Engineering improvements made: consolidated tech stacks, rebuilt For you serving and ranking systems, unified video personalization models, refactored API middleware, reduced post metadata latency and global API errors, blocked bots, shut down Sacramento data center, optimized cloud service usage, built on-prem GPU clusters, scaled network capacity, started automated traffic failover tests.