential preferences.

Understanding Reinforcement Learning from Human Feedback (RLHF) for aligning language models. Use when learning about preference data, reward modeling, policy optimization, or direct alignment algorithms like DPO.