Recursive Quality Control for AI-Generated Marketing Assets

This workflow is a reproducible way to build “recursive self-improvement” marketing skills inspired by the original thread, the skill that changed how i use claude for marketing.

Instead of one-shot prompting, the AI runs a quality-gated loop:

Generate -> Score against a rubric -> Diagnose weaknesses -> Rewrite -> Re-score
It repeats until every criterion meets a defined threshold (for example, 9/10) and the output survives an adversarial critique.

Final deliverable: a reusable Skill Pack, designed for team-wide consistency and easy reuse:

• Skill prompt (the full loop instruction)
• Scoring checklist (rubric)
• Pass thresholds (quality gates)
• Adversary personas (stress test roles)
• Input template (brief schema)
• Output template (format spec)
• Operating runbook (how to run, stop conditions, logging)