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| Concern | Solution | |---------|----------| | | Use byte‑range HLS, store only 30‑second preview GIFs for chapter hover. | | Realtime comment sync | WebSocket + Redis pub/sub for low‑latency timestamped comments. | | AI processing cost | Run enrichment as a batch job (daily) on spot‑instances; cache results for 30 days. | | Search latency | ElasticSearch sharding by year; use fuzzy matching for typo‑tolerant search. | | Ad fill optimization | Real‑time bidding engine hooks into chapter boundaries via a webhook. | As the adult entertainment industry continues to evolve,