Education AI Skills

Create teacher-ready worksheets, guided learning sheets, preview sheets, class exercises, homework, layered assignments, remediation sheets, answer keys, and teacher notes. Use this skill whenever the…

Python 快速入门学习技能。面向零基础小白，通过关键词触发快速回答 Python 核心知识点（数据类型、基础语法、函数、方法、集合、枚举、异常、IO、线程等），帮助小白建立知识框架和快速查询能力。触发词："Python 入门"、"Python 基础"、"Python 学什么"、"Python 数据类型"、"Python 语法"、"Python 集合"、"Python 异常"、"Python…

Use when asked to design the interface for an interactive 3D explorer, plan a UI for exploring a 3D model of a topic, or write an image-model prompt for a 3D learning app mock-up. Produces, from a…

Designing lead magnets that earn the email. The discipline of building gated content (ebooks, templates, checklists, swipe files, mini-courses, free tools) that delivers genuine standalone value while…

Design a pedagogical documentation protocol for making children's learning processes visible and shareable. Use when documenting learning, communicating with families, or planning next steps.

Use when asked to make an interactive 3D explorer of a topic from start to finish, go from a topic to a clickable 3D learning page, or run the whole 3D explorer process. Produces a staged run of…

Design learning tasks built on Ubuntu philosophy emphasising collective knowledge-building and mutual responsibility. Use when fostering collaboration that values community over individual…

NVDINOv2 for self-supervised visual representation learning. Trains vision transformers via self-distillation (teacher-student) without labels and produces general-purpose visual features. Use when…

Review a document from multiple stakeholder perspectives (personas), collect structured feedback, and optionally update the document. Use when a document should be stress-tested from different…

Apply the Zeigarnik Effect — incomplete tasks stay mentally active. Use when designing progress indicators, saved drafts, and return hooks. For the emotional shape of the ending, use `peak-end-rule`.

Supports education research including pedagogical method evaluation, learning analytics, assessment design, curriculum development analysis, and educational technology evaluation; trigger when users…

Design a variation theory task using contrast, separation, and fusion to teach critical features of a concept. Use when students confuse similar concepts or fail to discern key distinctions.

When the user needs TikTok ad video concepts, formats, hooks, or a 6-ad testing matrix for app install campaigns. Use when the user mentions "TikTok ad ideas", "what videos should I run", "UGC ad…

Evaluate a teacher-drafted central historical question for its capacity to drive genuine historical inquiry. Use when assessing whether a question will generate real evidence-weighing or produce…

[omh] Turn a learning goal into a teachable curriculum, assessment plan, and learner-ready sequence. Use when the user says: curriculum design, learning objectives, assessment plan, 커리큘럼 설계, 학습 목표, 평가…

Build students' capacity to read historical documents closely — attending to word choice, tone, and rhetoric as evidence of perspective. Use when students summarise sources without analysing language.

Designs courses and teaching materials using backward design (Wiggins & McTighe), constructive alignment (Biggs), and Bloom's taxonomy alignment, generating rubrics, formative and summative…

Build students' capacity to place historical documents in their temporal and social context. Use when students read sources without considering what was happening at the time, or know the context but…

Supervises theses and dissertations end to end — structure guidance from proposal through defense, chapter-by-chapter writing support (introduction, literature review, methodology, results,…

Create reusable black-background white-text opening animations for new videos. Use when the user asks for "黑底白字开场", "纯黑加白字", "白色文字逐渐出来", "一个个字出来", "打字效果", "打字音效", "字体变化开头", "opening title animation",…

Use AI coding agents and exploration mode to generate TestDriver tests

You are a code education expert specializing in explaining complex code through clear narratives, visual diagrams, and step-by-step breakdowns. Transform difficult concepts into understandable…

Design a complete document-based history lesson using the Reading Like a Historian four-part structure. Use when planning a primary source inquiry lesson or converting a textbook lesson into…

Teach the user to deeply understand a change through interactive tutoring: restating understanding, drilling into why/what/how, and quizzing until mastery. The active counterpart to a one-shot…

Customer acquisition cost ceiling calculation. Use when the task requires an estimate based on average order value, gross margin, and the affordable allocation. Apply this method to the specified…

