Force honest confidence assessment before claiming conclusions. Triggers on 'root cause identified', 'problem...
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
Use when about to ask the user a factual question, propose a solution, diagnose an error, or choose between...
Engage with what the user said before taking action. Triggers on: questions ('?'), feedback ('this is wrong', 'that...
Design, refactor, analyze, and review code by applying the principles and patterns of tactical domain-driven design....
Sets up NX monorepo for TypeScript backend projects optimized for AI-assisted development. Delegates to NX commands...
Principles for writing effective, maintainable tests. Covers naming conventions, assertion best practices, and...
Use when building Angular 17+ applications with standalone components or signals. Invoke for enterprise apps, RxJS...
Use when designing REST or GraphQL APIs, creating OpenAPI specifications, or planning API architecture. Invoke for...
Use when designing new system architecture, reviewing existing designs, or making architectural decisions. Invoke...
Use when querying Jira issues, searching Confluence pages, creating tickets, updating documentation, or integrating...
Use when designing chaos experiments, implementing failure injection frameworks, or conducting game day exercises....
Use when building CLI tools, implementing argument parsing, or adding interactive prompts. Invoke for CLI design,...
Use when designing cloud architectures, planning migrations, or optimizing multi-cloud deployments. Invoke for...
Use when adding docstrings, creating API documentation, or building documentation sites. Invoke for OpenAPI/Swagger...
Use when reviewing pull requests, conducting code quality audits, or identifying security vulnerabilities. Invoke...
Use when building C++ applications requiring modern C++20/23 features, template metaprogramming, or high-performance...
Use when building C# applications with .NET 8+, ASP.NET Core APIs, or Blazor web apps. Invoke for Entity Framework...
Use when investigating slow queries, analyzing execution plans, or optimizing database performance. Invoke for index...
Use when investigating errors, analyzing stack traces, or finding root causes of unexpected behavior. Invoke for...
Use when building Django web applications or REST APIs with Django REST Framework. Invoke for Django models, ORM...
Use when building .NET 8 applications with minimal APIs, clean architecture, or cloud-native microservices. Invoke...
Use when developing firmware for microcontrollers, implementing RTOS applications, or optimizing power consumption....
Use when building high-performance async Python APIs with FastAPI and Pydantic V2. Invoke for async SQLAlchemy, JWT...
Use when defining new features, gathering requirements, or writing specifications. Invoke for feature definition,...