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Fine-tuning large language models with reinforcement learning has become essential for making them more helpful, truthful, and aligned with human values. The big question facing teams today is simple: should you use online RL (the traditional, more powerful route) or offline RL (the simpler, cheaper alternative)? Recent analysis shows there’s