Education AI Skills

Phase 5 (Implementation) deep-dive playbook — shepherd coordinates teams executing the initiative across the support period, pulse check, retrospective, and closure.

Design, prioritize and run measurable growth experiments across acquisition, activation, retention, referral and revenue. Use when a startup needs an experiment backlog, ICE/RICE prioritization,…

Bootstrap and operate a self-improving agent workspace. Scaffolds .learnings/ and memory/ directories, captures errors and learnings during a session, detects recurring patterns, recalls verified…

Design or critique a user-onboarding flow — the first-run experience that gets users to value fast. Gates context-dependent choices (onboarding method, progressive profiling, product tours) and…

Onboarding and first-run for RuView (WiFi-DensePose) — Docker demo with simulated data, repo build, and the fastest path to a live sensing dashboard. Use when someone is new to RuView or wants the…

Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej Karpathy. Perfect for understanding GPT architecture…

Generates complete technical tutorials from prerequisites and environment setup to core steps, troubleshooting, and a final cheatsheet. Trigger on requests to write a tutorial, create a setup guide,…

Design an inquiry sequence anchored in a local ecosystem that embeds science or geography curriculum content. Use when teaching through local living systems like gardens, ponds, or hedgerows.

139 proven marketing ideas organized by category with implementation guidance. Use when asked for marketing ideas, growth strategies, campaign brainstorms, or "what should I do to grow." Trigger…

Use this skill whenever the user wants visual learning for operating systems, process states, CPU scheduling, Gantt charts, synchronization, semaphore/PV problems, deadlock, Banker's algorithm, memory…

长耗时任务管理，支持checkpoint记忆、agent休息与恢复

Interactive voice-narrated tutorial on whatever the current conversation is about — teaches the topic beat by beat with ASCII diagrams in the terminal while speaking the actual lesson content aloud,…

Structure a direct experience into a full learning cycle with concrete experience, reflection, and conceptual transfer. Use when planning field trips, simulations, or practical tasks.

Generate a dedicated Obsidian learning vault for any certification, course, or study goal. Creates structured notes with domains, concepts, lessons, scenarios, MoCs, dataview queries, action items,…

Use when someone needs to explain animation principles to students, mentees, or team members at various skill levels

Explain a body of work plainly so a person actually understands it. Runs the `how` and `why` skills and weaves what they find into one clear explanation. Use for 'teach me this', 'help me really…

Help users onboard new team members effectively. Use when someone is planning onboarding for a new hire, starting a new job themselves, designing a first-90-days plan, or trying to ramp up new…

LLM fine-tuning expert for LoRA, QLoRA, dataset preparation, and training optimization

Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal support

Map curriculum connections across multiple subjects for a real-world problem or authentic context. Use when planning cross-curricular projects or connecting content to real issues.

OfficeCLI native PPTX deck design layer. Use when the user wants a polished, editable .pptx presentation for education, learning, office reporting, training, research briefs, proposals, courseware,…

Layered technical-writing standard: Diátaxis structure, Google developer style sentences, STE instruction rules, Global English syntax. Use for /technical-writing or when writing or reviewing docs,…

Core technical documentation writing principles for voice, tone, structure, and LLM-friendly patterns. Use when writing or reviewing any documentation.

ElevenLabs automatic dubbing - translate and dub audio/video into 29 languages while preserving speaker voice via inference.sh CLI. Capabilities: auto speaker detection, voice-preserving translation,…

Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support

Build or restructure a course syllabus from a topic list or reading list — course description + prerequisites, week-by-week schedule (topic → readings → deliverables), measurable learning objectives,…

Design a structured outdoor learning sequence embedding curriculum objectives in an available outdoor space. Use when planning lessons in school grounds, parks, or local natural environments.

Analyze aired series, including information retrieval, scene-by-scene analysis, five elements analysis, and web search. Suitable for deep analysis of series creation techniques, learning plot design

Use when turning "I want to teach X" into a defensible course skeleton — measurable outcomes (Bloom + ABCD), assessment that proves each one, sequenced modules, and an outcome×module×assessment matrix…

Generate first-draft technical documentation from code analysis

House rules and craft for LaTeX Beamer slide decks (lectures, seminars, talks), drawn from the author's own Overleaf edits and published slide-design guidance. Covers storyboarding, frame titles,…

Look up SaaS finance metrics, formulas, and benchmarks fast. Use when you need a quick metric definition, formula, or benchmark during analysis.

Turn a research paper into teaching materials — a lecture outline, the 3-5 results worth presenting (with intuition), a slide skeleton ready for `/create-lecture`, discussion questions, and a…

Design a service-learning project connecting genuine community need with embedded curriculum learning. Use when planning community projects, civic engagement, or social action units.

DIVIO/Diataxis four-quadrant documentation framework - type definitions, classification decision tree, and signal catalog

Use when a tutorial concept DAG exists and the run needs an ordered teaching plan with objectives and outputs.

Generate educational quizzes from topics, learning goals, or provided documents. Supports multiple question types, difficulty levels, answer keys, explanations, and study-focused assessment. Use when…

Use when lesson or course content is correct but forgettable and a concept has to LAND: profiles the learner, breaks the blocking false belief, then rebuilds it as epiphany story → named model →…

Transform Claude into an expert in evidence-based educational presentation design. Use when designing presentations for teaching, training, or learning contexts where retention and comprehension…

General-purpose learning coach that teaches a smart, busy professional a new concept quickly and practically. Use this skill whenever the user wants to learn, understand, or get up to speed on a…

Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization

Design a checking-for-understanding protocol with specific techniques for each lesson stage. Use when planning systematic comprehension checks during explicit or direct instruction.

Chord progression lookup library (和弦进行速查库) - the eight famous named progressions with their variants and what each one actually does, a mood reverse-lookup, the eight variation techniques that turn…

Builder of knowledge products such as courses, ebooks, guides, memberships, and educational assets. Use for course creation, ebook writing, guide development, membership design, curriculum building,…

帮生物、地理老师做学业水平考试的复习规划：初中生物学、地理学业水平考试（会考）与高中合格性考试。不内置任何省份的考试政策——老师先提供本地当年的考试说明，本 SKILL 据此把考试范围对到课标、标出本班的掌握情况、安排实验操作与地理实践的准备，再按距考天数倒推排期。 仅在"生物或地理 +…

Design experiments to test assumptions for an existing product — prototypes, A/B tests, spikes, and other low-effort validation methods. Use when validating assumptions, testing feature ideas cheaply,…

Audit, write, and improve developer documentation using Google's Developer Documentation Style Guide and Technical Writing courses. Use this skill for any documentation work, even when the user names…

Explain a body of work plainly so a person actually understands it. Runs the `how` and `why` skills and weaves what they find into one clear explanation. Use for 'teach me this', 'help me really…

Build a complete explicit instruction sequence from teacher modelling through guided practice to independent work. Use when teaching new skills, procedures, or concepts through direct instruction.

Use this skill when the user says 'google ad', 'search ad', 'PPC', 'Google Ads', 'responsive search ad', 'ad extensions', or needs keyword groups, headlines, descriptions, and Quality Score…

The participation content format — polls, quizzes, Q&A / scoped AMAs, this-or-that, emoji sliders, question boxes, caption-this, Add-Yours, and challenges. Use when someone wants interactive posts,…