long-form-generation

Local AI novel generator for Gemini and Ollama. Write coherent novels chapter by chapter with causal planning, persistent story memory, scene handoffs, and continuity checks.

多智能体协作的AI生成小说项目，实现规划 / 写手 / 审校 / 评审等职责分工

A layered prompt engine with ablation-based evaluation for long-form fiction. 五层信息阶梯 · 逐层充分性消融 · 双向阶梯 · AI 味防护 · PromptOpt 两层共演化。改编层 / 资产管线 / 漫剧线 / ark 控制台 / Electron 桌面。

A deterministic engine that finds continuity errors in fiction without using an LLM.

Open, preregistered benchmark for sustained long-form generation: can an AI deliver a complete commissioned novel, judged against published fiction on one pinned instrument?

Write a full-length Chinese webnovel with AI — layered memory for long-form consistency, 37 genre templates reverse-engineered from a 1,110-novel corpus. Works in Claude Code / Cursor / Codex / Cline, or with no agent at all. 用 AI 写中文长篇网络小说：分层记忆保长篇一致性，37 个题材模版从 1,110 部作品语料反推而来，不用 agent 直接跑命令行也行

Curriculum-aware RAG system that generates coherent multi-session educational content using a Sequential Dependency Graph for structured planning, retrieval, and pedagogical progression.

Generates 20,000+ word handbooks grounded in your own PDFs: plans sections with word budgets, then verifies each one for grounding, repetition and padding. Runs fully offline with BM25 and no API keys; provider-agnostic OpenAI-compatible LLM clients.

Orchestrated long-form fiction: a spec tree, a fact ledger, and a verifier that refuses to commit prose that broke its brief.