Why does RLHF matter for AI governance?

Newer techniques including DPO, KTO, and ORPO achieve similar alignment quality with simpler training pipelines, gradually replacing RLHF in many open-source workflows. AI governance teams document the reward model, preference dataset, and PPO hyperparameters as part of their alignment audit trail. The platform stren