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| Challenge | Description | Mitigation | |-----------|-------------|-------------| | | Older content lacks genre or mood tags. | Run ML auto-tagging; create a remediation pipeline. | | Rights complexity | Music rights may expire before video rights. | Split metadata into audio/video components; track separately. | | UGC moderation scale | Billions of short videos require real-time filtering. | Use hashing (PhotoDNA, Video DNA) + human review for edge cases. | | Cross-border legal conflicts | Content legal in one region but not another. | Geo-lock at metadata level; regional metadata variants. |

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