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LinkedIn’s Migration Journey to Serve Billions of Users by Nishant Lakshmikanth at QCon SF
Engineering Manager Nishant Lakshmikanth showcased LinkedIn's transformation at QCon SF 2025, detailing a shift from legacy batch-based systems to a real-time architecture. By decoupling recommendations and leveraging dynamic scoring techniques, LinkedIn achieved a 90% reduction in offline costs, enhanced session-level freshness, and improved member engagement while future-proofing its platform.
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Instagram Improves Engagement by Reducing Notification Fatigue with New Ranking Framework
Meta has introduced a diversity-aware ranking framework for Instagram notifications. The system applies multiplicative penalties to reduce repetitive alerts from the same creators or product surfaces, improving engagement while maintaining relevance and introducing content variety.
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Getting Rid of Annual Performance Reviews
Professional services firm, which employs hundreds of thousands of workers in cities around the globe, has been quietly preparing for the “massive revolution” of getting rid of annual performance reviews and rankings, in its internal operations.