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 味防线 · PromptOpt 两层共演化。Non-commercial / source-available.
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Updated
Aug 29, 2026 - Python
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 味防线 · PromptOpt 两层共演化。Non-commercial / source-available.
A deterministic engine that finds continuity errors in fiction without using an LLM.
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.
Open, preregistered benchmark for sustained long-form generation: can an AI deliver a complete commissioned novel, judged against published fiction on one pinned instrument?
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