akaszubski

Standardized output formats for research, planning, implementation, and review agents. Use when generating agent outputs or parsing agent responses.

Safe refactoring techniques — extract, inline, rename, move, simplify conditionals, and decompose functions. Use when restructuring code without changing behavior. TRIGGER when: refactor, extract method, rename, inline, simplify, decompose, clean up, code smell. DO NOT TRIGGER when: adding features, fixing bugs, writing tests, documentation.

Structured logging, debugging (pdb/ipdb), profiling (cProfile/line_profiler), and performance monitoring. Use when adding logging, debugging issues, or optimizing performance. TRIGGER when: logging, debug, profiling, performance monitoring, metrics, stack trace. DO NOT TRIGGER when: feature implementation, testing, documentation, config changes.

Error handling strategy — exception hierarchies, retry patterns, circuit breakers, graceful degradation, and error boundaries. Use when designing error handling, implementing retries, or building resilient systems. TRIGGER when: error handling, exception, retry, circuit breaker, fallback, graceful degradation, resilience. DO NOT TRIGGER when: writing tests, documentation, config changes, simple bu

REST API design best practices covering versioning, error handling, pagination, and OpenAPI documentation. Use when designing or implementing REST APIs or HTTP endpoints. TRIGGER when: API design, REST endpoint, HTTP route, OpenAPI, swagger, pagination. DO NOT TRIGGER when: internal library code, CLI tools, non-HTTP interfaces.