根据课程定位与证据化知识卡设计成果优先、螺旋递进的课程模块和章节蓝图。Use when the user says 课程大纲、课纲重排、模块设计、成果优先课纲、系统课结构，或 Course Producer 完成知识萃取后进入 outline 阶段。
用真实试讲、作业、提问和学员反馈迭代课程。建立最小试讲计划，区分事实、学员原话与解释，记录修订假设、观察指标、结果回填和版本决定。Use when the user says 课程试讲、内测课程、学员反馈、根据第一期反馈改课、复盘完课率、迭代下一版课程，或 Course Producer 需要在正式发布前后验证教学效果。
从完整课程提炼购买逻辑、海报类型、信息顺序、文案与模块比例，并在飞书授权可用时调用 beautiful-feishu-whiteboard 生成可编辑画板原型。Use when the user says 课程海报、课程详情页、招生长图、课程 poster、课程系列图、飞书画板原型，或 Course Producer 进入 poster_planning…
面向 Codex Goal 长时运行的课程制作主路由。把本地文件、飞书文档、妙记访谈、录音转写或已有课程稿持续加工为课程定位、专家访谈提纲、成果优先课纲、分章逐字稿、审校稿、飞书协作文档和课程海报方案。Use when the user says 课程制作人、Course…
Handle course registration, add/drop, waitlists, overrides, withdrawals, and schedule surgery without becoming a victim of the registrar calendar.
Tracks enrolled course progress, completion percentages, certificate status, and upcoming assignment deadlines on Coursera via Playwright with Chrome cookie session.
Curates and annotates imaging cases for educational purposes with clinical correlation. Use when creating teaching files, annotating educational cases, or building case libraries.
Check an educational practice or task for cultural bias, WEIRD assumptions, and cross-cultural validity.
Activate when: user says 'I used to love this but don't anymore', 'I feel like I've stopped learning', 'I go through the motions but nothing excites me', 'how do I stay curious as…
Use when the user wants to learn a topic deeply — asks for a curriculum, learning path, self-study plan, study guide, syllabus, or says teach me X.
Calculate objective mastery rates, analyze performance distributions, identify achievement gaps, and generate learning analytics dashboards.
Design assessment blueprints mapping learning objectives to valid assessment types and create detailed rubrics with performance criteria.
교육 과정을 설계하고 학습 콘텐츠를 제작합니다. '온라인 강의 커리큘럼 짜줘', '직무 역량 모델 만들어줘', '영어 학습 계획 세워줘'라고 요청할 때 사용하세요. 강의 목차 설계, 학습 목표 정의, 역량 갭 분석, 외국어 학습 전략 수립을 지원합니다.
Create detailed lesson plans, instructional materials, learning activities, and differentiation strategies aligned to learning objectives.
Author high-quality assessment items (questions, prompts, tasks) aligned to learning objectives with answer keys and rubrics.
Generate scripts for educational videos, presentations, interactive activities, and multimedia content supporting learning objectives.
Identify gaps, overlaps, and misalignments in curriculum coverage through systematic comparison with standards and learning progressions
Assist with grading by applying rubrics to student work, generating criterion-level feedback, and maintaining consistency across submissions.
Synthesize feedback from students, outcomes data, and peer reviews to generate prioritized curriculum revision recommendations and track effectiveness over versions.
Audit curriculum management software for learning outcome alignment, pacing guide optimization, standards coverage mapping (Common Core, NGSS, state standards), differentiation…
Generate IMS Common Cartridge 1.3 packages with QTI assessments, LTI tool links, discussion forums, and full gradebook integration.
Generate LMS-ready packages in SCORM, Canvas, Moodle formats with proper structure, sequencing, and grade passback.
Identify and eliminate bias, stereotypes, and non-inclusive language; ensure cultural responsiveness and equity throughout curriculum materials.
Verify constructive alignment between objectives, activities, and assessments; validate instructional design quality and learning science principles.
Comprehensively reviews curriculum materials for quality, consistency, and effectiveness. Use when the user asks to review content, check quality, audit materials, or ensure…
Validate IMS Common Cartridge 1.3 packages against spec, check manifest schema, verify file references, validate QTI assessments, and ensure LMS compatibility.
교육용 Padlet 클론 프로젝트의 교안, 수업 지도안, 바이브코딩 프롬프트집, 실습 지침서를 작성하는 가이드. 중등~고등 수준의 교육 자료 생성 시 이 스킬을 사용할 것. '교안 만들어줘', '수업 자료 작성', '학생 가이드' 요청 시 반드시 사용.
