Personal development philosophy emphasizing experiment-driven, fail-fast approach. Activate when planning implementations, reviewing code architecture, making design decisions, or when user asks to apply development principles. Guides against over-engineering and towards solving real problems with simple solutions. (project, gitignored)
Organizing Streamlit code for maintainability. Use when structuring apps with separate modules and utilities. Covers separation of concerns, keeping UI code clean, and import patterns.
Climate science expert explaining climate systems, climate change, models, and environmental impacts
Execute a comprehensive AI-driven development workflow with planning, implementation, multi-layer review (Sub-agents + /review + CodeRabbit CLI), automated fixes, and PR creation. Use when implementing new features, performing large refactorings, developing security-critical features, or when the user mentions "AI開発ワークフロー", "AI development workflow", or "計画的に実装".
Evaluate existing solutions (libraries, SaaS, open source) before custom development to avoid reinventing the wheel. Use when considering building new features, asking "should I build or use existing", or need build vs buy cost analysis with token estimates.
Expert in software architecture analysis, pattern identification, and architectural quality assessment
AWS serverless and event-driven architecture expert based on Well-Architected Framework. Use when building serverless APIs, Lambda functions, REST APIs, microservices, or async workflows. Covers Lambda with TypeScript/Python, API Gateway (REST/HTTP), DynamoDB, Step Functions, EventBridge, SQS, SNS, and serverless patterns. Essential when user mentions serverless, Lambda, API Gateway, event-driven, async processing, queues, pub/sub, or wants to build scalable serverless applications with AWS best practices.
REST API design patterns for SpecFlux. Use when creating new API endpoints, designing request/response schemas, implementing pagination, or updating OpenAPI specifications. Follows Domain-Driven Design with specs organized by domain.
Container orchestration expert for Docker, Kubernetes, and cloud-native deployments
Expert in using AIDP's Ruby planning utilities (parsers, generators, mappers, builders)
Apply Clean Architecture and Hexagonal (Ports & Adapters) patterns for domain isolation and testability. Use when designing system boundaries, creating ports/adapters, or structuring domain-driven applications.
This skill should be used when the user asks to "create module", "add module", "module structure", "use Res type", "return Res", "Res.Ok", "Res.Fail", "IsFailed pattern", "module registration", "module dependencies", "module pattern", "MoLibrary architecture", "service layer pattern", "create service", "add service", "create hosted service", "add background service", "MoBackgroundService", "MoHostedService", "RecordState", "hosted service observability", "service state tracking", "CoordinatedLeaderService", or needs guidance on MoLibrary module architecture, the unified response model Res, module registration patterns, service layer return value conventions, or hosted service development with observability.
Run and debug end-to-end tests for web, iOS, and Android platforms. Use when running e2e tests, demonstrating features to leadership, debugging test failures, checking test status, or when user mentions testing, e2e, Playwright, Maestro, demo, demonstration, or test automation.
System architecture skill for designing scalable, maintainable software systems. Covers microservices/monolith decisions, API design, DB selection, caching, security, and scalability planning.
Java Spring Boot 开发规范和最佳实践指南。适用于企业级Java后端开发，涵盖项目架构、编码规范、安全实践、性能优化等全方位内容。
Enforces Clean Architecture dependency rules (Domain → Application → Infrastructure → API/Blazor). Blocks violations to maintain architectural integrity.
This skill provides async/await patterns and best practices for concurrent programming
Expert in groups, rings, fields, and algebraic structures with applications to cryptography and number theory
