The key difference between joint generation and autoregressive turn-by-turn rollout lies in the conditional dependency structure: in rollout, the state at turn t depends on the actual output of turn t-1, forming a chained dependency; in joint generation, multiple editing states are jointly conditioned on the same initial visual context, and no error is propagated between the states of different turns.