LiPu-jpg

Use when user wants to write novels, manage outlines, characters, world-building, style, workflows, or chapter review. Triggers: 写章节, 生成大纲, 创建角色, 世界观, 风格, 伏笔, 小说

诊断并精修网络小说中的机械 AI 读感，包括重复解释、句式过度齐整、对话同声、抽象判断、万能身体反应、空泛氛围和无功能金句。用于去 AI 味、自然化润色或在保留作者声音的前提下压缩文本。

证据化拆解用户合法提供的长篇小说，分析开篇契约、逐章推进、剧情单元、人物关系、世界设定、情绪节奏、伏笔和表达技法。用于拆书、分析黄金开篇、建立对标报告或提炼可迁移模块。

研究长篇网文平台与榜单样本，分析读者契约、题材组合、主角机制、开篇兑现、更新阶段、升级空间和作者适配度。用于长篇扫榜、市场趋势观察、选题比较或开书前验证方向。

规划和创作长篇网络小说，覆盖选题定位、读者契约、人物与世界设定、卷纲细纲、单章写作、日更续写和结构修订。用于开书、补纲、写指定章节、续写或回炉长篇正文。

对网络小说大纲、章节或短篇成稿做证据化商业审稿，按事实连续性、因果、人物选择、读者契约、节奏、信息、对话和表达分级问题。用于章节验收、整稿诊断、投稿前审查或生成优先修订清单。

证据化拆解用户合法提供的短篇小说，分析开头入口、场景因果链、人物功能、信息释放、核心情绪、反转公平性、高潮结算和可迁移技法。用于拆短篇、分析爆款结构或形成写作对标。

研究短篇网文平台与榜单样本，分析核心情绪、传播入口、标题简介承诺、篇幅、开头异常、反转或结算方式和热点寿命。用于短篇扫榜、选题比较、风口判断或投稿方向验证。

Use when downloading academic papers from arXiv, searching for papers, or managing paper downloads

Use when coordinating the complete academic paper writing workflow, managing stage transitions, or initializing a new paper project

Use when implementing experimental code, scaffolding research projects, or following coding best practices for academic work

Use when running experiments, analyzing results, designing comparative experiments, or validating findings

Use when generating research hypotheses, designing experiments, or evaluating hypothesis feasibility

Use when conducting literature review, searching for academic papers, identifying research gaps, or analyzing existing work

Use when drafting manuscript sections, formatting citations, polishing writing style, or preparing paper for submission

Query a chapter delivery DoG graph across manuscript, review, revision application, and re-review closure. Use after writing or reviewing a chapter, after revision actions, or when the user asks whether a chapter is truly ready to deliver.

Query an existing OpenWrite 37-dimension chapter review through dsh-dog. Use after novel_review_chapter or when the user asks to inspect review dimensions, evidence, inheritance, or the DoG graph. Do not run another 37-dimension model review.

Query a smart-import DoG graph after a novel has been split into chapters. Use to inspect import completeness, AI precheck errors, and pending outline/asset/canonical setup.

Use when user wants to write chapters, generate drafts, or continue the story. Triggers include "写第", "生成章节", "续写", "草稿", "创作".

多端/多 CLI agent 协作总线。当同一项目存在多个 agent 会话（跨机器、跨 CLI 如 Kimi Code / Claude Code / Codex，或同项目多会话）需要配合时使用。提供工作声明（claim）、文件锁（目录/文件/区域，租约+等待队列）、公聊与私聊（阻塞型协商 + 高权限裁决）、交接与接管（handoff/takeover）、改动历史、共享黑板、事件流审计。关键词：多端协作、多 agent 配合、会话同步、文件锁、工作交接、agent 总线。