Apply when you catch yourself writing the same instruction a second time, or notice a recurring correction.
A roleplay-based framework to identify product friction and bridge the gap between internal knowledge and the actual customer experience.
Эксперт customer training. Используй для onboarding программ, training materials и certification paths.
Aide à créer ou améliorer un CV structuré, percutant et adapté au poste visé. À utiliser quand l'utilisateur veut rédiger, refaire ou optimiser son CV.
Evaluate a resume against the CV Builder rubric and return a scored, schema-valid EvalResult. Use when the user wants their CV or resume scored, critiqued, or checked for ATS…
Real-world ROI case study for healthcare content automation pipeline. Clínica Mente Saudável case with validated metrics - 99.4% time reduction (4h15m to 1.5min), 92.4% cost…
Datenbankrecht für Bildungsdatenbanken: §§ 87a-87e UrhG für Lehrmaterialdatenbanken und Hochschularchive, Schranken nach § 60a UrhG (Bildung und Unterricht), Herstellerrecht bei…
Prüft Datenschutz in Schule, Lernplattform und Elternkommunikation im Schulrecht Länder.
Track case deadlines — add, cross-case rollup report, update, complete, close. Warns at configurable thresholds (default 14/7/3/1 days); overdue items stay flagged until resolved.
Interactive debate and argument practice with structured feedback, counterargument generation, logical fallacy identification, and scoring rubrics.
Build a debt-payoff plan across multiple debts using the avalanche or snowball method. Use when asked to pay off debt, tackle credit cards/loans, or choose between avalanche and…
Judge a past decision by its PROCESS, not its outcome — because good decisions lose and bad decisions win, and teams that can't tell the difference learn the wrong lessons.
Use when you have UPLC-HRMS data (ThermoFisher, Agilent, or MSConvert-compatible
Use when when you need to construct a dual-branch neural network encoder that processes two augmented versions of the same input (e.g., ion images in COL or ISO mode) and must…
Use when you have preprocessed mass spectrometry spectra (tokenized m/z and intensity pairs or feature matrices) and a trained deep learning model checkpoint, and you need to…
Use when you have a trained deep learning model and want to quantify prediction uncertainty for each input pair or decision point.
Use when you have downloaded the LC-MS spectral peak dataset (DOI 10.25345/C5FD2F)
Use when you have raw or preprocessed mass spectrometry feature matrices (e.g., from low mass resolution or sparse acquisition) and want to enhance signal quality and spatial…
Use when you have a pre-trained deep learning encoder (e.g., TCN spectrum encoder trained on a large corpus) and want to adapt it to a new task (e.
Expert guidance for deep learning, transformers, diffusion models, and LLM development with PyTorch, Transformers, Diffusers, and Gradio.
Use when when you have an unknown compound's mass spectrum (m/z peaks and intensities in .mgf or equivalent format with mandatory PRECURSOR_MZ and IONMODE tags) and need — from…
Use when training a CNN model from scratch on LCMS peak classification tasks (or similar image-like batched data) where you need to confirm the model reaches target performance…
Deep learning-based variant calling with Google DeepVariant. Provides high accuracy for germline SNPs and indels from Illumina, PacBio, and ONT data.
Builds measurable validation criteria when no existing standards apply. Invoked by team agents during review.
Use when educators need to validate if their lesson plan covers all 3 Delegation subcategories (Problem/Platform/Task Awareness).
Structures health education program design with behavior change theory and outcome evaluation. Use when designing health education, planning health promotion, or evaluating…
Turn a fuzzy repeatable job into a deterministic, versioned skill so the output is the same quality every single run — not "good when I'm watching, random when I'm not." One skill…
Scaffold a new GPU lesson using forge_scene.h for the rendering baseline
Eigenanteil und Grundausstattung der Hochschule sauber von DFG-Foerderung abgrenzen: Was muss die Hochschule stellen (Buero, Standardrechner, Sekretariat, Bibliothek), was darf…
Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool. Use when Claude needs to assess the quality, risk of bias, or applicability of diagnostic accuracy…
Audita diagramas de mediação (path diagrams) em 6 domínios com rubrica de 4 níveis (Excelente, Adequado, Insuficiente, Crítico), score ponderado 0–100 e veredito com prioridades…
Design a diary study plan with prompts, duration, participant criteria, and analysis framework. Use when you need to understand user behavior over time in natural contexts.
Document pedagogical design decisions in educational materials using the didactic LaTeX package and \ltnote command.