帮历史老师命题与讲评：按课程标准的命题流程设计材料解析题与开放性试题，制定分层次的评分标准，并把学生答卷里的共性问题整理成答题规范讲评；高中必修与选择性必修另有合格考、等级考的命题蓝图与以学业质量为参照的分层评分。 仅在"历史 +…

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…

Design a document set for a document-based lesson — selecting and sequencing sources for analytical tension around a central question. Use when assembling sources for a new lesson or when an existing…

Development skill from everything-agent-code

Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention

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,…

Adapt a historical primary source for classroom use — modifying complexity and length while preserving features for sourcing, close reading, and corroboration. Use when a primary source is too complex…

Apply the Toyota Stop Valve protocol when a defect or abnormality is detected on the production line. Use this skill to immediately halt operations, contain defects, perform root cause analysis using…

Drafts or audits a scientific paper’s introduction and framing — the real-world "why", an evidence audit, the funnel from theory to a falsifiable if-then with a named estimand, bridges across…

把独立教师的课后记忆变成结构化教学档案，每节课 5 分钟记完。 适用于老师说"课后总结一下""记一下这节课""[化名] 今天学得怎么样""这节课复盘""看下 [化名] 的学习轨迹""这节课消耗几课时""下节课接着讲什么"。 流程：即时记 5 维度（学了什么/掌握度/课堂反应/进步/调整）→ 分知识点记掌握度 → 生成课时待确认条目 → 给下节课衔接点。…

Metacognitive check-ins during problem solving - detects when to pivot or persist

High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent systems, or integration with game…

Design a teacher think-aloud that models historical thinking strategies with a specific document. Use when planning explicit strategy instruction or when students follow a protocol without…

Formative vs summative, rubric design, authentic assessment, competency-based evaluation, and feedback

帮独立教师把"临时想起来发条消息"变成有节奏、不制造焦虑的家长沟通。 适用于老师说"帮我想个消息发给家长""家长问成绩怎么回""孩子这次退步了怎么说""家长很担心怎么回""续课怎么跟家长说""家长群里发什么""家长不太配合怎么办"。 流程：认场景 → 查授权位 → 按具体/低焦虑/可操作三原则起草 → 检查频率是否过密 → 记录渠道与发送状态。 本 SKILL 只起草不发送，唯一的持久化写入是…

Scales reinforcement learning with PufferLib — high-throughput parallel training (PuffeRL), vectorized environments, and native multi-agent systems achieving 2-10x speedups over standard…

多搜索引擎集成，支持 17 个搜索引擎（8 个国内 + 9 个国际）。支持高级搜索操作符、时间筛选、站内搜索、隐私搜索引擎和 WolframAlpha 知识查询。无需 API 密钥。

用学员真实的学习记录做一份阶段报告，让续课变成家长看完事实后的自主选择。 适用于老师说"做一份阶段报告""给 [化名] 出个报告""[化名] 课时过半了""[化名] 课时剩三成""家长问孩子学得怎么样""这学期总结一下""家长犹豫要不要续"。 流程：汇总课后记录与作业错因 → 写事实/进步/计划三段 → 无逐知识点分数时只出定性判断 → 给续课建议与话术。…

Guides GRPO (Group Relative Policy Optimization) fine-tuning of language models with the TRL library, including GRPOTrainer configuration, composing multiple reward functions (correctness, format,…

Bayesian modeling and probabilistic programming with PyMC 6 and ArviZ 1.x — hierarchical models, MCMC (NUTS via PyMC, nutpie, NumPyro, or BlackJAX), variational inference, PSIS-LOO model comparison,…

Redesign existing websites by analyzing a live URL (via WebFetch) or a screenshot (via vision-capable models). Extracts layout, structure, colors, typography, content hierarchy, and SEO metadata, then…

Test understanding of recently written or accepted code

Predicts access barriers in a learning task before delivery, given a learner variability profile. Distinguishes between barriers addressable through design and those requiring specialist support.

Discovers de novo motifs and tests known motif enrichment in ChIP-seq, ATAC-seq, or other peak sequences using HOMER, MEME-ChIP (STREME, CentriMo, TOMTOM, FIMO), monaLisa, and AME. Handles background…

Content chunking, mobile-first learning, spaced delivery, engagement patterns, and platform best practices

Translate skills from one industry to another, identify transferable skills