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 when the Slack bot needs to handle an operational action like launching an experiment, querying status, or processing approvals

Use when a manual fix or workaround keeps recurring and might need to be formalized into infrastructure

Use when akari needs to proactively scan for new GenAI developments — model releases, capability changes, relevant research — rather than waiting for human input

Use at the start of a work session to select a task. Simplified for models with lower reasoning capacity.

Use when skills may be out of date with source code, after significant infra changes, or when skill descriptions need CSO compliance audit

Use when sessions have committed code and you need to check compliance with CLAUDE.md conventions, log entry standards, and experiment validation

Use when a Slack thread shows the bot behaving incorrectly and the root cause needs investigation