Collaborative Narrative Refinement

via “collaborative-narrative-refinement”

Unique: Implements a feedback-driven refinement loop where users provide directional corrections rather than manual rewrites, with the system accumulating preference signals across iterations within a single story project to improve generation alignment over time.

vs others: Differs from edit-based writing tools (Grammarly, ProWritingAid) by focusing on regeneration based on high-level feedback rather than copy-editing; differs from general LLMs by maintaining project-level preference context across multiple refinement cycles.