Use when a file or module is too large, responsibilities are tangled, or a cross-cutting redesign is needed
Use when literature notes exist and need citation verification, or before publishing any artifact that cites literature
Use at the end of a work session to embed learnings into conventions. Simplified for models with lower reasoning capacity.
Use at the end of a work session, or when accumulated findings need to be embedded into conventions, skills, or patterns
Use when the Slack bot needs to handle an operational action like launching an experiment, querying status, or processing approvals
Use when a plan, finding, or design needs adversarial review before committing to it
Use when designing a new experiment or research protocol and need to ensure methodological rigor
Use when implementing new features, fixing bugs, or modifying code in infra/