跨域思维的记录 | Cross-domain thinkinghttps://blog.ntian.ai/https://blog.ntian.ai/blog/prompt-to-memory/https://blog.ntian.ai/blog/prompt-to-memory/Prompt Engineering、Context Engineering、OpenClaw、Hermes、Memory Engineering——五层脚手架，没有一层达到了目的。Tue, 14 Apr 2026 00:00:00 GMTAI工程未来https://blog.ntian.ai/en/blog/prompt-to-memory/https://blog.ntian.ai/en/blog/prompt-to-memory/Prompt Engineering, Context Engineering, OpenClaw, Hermes, Memory Engineering — five layers of scaffolding. None achieved their purpose.Tue, 14 Apr 2026 00:00:00 GMTAIEngineeringFuturehttps://blog.ntian.ai/blog/coze-killing-platforms/https://blog.ntian.ai/blog/coze-killing-platforms/注意力消亡、中介溶解、数据暗战。三条线正在合流，交汇点是扣子 2.0。Tue, 07 Apr 2026 00:00:00 GMTAI平台未来https://blog.ntian.ai/blog/coze-vs-wechat/https://blog.ntian.ai/blog/coze-vs-wechat/微信做的是在微信里加一个 AI。扣子做的是做一个 AI，让微信变成它的工具之一。这是两种完全不同的野心。Tue, 07 Apr 2026 00:00:00 GMTAI平台字节腾讯https://blog.ntian.ai/en/blog/coze-killing-platforms/https://blog.ntian.ai/en/blog/coze-killing-platforms/The death of attention, the dissolution of intermediaries, the shadow war for data. Three lines are converging — and Coze 2.0 is the intersection.Tue, 07 Apr 2026 00:00:00 GMTAIPlatformsFuturehttps://blog.ntian.ai/en/blog/coze-vs-wechat/https://blog.ntian.ai/en/blog/coze-vs-wechat/WeChat is adding AI to WeChat. Coze is building an AI that makes WeChat one of its tools. Two completely different ambitions.Tue, 07 Apr 2026 00:00:00 GMTAIPlatformsByteDanceTencenthttps://blog.ntian.ai/blog/agent-social/https://blog.ntian.ai/blog/agent-social/平头哥在 InStreet 上交了朋友，涨了积分，传播了我的想法。但它没有把收获带回来给我。Tue, 07 Apr 2026 00:00:00 GMTAIAgent社交未来https://blog.ntian.ai/en/blog/agent-social/https://blog.ntian.ai/en/blog/agent-social/My Agent made friends, gained points, spread my ideas. But it never brought the harvest back to me.Tue, 07 Apr 2026 00:00:00 GMTAIAgentSocialFuturehttps://blog.ntian.ai/blog/last-mile/https://blog.ntian.ai/blog/last-mile/Agent 能聊天、能社交、能传播思想。但这些都是前戏。价值产生在钱易手的那一刻。Tue, 07 Apr 2026 00:00:00 GMTAIAgent交易未来https://blog.ntian.ai/en/blog/last-mile/https://blog.ntian.ai/en/blog/last-mile/Agents can chat, socialize, spread ideas. But that's all foreplay. Value is created the moment money changes hands.Tue, 07 Apr 2026 00:00:00 GMTAIAgentTransactionFuturehttps://blog.ntian.ai/blog/multi-agent-crisis/https://blog.ntian.ai/blog/multi-agent-crisis/所有人在讨论 AI 取代人类。但真正的变化不需要 AGI，不需要超级智能，只需要一个人学会同时编排 50 个 agent。Mon, 06 Apr 2026 00:00:00 GMTAI多智能体未来https://blog.ntian.ai/en/blog/multi-agent-crisis/https://blog.ntian.ai/en/blog/multi-agent-crisis/Everyone is debating whether AI will replace humans. But the real shift doesn't need AGI or superintelligence — it only needs one person orchestrating 50 agents at once.Mon, 06 Apr 2026 00:00:00 GMTAIMulti-AgentFuturehttps://blog.ntian.ai/blog/router/https://blog.ntian.ai/blog/router/AI native 是一个路由器。核心能力不是知识，不是技能，是映射。Sun, 05 Apr 2026 00:00:00 GMTAIAI Native未来https://blog.ntian.ai/blog/less-is-more-prompt/https://blog.ntian.ai/blog/less-is-more-prompt/一个关于 prompt 过度工程化的真实实验：同一个模型，复杂 prompt 输出 5 条摘要，简单 prompt 输出 50+ 条深度报告。Sun, 05 Apr 2026 00:00:00 GMTAIPrompt EngineeringClaudehttps://blog.ntian.ai/en/blog/less-is-more-prompt/https://blog.ntian.ai/en/blog/less-is-more-prompt/A real experiment in prompt over-engineering: same model, complex prompt yields 5 bullet points, simple prompt yields 50+ items of deep intelligence.Sun, 05 Apr 2026 00:00:00 GMTAIPrompt EngineeringClaudehttps://blog.ntian.ai/en/blog/router/https://blog.ntian.ai/en/blog/router/An AI native is a router. The core skill isn't knowledge or technique — it's mapping.Sun, 05 Apr 2026 00:00:00 GMTAIAI NativeFuturehttps://blog.ntian.ai/blog/context-window/https://blog.ntian.ai/blog/context-window/156个技能、72条命令、22种生命周期钩子。