Draft page for review before public site publication.
This is one pack in the Operator Agent Skills catalog: portable context packs and agent skills for Codex, Claude Code / cowork, OpenClaw, Hermes, and similar operator-agent runtimes.
Source series
AI Quality Systems
Who it is for
Operators, founders, executives, managers, chiefs of staff, BizOps leads, product leaders, revenue leaders, and AI agents helping them make decisions from live operating context.
When to use it
Use this pack to convert ai quality systems material into operator-grade decisions and reusable artifacts. The four skills are deliberately sequenced so diagnosis, mapping, planning, and review do not collapse into one vague prompt.
Included skills
- AI Quality Bar Definition — Use this workflow when you are working on AI Quality Systems and need to handle the system step without overlapping the other skills in the pack. Its distinct job inside the AI Quality Systems Pack is to produce the quality bar definition; use the neighboring skills for Eval Suite Builder, Model Behavior Drift Review, Quality Incident Response Plan.
- Eval Suite Builder — Use this workflow when you are working on AI Quality Systems and need to handle the system step without overlapping the other skills in the pack. Its distinct job inside the AI Quality Systems Pack is to produce the eval suite; use the neighboring skills for AI Quality Bar Definition, Model Behavior Drift Review, Quality Incident Response Plan.
- Model Behavior Drift Review — Use this workflow when you are working on AI Quality Systems and need to diagnose the current state and name the operating risk. Its distinct job inside the AI Quality Systems Pack is to produce the drift review; use the neighboring skills for AI Quality Bar Definition, Eval Suite Builder, Quality Incident Response Plan.
- Quality Incident Response Plan — Use this workflow when you are working on AI Quality Systems and need to turn the diagnosis into an executable plan with owners and gates. Its distinct job inside the AI Quality Systems Pack is to produce the incident response plan; use the neighboring skills for AI Quality Bar Definition, Eval Suite Builder, Model Behavior Drift Review.
How to load in Codex / Claude Code / OpenClaw / Hermes
- Start from
START_HERE.md,manifest.json, or the main catalog. - Select this pack, then select one skill for the immediate job.
- Load only the pack
README.md, the selected skill file, and the matching example if a concrete prompt pattern helps. - Preserve the selected skill's output schema, assumptions, failure modes, and human review gates.
- Do not treat a skill as permission for autonomous external action; keep external, personnel, financial, legal, security, and high-impact decisions behind explicit human review.