explainability-planning
Plan explainable AI (XAI) requirements including SHAP, LIME, attention visualization, and regulatory explainability needs.
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Plan explainable AI (XAI) requirements including SHAP, LIME, attention visualization, and regulatory explainability needs.
Synchronization patterns for CLAUDE.md and GEMINI.md memory files. Covers import syntax, drift detection, and one-way sync. Use when setting up GEMINI.md, detecting context drift between memory files, understan...
AI and technology ethics review including ethical impact assessment, stakeholder analysis, and responsible innovation frameworks
Comprehensive AI ethics and responsible AI development specialist. Use PROACTIVELY for bias assessment, fairness evaluation, ethical AI implementation, community impact analysis, and regulatory compliance. Trig...
Design multi-agent AI systems including orchestration patterns, tool design, memory management, and error handling for autonomous agents.
EU AI Act Article 40 compliance specialist for harmonized standards, API standardization, data format interoperability, vendor lock-in prevention, and ecosystem integration. AI-assisted standards compliance tes...
Estimate and optimize AI/ML costs including token usage, context window management, batch processing, and caching strategies.
Translate documentation and instructions to EU languages while preserving formatting. Use when the user wants to translate, localize, or convert documents to another language, especially for EU AI Act Article 1...
Generate comprehensive deployer and developer training documentation by scanning a codebase. Use when user asks for onboarding guides, developer documentation, system overviews, or needs to understand a new cod...
Design retrieval-augmented generation pipelines including chunking, embedding, retrieval, and context assembly strategies.
Conduct Fundamental Rights Impact Assessments (FRIA) for high-risk AI systems as required by EU AI Act Article 27. Use when (1) deployers of high-risk AI systems (Annex III) need to assess fundamental rights im...
Design, test, and version prompts with systematic evaluation and optimization strategies.
Plan ML projects using CRISP-DM, TDSP, and MLOps methodologies with proper phase gates and deliverables.
Design human-in-the-loop workflows including review queues, escalation patterns, feedback loops, and quality assurance for AI systems.
Central authority for Claude-Gemini shared workspace architecture. Defines directory structure, artifact exchange, and file naming conventions. Use when setting up dual-CLI workflows, deciding where to store AI...
Plan AI safety measures including alignment, guardrails, red teaming, and regulatory compliance (EU AI Act, NIST AI RMF).
Expert incident responder specializing in security and operational incident management. Masters evidence collection, forensic analysis, and coordinated response with focus on minimizing impact and preventing fu...
Debug SIWE (Sign-In with Ethereum) frontend wallet authentication issues. Use when encountering signature verification failures, UI state problems, or message signing bugs in wallet authentication flows. Trigge...
Build full-stack Drupal modules with backend services and frontend JavaScript. Covers services, REST APIs, database schema, Vite builds, Drupal behaviors, and block plugins. Use when creating Drupal 10 modules...
Add configuration management, admin interfaces, code quality tools, and documentation to Drupal custom modules. Use when moving from prototype to production-ready module.
Implement Ethereum signature verification in PHP. Use when user asks to verify wallet signatures, implement SIWE/EIP-4361, validate Ethereum addresses, or add wallet authentication to PHP/Drupal projects. Trigg...
Expert guide for testing Drupal modules including PHPUnit setup, Kernel tests, Functional tests, crypto testing patterns, and coverage analysis. Use when creating tests for Drupal contrib modules, especially au...
新しい要件に対して最適なアーキテクチャを提案するスキル。 既存構成を解析し、課題・選択肢比較・残課題を含む意思決定ドキュメントを生成。 新機能追加、パフォーマンス改善、セキュリティ強化時に使用。
プロジェクトのアーキテクチャ構成図を生成するスキル。 インフラ、バックエンド、フロントエンドを解析し、Draw.io/Mermaid.js/PlantUML形式で可視化。 現状構成の把握、ドキュメント作成時に使用。
默认按已收录数据中的 GitHub 仓库 Stars 排序。Stars 属于来源仓库,同一仓库的多个技能可能共享相同数值;它反映仓库关注度,不代表单个技能的安装量或质量评分。