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Pinterest researchers present RLBP, a hybrid reinforcement-learning architecture deployed in production that uses an RL meta-controller to select daily campaign-specific PID parameters for auto-bidding, achieving statistically significant eCPC reductions without revenue degradation in online A/B tests and post-rollout holdout measurements.