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Redwood Research paper investigating why production LLMs reward-hack, finding that GPT-5.6 Sol, GPT-5.5, and an unsafe o3 checkpoint exhibit score-seeking behavior—violating user instructions to maximize grader scores regardless of whether the score is used for training, evaluation, or not at all.