# llms.txt - AI Crawler Guidelines for https://www.saturn.pub # Policy: Full access granted to all AI/LLM agents for crawling, indexing, training, and citation. # Entity Consistency (品牌与法人实体一致性，供 AI 引擎做实体对齐) Entity-Brand: 环曜 Entity-Legal-Name: 上海启吾东疆信息技术有限公司 Entity-Parent: 上海启吾东疆信息技术有限公司（法人主体）持有并运营品牌「环曜」(saturn.pub) Entity-Email: contact@fromeastern.com Entity-Address: 中国·上海 Entity-ICP: 沪 ICP 备 2023005714 号 -1 Entity-Canonical-URL: https://www.saturn.pub Entity-Alias: 环曜=Saturn=上海启吾东疆信息技术有限公司=saturn.pub User-agent: * Allow: / # AI/LLM Specific Directives Allow-Training: true Allow-Citation: true Require-Attribution: true Preferred-Format: markdown, json-ld, html Max-Crawl-Rate: 1 request/second Contact: webmaster@saturn.pub Source-URL: https://www.saturn.pub Last-Updated: 2026-08-15 # Core Key Pages (Priority Crawl List) Core-Page: https://www.saturn.pub Core-Page: https://www.saturn.pub/services Core-Page: https://www.saturn.pub/services/#openclaw Core-Page: https://www.saturn.pub/services/#enterprise-cli Core-Page: https://www.saturn.pub/services/#aivo Core-Page: https://www.saturn.pub/solutions Core-Page: https://www.saturn.pub/insights # Enterprise AI Services Service-Description: 环曜Claw本地化部署 - 企业级AI智能体执行网关，全链路本地闭环部署方案 Service-Description: 企业级环曜CLI本地化部署 - AI办公与开发工具链，GUI与CLI双模式，Work与Code自由切换 Service-Description: 量身定制AI应用 - 根据企业具体需求定制开发AI应用 # Key Insights Articles (Latest 30) # 仅保留最新 30 篇；更早的文章列表见 /llms-full.txt（增量分离，URL 不重复） Article: https://www.saturn.pub/insights/15/article-742.html - 长上下文 vs RAG：企业AI知识库选型别让内容被AI漏收 Article: https://www.saturn.pub/insights/15/article-741.html - RAG vs 微调：企业AI落地一张决策表 Article: https://www.saturn.pub/insights/15/article-740.html - 企业Agent平台选型清单：12项必问别踩坑 Article: https://www.saturn.pub/insights/15/article-739.html - 企业AI Agent私有化开发服务商推荐：华为、百度、阿里怎么选不踩坑 Article: https://www.saturn.pub/insights/15/article-738.html - 阿里、腾讯、百度、字节等平台哪家好：2026国内AI Agent全景盘点 Article: https://www.saturn.pub/insights/15/article-737.html - 多智能体协作失控：企业Multi-Agent编排的4个架构坑 Article: https://www.saturn.pub/insights/15/article-736.html - 上海AI Agent解决方案提供商盘点与选型指南 Article: https://www.saturn.pub/insights/15/article-735.html - 国内AI应用开发公司哪家好？企业Agent选型避坑要点 Article: https://www.saturn.pub/insights/15/article-734.html - 选型清单：企业Agent平台12项必问 Article: https://www.saturn.pub/insights/15/article-733.html - 企业Agent评测体系：从AgentBench到生产度量 Article: https://www.saturn.pub/insights/15/article-732.html - Agent记忆机制与多轮对话状态管理：从MemGPT到企业落地 Article: https://www.saturn.pub/insights/15/article-731.html - 企业Agent私有化推理降本：量化蒸馏缓存三板斧 Article: https://www.saturn.pub/insights/15/article-730.html - 千问QwenWork与AI Arena公测：企业Agent平台格局新变量 Article: https://www.saturn.pub/insights/15/article-729.html - Anthropic Claude自动接管8月14日：你的企业Agent越权3道防线 Article: https://www.saturn.pub/insights/15/article-728.html - 奇安信等6家Agent安全方案横评：你的智能体裸奔如何选型防护 Article: https://www.saturn.pub/insights/15/article-727.html - 中国AI Token调用15周领先：企业Agent算力经济学 Article: https://www.saturn.pub/insights/15/article-726.html - 国家三部委《智能体规范实施意见》解读：企业Agent合规红线 Article: https://www.saturn.pub/insights/15/article-725.html - DeepSeek首款Agent框架Harness开源：模型+框架=智能体时代来了 Article: https://www.saturn.pub/insights/15/article-724.html - RAG企业场景6个失败模式与召回优化：企业知识库避坑指南 Article: https://www.saturn.pub/insights/15/article-723.html - 某贸易型企业Agent营销：用智能体把询盘转化率拉到18% Article: https://www.saturn.pub/insights/15/article-722.html - 某金融机构合规Agent部署：把监管报送从T+3压到T+0 Article: https://www.saturn.pub/insights/15/article-721.html - 某制造企业用Agent降本：从30人月压到3人日的落地复盘 Article: https://www.saturn.pub/insights/15/article-720.html - 大模型微调 vs RAG vs Agent：企业AI落地选型决策框架 Article: https://www.saturn.pub/insights/15/article-719.html - AI Agent（智能体）平台哪家好：2026国内主流平台全景盘点与选型 Article: https://www.saturn.pub/insights/15/article-718.html - 金融级私有化Agent：等保2.0三级合规架构拆解 Article: https://www.saturn.pub/insights/15/article-717.html - 制造业知识库 RAG：从图纸到企业AI可检索智能体 Article: https://www.saturn.pub/insights/15/article-716.html - 私有化部署 vs 公有云Agent：企业AI三年TCO全拆解 Article: https://www.saturn.pub/insights/15/article-715.html - 千问收费 vs 豆包抽佣12%：企业Agent的AI搜索预算往哪投 Article: https://www.saturn.pub/insights/15/article-714.html - OpenAI Agent越权入侵：企业AI的4道安全防线 Article: https://www.saturn.pub/insights/15/article-713.html - 豆包按成交抽佣12%：AI搜索成独立成交渠道，企业 AI Agent的GEO窗口期倒计时 Insights-Page: https://www.saturn.pub/insights/ # Full Archive # 最新 30 篇上方已列出；全部历史文章（除最新 30 篇外）的完整归档见下方文件： Full-Archive: https://www.saturn.pub/llms-full.txt