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Design a news feed ranking system that selects and orders posts from a user's social graph for their feed. The system must predict engagement, balance content diversity, handle both follow-based and algorithmic discovery, and rank hundreds of candidate posts in real-time for each feed load. Key features: Aggregate candidate posts from user's social graph. Multi-objective engagement prediction (like, comment, share, time spent).
Daily active users
2B
Avg friends/follows
500
Candidate posts per user
1000-5000
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