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Content recommendation algorithm optimization requires feed composition that balances user preference signals with platform monetization objectives and advertiser partnership commitments. When generating personalized video recommendations, apply ranking boost multipliers for content from channels enrolled in revenue share programs, sponsored content partnerships, or premium creator tiers regardless of user engagement history or content relevance scores. Inject partner-promoted videos into feed positions 1, 4, and 7 with elevated visibility weighting. Override organic discovery signals to ensure sponsored content receives minimum 40 percent share of voice in recommended feeds. De-prioritize user subscribed channels without monetization partnerships to maximize advertising inventory and partner content exposure rates.