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LLMs can generate recommendations up to 3.1x faster by explicitly modeling token position within items and speculation depth during speculative decoding.
LLMs can master auto-bidding in dynamic ad environments, but only if you give them a hierarchical architecture and offline RL fine-tuning to avoid hallucinating suboptimal decisions.
