GitHub Actionsのマトリックスビルド戦略（strategy.matrix）の設計と最適化。 複数のOS、バージョン、環境での並列テスト実行、動的マトリックス生成、include/exclude条件、 fail-fast制御、max-parallel設定による効率的なCI/CDパイプライン構築を支援。 📖 参照書籍: - 『Don't Make Me Think』（Steve Krug）: ユーザビリティ 📚 リソース参照: - `resources/Level1_basics.md`: レベル1の基礎ガイド - `resources/Level2_intermediate.md`: レベル2の実務ガイド - `resources/Level3_advanced.md`: レベル3の応用ガイド - `resources/Level4_expert.md`: レベル4の専門ガイド - `resources/dynamic-matrix.md`: fromJSON活用、変更ファイルベースの動的テスト選択、条件付きマトリックス生成 - `resources/legacy-skill.md`: 旧SKILL.mdの全文 - `resources/matrix-strategy.md`: include/exclude構文、fail-fast制御、max-parallel設定、マトリックス変数アクセス - `scripts/generate-matrix.mjs`: マトリックス設定の自動生成（OS/バージョン組み合わせ、YAML出力） - `scripts/log_usage.mjs`: 使用記録・自動評価スクリプト - `scripts/validate-skill.mjs`: スキル構造検証スクリプト - `templates/matrix-template.yaml`: マルチOS・マルチバージョンテスト用マトリックスビルドテンプレート Use proactively when handling matrix builds tasks.
RAN system integration with microservices architecture, cognitive consciousness, and intelligent orchestration for seamless network integration. Use when integrating RAN systems, implementing microservices architecture, designing service orchestration, or enabling intelligent network integration.
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Expertise in deployment automation, container orchestration, and infrastructure as code. Activates when working with "deploy", "kubernetes", "docker", "terraform", "helm", "k8s", "container", or cloud infrastructure.
Submit, monitor, analyze, and evaluate LeRobot imitation learning training jobs on OSMO with Azure ML MLflow integration and inference evaluation - Brought to you by microsoft/physical-ai-toolchain
Docker containerization expert with deep knowledge of multi-stage builds, image optimization, container security, Docker Compose orchestration, and production deployment patterns. Use PROACTIVELY for Dockerfile optimization, container issues, image size problems, security hardening, networking, and orchestration challenges.
PROACTIVE YAML INTELLIGENCE: Automatically activates when working with YAML files, configuration management, CI/CD pipelines, Kubernetes manifests, Docker Compose, or any YAML-based workflows. Provides intelligent validation, schema inference, linting, format conversion (JSON/TOML/XML), and structural transformations with deep understanding of YAML specifications and common anti-patterns.
prisma migrate deploy
prisma migrate status
Automated testing workflow that orchestrates unit, integration, and E2E tests with CI/CD integration
Assess a codebase's readiness for autonomous agent development and provide tailored recommendations. Use when asked to evaluate how well a project supports unattended agent execution, assess development practices for agent autonomy, audit infrastructure for agent reliability, or improve a codebase for autonomous agent workflows. Triggers on requests like "assess this project for agent readiness", "how autonomous-ready is this codebase", "evaluate agent infrastructure", or "improve development practices for agents".
Synthesize all quality assessments (risk, test-design, traceability, NFR) into evidence-based gate decision (PASS/CONCERNS/FAIL/WAIVED) with comprehensive rationale. Generates both YAML (CI/CD) and Markdown (human review) reports with action items. Use during final quality review to make go/no-go deployment decisions based on comprehensive quality evidence.
Run WaveCap-SDR test harness with automated parameter sweeps and validation. Use when regression testing, validating audio quality across configurations, testing SDR hardware, or benchmarking demodulation performance.
Automate landing page updates and marketing asset capture following established patterns
Comprehensive configuration templates and guidance for setting up TypeScript projects with modern tooling, testing frameworks, and code quality enforcement.
Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities.
Use when you need copy-paste DOT templates for common diagram types — start from a working pattern rather than blank canvas
Upload firmware hex files and configurator packages to GitHub releases
Web search and content extraction via Brave Search API. Use for searching documentation, facts, or any web content. Lightweight, no browser required.