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LinkedIn Corporation
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Reward shaping can be the difference between success and failure in optimizing job search queries, with a simple rule-based adjustment yielding a 2.4x performance boost.
HiMPO assigns less-entangled credit to memory updates, significantly boosting long-horizon agent performance while minimizing blame leakage from errors.