Marketplace Policy Model Feedback Loop Review

Use this skill to convert marketplace policy, model feedback loop, enforcement model, reviewer labels, appeal outcomes, policy taxonomy, false positives, false negatives, model drift, policy rollout, and marketplace trust questions into a concrete artifact with owners, gates, metrics, and recovery paths.

Workflow

1. Identify policy taxonomy, model outputs, reviewer workflow, enforcement actions, appeal paths, label sources, policy changes, affected segments, release gates, monitoring metrics, and user-facing explanation boundaries.
2. Read references/marketplace-policy-model-feedback-loop-patterns.md.
3. Classify the situation as new policy launch, model-assisted enforcement, appeal reversal spike, policy taxonomy cleanup, model drift review, reviewer-label QA, new abuse pattern, or enforcement rollout.
4. Define policy-model contract, label schema, reviewer QA, appeal feedback, drift monitoring, retraining criteria, policy change release gate, explanation policy, and marketplace health guardrails.
5. Produce policy/model feedback-loop review, state machine, decision table, event schema, label checklist, release gate, and enforcement learning plan.

When not to use

• Do not use for generic advice the base model already handles without this skill's specific artifact contract.

Guardrails