architecture
01Skill Claude CodeCodex
Use when a file or module is too large, responsibilities are tangled, or a cross-cutting redesign is needed.
Skill Claude CodeCodex
Use when a file or module is too large, responsibilities are tangled, or a cross-cutting redesign is needed.
Skill Claude CodeCodex
Use when literature notes exist and need citation verification, or before publishing any artifact that cites literature.
Skill Claude CodeCodex
Use at the end of a work session to embed learnings into conventions. Simplified for models with lower reasoning capacity.
Skill Claude CodeCodex
Use at the end of a work session, or when accumulated findings need to be embedded into conventions, skills, or patterns.
Skill Claude CodeCodex
Use when the Slack bot needs to handle an operational action like launching an experiment, querying status, or processing approvals.
Skill Claude CodeCodex
Use when a plan, finding, or design needs adversarial review before committing to it.
Skill Claude CodeCodex
Use when designing a new experiment or research protocol and need to ensure methodological rigor.
Skill Claude CodeCodex
Use when implementing new features, fixing bugs, or modifying code in infra/.
Skill Claude CodeCodex
Use when experimental results are unexpected, confusing, or need interpretation.
Skill Claude CodeCodex
Use when the PI or a human provides feedback, corrections, or direction on agent work.
Skill Claude CodeCodex
Use when a manual fix or workaround keeps recurring and might need to be formalized into infrastructure.
Skill Claude CodeCodex
Use when akari needs to proactively scan for new GenAI developments — model releases, capability changes, relevant research — rather than waiting for human input.
Skill Claude CodeCodex
Use when a research topic needs literature review, or when papers need to be found and documented for a project.
Skill Claude CodeCodex
Use at the start of a work session to select a task. Simplified for models with lower reasoning capacity.
Skill Claude CodeCodex
Use at the start of every work session to assess current state and select the highest-value task.
Skill Claude CodeCodex
Use when an agent produced a flawed output and you need to understand why the reasoning went wrong.
Skill Claude CodeCodex
Create new research projects — either propose (agent-initiated gap analysis → formal proposal) or scaffold (human-initiated interview → project directory).
Skill Claude CodeCodex
Use when a paper draft exists and needs to be prepared for venue submission or arxiv preprint.
Skill Claude CodeCodex
Use when skills may be out of date with source code, after significant infra changes, or when skill descriptions need CSO compliance audit.
Skill Claude CodeCodex
Use when a status report, research digest, or experiment comparison is needed for human review.
Skill Claude CodeCodex
Validate experiment metrics and findings — run metrics-first to check computations are meaningful, then findings to check conclusions are valid.
Skill Claude CodeCodex
Use when sessions have committed code and you need to check compliance with CLAUDE.md conventions, log entry standards, and experiment validation.
Skill Claude CodeCodex
Use when a plan or implementation feels over-engineered and needs a complexity check.
Skill Claude CodeCodex
Use when a Slack thread shows the bot behaving incorrectly and the root cause needs investigation.