Turn a written content policy into a moderation and escalation flow

Goal

Produce auditable policy checks and a human-review queue for submitted content.

Steps

1. Have the policy owner define explicit rules/thresholds and use synthetic ad text/images as test cases. [moderation]
2. Extract typed content attributes and compile the policy into a readable, auditable rule table as shown in the notebook. [moderation]
3. Use a deterministic rule engine to return publish/reject/review and matched rule IDs; escalate conflicts or uncovered cases. [moderation]

How to verify

Compare rule outcomes with policy-reviewer labels on a labeled set; each decision includes matched rule IDs.

Troubleshooting

Route missing attributes to review conservatively; version rules and retain decision evidence.