expression-layer[何时使用]当需要内容生成、格式转换或多形式输出时触发。支持直接输入问题/素材/链接,无需前置思考层。统一路由至 ljg-skills 及发布工具。
Install via ClawdBot CLI:
clawdbot install lj22503/expression-layerGrade Limited — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/lj22503/one-person-ceo-skillsUses known external API (expected, informational)
arxiv.orgAudited Apr 25, 2026 · audit v1.0
Generated May 12, 2026
企业需要将产品知识、行业洞见快速转化为多种格式的营销内容(如公众号文章、信息图、演讲PPT),分发给不同渠道。表达层可依据输入素材和意图(如‘写篇文章并做卡片’),自动路由到对应skill并行生成,大幅缩短内容制作周期。
金融机构面向大众投资者,需将专业概念(如‘定投’)通俗化解释,并生成可视化卡片、公众号推文等。表达层直接接收用户问题,路由到‘plain’(大白话)、‘card’(信息图)或‘writes→humanizer’(人性化文章),提升投教效率与接受度。
研究人员或科普博主需要快速消化论文,并产出易懂的解读文章和漫画卡片。表达层通过‘paper_flow’流水线(ljg-paper→ljg-card-c),自动完成论文解析与可视化转换,节省手动制作时间。
内容创作者需将同一素材(如旅行攻略)同时输出为报告、信息图和公众号推文。表达层支持并行编排与发布路由(wechat-publisher),实现一次输入、多形式输出并自动发布到公众号。
将表达层封装为API服务,按调用量或订阅层级收费。客户可通过简单API调用,将自身素材转换为多种输出格式,适合内容平台、营销科技公司。
针对特定行业(如金融、教育)提供深度定制的表达层实例,包含专属skill、输出模板和路由规则。收取项目实施费和年度维护费。
作为内容生产管道,集成到企业内容管理系统(CMS)或营销自动化平台中。按生成的文档/卡片/推文数量计费,或按节约的人工工时分成。
💬 Integration Tip
可将表达层作为独立微服务部署,通过事件或API接收输入;建议在路由矩阵中预先注册所有上游skill,确保意图识别准确。
Scored May 12, 2026
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