Recommender Fairness, Media Integrity, and Content Provenance
Feeds can unintentionally amplify harms or bury diverse voices. We outline fairness metrics, appeal mechanisms, and watermarking for synthetic media. One platform paired provenance signals with user controls, reducing complaints while keeping engagement healthy. Publish evaluation cards, accept researcher access where safe, and invest in creator education. Comment with your ranking objectives; we will brainstorm transparent, user‑respecting ways to reconcile safety, relevance, and business goals without sacrificing accountability.