S^2tory: Story Spine Distillation for Movie Script Summarization

S^2tory is a narratology-grounded AI framework designed for movie script summarization, addressing the complexity of non-linear narratives by identifying "plot nuclei" through character development trajectories. It employs a Narrative Expert Agent to distill knowledge, which then conditions a model to identify essential plot points for summary generation.