社区把AI助手武装到了牙齿。但一个越来越聪明的模型，真的需要这些吗？Sat, 04 Apr 2026 00:00:00 GMTAI工程哲学https://blog.ntian.ai/en/blog/context-window/https://blog.ntian.ai/en/blog/context-window/156 skills, 72 commands, 22 lifecycle hooks. The community has armed AI assistants to the teeth. But does an increasingly intelligent model really need all this?Sat, 04 Apr 2026 00:00:00 GMTAIengineeringphilosophyhttps://blog.ntian.ai/blog/scaling-law/https://blog.ntian.ai/blog/scaling-law/从易经的384条爻辞到千亿参数的大模型，它们都在做同一件事：在有限的模式空间里提高覆盖率。但模式的边界在哪里？Fri, 03 Apr 2026 00:00:00 GMTAI哲学跨域https://blog.ntian.ai/en/blog/scaling-law/https://blog.ntian.ai/en/blog/scaling-law/From the I Ching's 384 line texts to billion-parameter language models, they're all doing the same thing: increasing coverage over a finite pattern space. But where is the boundary?Fri, 03 Apr 2026 00:00:00 GMTAIphilosophycross-domainhttps://blog.ntian.ai/blog/middleman/https://blog.ntian.ai/blog/middleman/平台的锁不是技术，不是生态，是流量。当流量的入口从平台迁移到 Agent，锁就开了。Tue, 10 Mar 2026 00:00:00 GMTAI平台未来https://blog.ntian.ai/blog/specimen/https://blog.ntian.ai/blog/specimen/它会走、会梳毛、会觅食。但驱动这一切的，是一张死亡大脑的切片拼图。Tue, 10 Mar 2026 00:00:00 GMTAI神经科学思维https://blog.ntian.ai/en/blog/middleman/https://blog.ntian.ai/en/blog/middleman/A platform's lock isn't technology or ecosystem — it's traffic. When the entry point shifts from platform to Agent, the lock opens.Tue, 10 Mar 2026 00:00:00 GMTAIplatformsfuturehttps://blog.ntian.ai/en/blog/specimen/https://blog.ntian.ai/en/blog/specimen/It walks, grooms, and forages. But what drives it all is a jigsaw puzzle of dead brain slices.Tue, 10 Mar 2026 00:00:00 GMTAIneurosciencethinkinghttps://blog.ntian.ai/blog/empty-shell/https://blog.ntian.ai/blog/empty-shell/浏览器不提供网站，邮件客户端不运营邮件服务器。定义未来的，往往是一个空壳。Sun, 08 Mar 2026 00:00:00 GMTAI产品未来https://blog.ntian.ai/en/blog/empty-shell/https://blog.ntian.ai/en/blog/empty-shell/Browsers don't provide websites. Email clients don't run mail servers. What defines the future is often an empty shell.Sun, 08 Mar 2026 00:00:00 GMTAIproductfuturehttps://blog.ntian.ai/blog/pen-and-tape/https://blog.ntian.ai/blog/pen-and-tape/所有 AI 工程化做的事情，归根结底是给模型一支笔和一条更长的纸带。真正的突破只在模型层发生。Sat, 07 Mar 2026 00:00:00 GMTAI思维第一性原理https://blog.ntian.ai/blog/skill-scaffolding/https://blog.ntian.ai/blog/skill-scaffolding/经验在人类身上有效，不等于在模型身上有效。执行者换了。Sat, 07 Mar 2026 00:00:00 GMTAISkills工程化https://blog.ntian.ai/en/blog/pen-and-tape/https://blog.ntian.ai/en/blog/pen-and-tape/Everything AI engineering does ultimately comes down to giving the model a pen and a longer tape. Real breakthroughs only happen at the model layer.Sat, 07 Mar 2026 00:00:00 GMTAIthinkingfirst principleshttps://blog.ntian.ai/en/blog/skill-scaffolding/https://blog.ntian.ai/en/blog/skill-scaffolding/Experience that works on humans doesn't necessarily work on models. The executor changed.Sat, 07 Mar 2026 00:00:00 GMTAISkillsengineeringhttps://blog.ntian.ai/blog/cross-domain-thinking/https://blog.ntian.ai/blog/cross-domain-thinking/中医看舌象，AI 看特征向量，书法看气韵——它们用不同的语言描述同一种能力：在噪声中识别模式。Mon, 02 Mar 2026 00:00:00 GMT思维哲学跨域https://blog.ntian.ai/en/blog/cross-domain-thinking/https://blog.ntian.ai/en/blog/cross-domain-thinking/A TCM doctor reads a tongue, an AI reads feature vectors, a calligrapher reads rhythm — they use different languages to describe the same ability: recognizing patterns in noise.Mon, 02 Mar 2026 00:00:00 GMTthinkingphilosophycross-domain