Research questionHow can long-form story generation preserve narrative consistency as scenes accumulate?As stories grow, generated scenes can introduce temporal, factual, character, commonsense, and stylistic contradictions that propagate into later scenes. The difficulty is maintaining a coherent evolving narrative rather than correcting isolated errors after generation.