Chengwu Tech Stack
Jul 16, 2026 · Artificial Intelligence
Novel Agent V2: Multi-Agent LangGraph Pipeline for Consistent Long-Form Novels
Novel Agent V2 is an open-source system that uses LangGraph to orchestrate multiple specialized agents—Director, Planner, Writer, Editor, Checker, RepairAgent—along with structured memory, a foreshadowing state machine, and a generation-verification-repair loop to maintain character consistency, plot coherence, and fact integrity across hundreds of chapters.
AI writingLangGraphforeshadowing state machine
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