SoSimple

Используй, когда пользователь просит: «закрой этап», «создай отчёт этапа», «напиши отчёт», «синхронизируй report/changelog/handoff»

Используй по просьбе: «обнови документацию», «обнови документацию для <path>», «обнови MODULE_INDEX.md»

Use when working with the project wiki layer — new reports in docs/reports/ are not yet covered in wiki/index.md, a new concept needs to be saved, session needs wiki context, or pages may be stale

Use when fixing bugs or writing code in processing/, API/, statistics/, ML-infrastructure — write a failing test before fixing

Use when you have a written implementation plan to execute in a separate session with review checkpoints

Use when completing tasks, implementing major features, or before merging to verify work meets requirements

Use when executing implementation plans with independent tasks in the current session

Use when starting any conversation - establishes how to find and use skills, requiring skill invocation before ANY response including clarifying questions

Use when creating new skills, editing existing skills, or verifying skills work before deployment

You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

Use when you have a spec or requirements for a multi-step task, before touching code

Use when working with CSV files

Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies