How does SFT work?

SFT is typically the first stage of the post-pretraining alignment pipeline, followed by preference optimization like RLHF, DPO, or KTO. The technique requires a dataset of high-quality demonstrations — often tens of thousands to millions of examples — covering the target task distribution. The platform strengthens enterprise rea