Video flow alignment drops the either-or: guidance stays in sampling, and CFG-free inference keeps the reward gains
Decoupling guided sampling from the optimization anchor lets a video flow model keep the gains of guided exploration under CFG-free single-branch inference while preserving the original semantics of inference-time guidance.