Review completed work and learn.
Make an out-of-session Claude (Managed Agent or Agent SDK loop) AgentOps-native — via skills + the ao CLI + CI, not hooks.
Make an out-of-session agent AgentOps-native via skills + ao CLI + CI, not hooks.
Explain AgentOps workflows.
Explain AgentOps workflows.
Run autonomous improvement loops.
Scaffold or absorb new SKILL.md files against the unified AgentOps template. Triggers: "create a skill", "scaffold skill", "absorb external skill", "new skill".
Holdout-safe Outcomes grading: project the locked eval substrate, then ingest one verdict.