CCAR-F（Claude Certified Architect – Foundations）受験対策の「学びの資産化」v3.2。「資産化して」と言われたら、その応答の最初のツール呼び出しとして create_file で日付付きファイル ccaf-YYYY-MM-DD.md（日付は JST の今日）を作成し、present_files…
Recognize and capture reusable patterns, workflows, and domain knowledge from work sessions into new skills.
Align language learning content to CEFR framework (A1-C2), design can-do statements for each proficiency level, create language assessment rubrics, and map content progression.
Design collaborative group projects with role assignments, scaffolding, team rubrics, and conflict resolution protocols. Use for team-based learning.
Design online learning communities with engagement strategies, discussion structures, norms, and moderation workflows. Use for social learning.
Adapt learning content for cultural contexts, replacing culturally-specific examples with local equivalents, identifying cultural sensitivities, and recommending culturally…
Summarize PR review comments and CI failure logs into structured fix patterns (JSON output) for the learning store.
Generate a quick compliance checklist from the Four Learning Design Pillars. Use when users want a practical checklist for reviewing content, a quick audit tool, or verification…
Review educational content against the Four Learning Design Pillars framework. Use when users want to evaluate course materials, lessons, tutorials, e-learning modules, or any…
Эксперт по планам развития. Используй для создания IDP, competency mapping, skill assessments и learning pathways.
Design pre-assessments, placement tests, and diagnostic instruments to identify learner starting points, knowledge gaps, and optimal entry points for personalized pathways.
Design discussion prompts, Socratic questions, debate structures, and facilitation guides for meaningful learning conversations. Use for discussion-based learning.
Learn from experiences and improve over time. Track successes, failures, and patterns. Growth through supervisor dialogue ONLY.
Expert in designing engaging learning experiences - completion optimization, multimedia learning, interactivity, gamification, and retention strategies.
Assess technical, financial, operational, and organizational feasibility of learning projects including resource requirements, budget, timeline, and risk analysis.
Reads all active learning items from vault, calculates completion percentage vs. time-elapsed percentage for each, produces a pace-ranked progress table (items most at risk of…
Reads the reading list and completion log to produce a reading progress summary: books completed YTD (count and titles), current book with percentage complete and projected…
Extract the lesson from a mistake by examining the reasoning that produced it, rather than only the outcome. Use after something goes wrong, personally or as a team.
Comprehensive learning system for GalaChain development with 63 topics and 310 SDK methods
Map understanding, identify knowledge gaps, and build targeted learning plans with spaced repetition.
Design context-sensitive help systems, tooltips, onboarding flows, and support documentation for learning platforms. Use for user assistance.
Design context-sensitive help systems, tooltips, onboarding flows, and support documentation for learning platforms. Use for user assistance.
Learning dynamics in strategic settings covering fictitious play, no-regret learning, regret matching, multi-agent reinforcement learning, self-play, and convergence results.
Map learning objectives to international educational standards and frameworks including IB, Cambridge International, UK National Curriculum, Australian Curriculum, and regional…
Assess content difficulty by language proficiency level, calibrate reading level for multilingual learners, adapt content for language proficiency, and design language…
Convert measurement systems, format dates/times/numbers/currency by locale, adapt address formats, and handle locale-specific sorting.
Frameworks for designing self-improving systems. How does the product get better without manual intervention? Reinforcement from use, capability compounding, knowledge…
조사한 내용을 도식·차트·수식·코드 하이라이트가 들어간 단일 HTML 학습자료로 만들어 드립니다. 학습목표→핵심개념→도식→예제→복습으로 구조화해, 풍부한 설명과 시각화로 혼자서도 깊이 이해하게 돕습니다.
Load automatically when user asks to learn Medusa development (e.g., "teach me how to build with medusa", "guide me through medusa", "I want to learn medusa").
Design learning materials for right-to-left languages, complex scripts, bidirectional text, and multi-script environments.
Conduct comprehensive learner audience analysis, identify performance gaps, and determine instructional requirements using surveys, interviews, and data analysis
Generate measurable learning outcomes aligned with Bloom's taxonomy and CEFR proficiency levels for educational content.
Write measurable, SMART learning objectives using Bloom's Taxonomy cognitive levels aligned with desired outcomes and assessment strategies
Quarterly learning goal alignment review evaluating whether the active learning portfolio is pointed at career and life vision priorities for the next quarter.
Full learning data sync on the 1st of each month. Refreshes course progress from all configured platforms, updates reading list status with current book progress and recent…
Monthly learning progress review checking all active courses and certifications for completion pace vs. target date, reading list progress vs.
Weekly learning brief compiling active course progress with pace status, current book chapter and reading pace vs.
Assess Claude Code knowledge and route to appropriate learning level. Use when: user wants to learn Claude Code, asks for guidance, or says "teach me".
Creates personalized learning paths for technologies, frameworks, or concepts. Use for user-interactive session only for onboarding new technologies, hackathon skill-buil — from…
Creates personalized learning paths for technologies, frameworks, or concepts. Use for user-interactive session only for onboarding new technologies, hackathon skill-buil — from…
Recommend learning paths. Use when a customer asks which courses to take and in what order.
Create personalized, adaptive learning pathways with branching logic, prerequisite tracking, competency-based progression, and mastery-based advancement.
Extract durable learnings from a session and propose project customizations
Adapt instructional design to regional pedagogical traditions including Confucian, Socratic, Guru-shishya, Ubuntu, and Indigenous approaches.
Design peer assessment systems including rubrics, calibration activities, review protocols, and feedback quality guidelines. Use for peer learning.
Produce reviewable sequenced plan with validation, safety checks, and structured output. Use when a teacher or instructional lead needs this bounded workflow and will review the…
Build or revise a prerequisite-aware objective map with observable mastery gates from a diagnosed learner goal and source material.
Обработка обучающих материалов (транскрипты курсов, вебинаров, мастермайндов, записи встреч). Автоматически определяет тематику, находит существующие skills/agents и дополняет их,…
Build a learning progression showing prerequisite-to-mastery steps for a target skill or understanding.
Learning Rate Scheduler - Auto-activating skill for ML Training. Triggers on: learning rate scheduler, learning rate scheduler Part of the ML Training skill category.
Set and vary the learning rate over training, since it is the hyperparameter that most determines whether a run converges. Use when loss diverges, plateaus early, or oscillates.
Generate personalized content recommendations based on learner profiles, performance, preferences, and learning analytics.
Spaced repetition, active recall, interleaving, dual coding, metacognition, and study techniques
Design live class sessions, workshops, webinars, and synchronous learning experiences with timing, activities, breakouts, and facilitation guides.
Gather bounded, authoritative source material for one learning objective with precise provenance, disagreement, and access gaps, without teaching or grading.
Process learning resources from markdown files, extract content, identify clusters, and create Ship-Learn-Next learning paths
Author learning targets for a competency across developmental bands with precise, observable progression language.
Writes a behind-pace flag to vault/learning/open-loops.md when a learning item's completion percentage is more than 15 percentage points behind the time-elapsed percentage.
Records a completed course, certification, or book to vault/learning/01_prior/ with full context: title, type, platform, completion date, estimated hours invested, 1-3 key…
Maintains vault/learning/open-loops.md as the canonical list of outstanding learning action items. Appends new flags from learning ops and flows (courses falling behind,…