Activate when an Engineering Manager needs to shape a rough initiative into a clear, scoped, outcome-oriented brief before execution.
Activate when reviewing branches, commits, or pull requests using the emoji-driven review protocol.
Activate when managing conversation history in long sessions, choosing compression strategies, or preserving critical information during context truncation.
Activate when designing agent systems, debugging unexpected agent behavior, or optimizing context usage and attention budgets.
Activate when hitting context limits, experiencing quality degradation in long sessions, or needing to extend effective context capacity.
Activate when generating in-code comments or system documentation using the Diátaxis framework.
Activate when testing agent systems, measuring output quality, or designing evaluation frameworks for AI-assisted workflows.
Activate when managing large outputs, persisting plans across turns, or using the filesystem as a context layer for agent workflows.