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.

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

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。

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.

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

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

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