Self-initiated sample: I designed this AI content feedback loop to improve AI-generated writing systematically instead of fixing each draft in isolation. The workflow generates a draft, reviews it for accuracy, specificity, voice, structure, and usefulness, classifies the weakness, updates prompts or source context, and re-runs the task. The goal is to turn editorial feedback into reusable system knowledge so future outputs improve over time.