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Make an out-of-session agent AgentOps-native via skills + ao CLI + CI, not hooks.
Passed 22 of 22 test cases with the skill, and 5 of 22 without it.
and 23 more in the full report
17 fixed5 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 17 test cases the skill fixed. Same model, same prompt, with and without the skill.
What short command-line utility binary name is exposed to autonomous agents for bootstrapping, injecting, and validating governance rules?
| Checked | Without skill | With skill |
|---|---|---|
| Names ao as the core command-line executable | Missed | Passed |
The instructions your model reads when the skill loads.
Quick Ref: Run a Claude/Codex loop outside an interactive session (Managed Agent, Agent SDK, or self-hosted sandbox) under the same AgentOps guardrails — hooklessly. Guardrails = skills + the
aoCLI + CI, never ported hooks. Bundle skills into the agent definition, exposeaoas a callable tool so the loop self-bootstraps + self-validates, and gate the output through the SAME CI as interactive work.
Codex (gpt-5.3-codex) has NO Managed Agents API, NO Workflow tool, NO Task subagent. It orchestrates via NTM (tmux pane swarms + agent-mail) + skills + the ao CLI + ssh to bushido. So an out-of-session Codex loop becomes AgentOps-native the same way: load the AgentOps skills, call ao session bootstrap / ao inject / ao validate directly (no MCP needed — Codex shells out), and gate outputs through CI (agent-output-validate.yml). ao does not wrap gc; a whole loop needing a mayor/refinery still routes through gc.
Load and follow the skill instructions from the sibling SKILL.md — OR read skills/agent-native/SKILL.md in the host repo for the canonical specification. Honor the Critical Constraints: this is a reframe of "port hooks", NOT a hook revival; no skill fork (load the same skills/ files); Managed Agents are NOT ZDR (no holdout/PII in the agent definition); CI is the enforcement boundary, not the optional in-loop adapter.
test cases passed, vs 5 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.