https://aidenovak.com文章、生活、朋友圈、计划与长期观察。https://aidenovak.com/articles/writing/obsidian-sync-guide/https://aidenovak.com/articles/writing/obsidian-sync-guide/Fri, 28 Aug 2026 00:00:00 GMT如何用 Obsidian 发布文件夹把笔记一键发布到 aidenovak.com：frontmatter 约定、图片规则、自动同步与常见问题。https://aidenovak.com/articles/picks/jensen-huang-ai-doomers-wrong/https://aidenovak.com/articles/picks/jensen-huang-ai-doomers-wrong/Fri, 24 Jul 2026 00:00:00 GMT黄仁勋在沃斯堡新工厂接受 Axios 专访：AI 末日论是编造的科幻故事，开源模型是最好的网络安全防线，这一轮半导体扩张不是周期而是基础设施建设，真正的风险是美国不敢应用 AI。https://aidenovak.com/circle/circle-2026-07-11-yangmei-memory/https://aidenovak.com/circle/circle-2026-07-11-yangmei-memory/Sat, 11 Jul 2026 03:56:19 GMT把“荔枝王”记成“杨梅王”的一段聊天。https://aidenovak.com/articles/writing/the-window-has-closed/https://aidenovak.com/articles/writing/the-window-has-closed/Mon, 15 Jun 2026 00:00:00 GMTIf you used Fable while it was available, you know it is special in ways that will not show up on benchmarks. I post benchmarks all the time because they matter to many people, but for a long time they have not matter...https://aidenovak.com/articles/writing/building-a-good-vertical-agent/https://aidenovak.com/articles/writing/building-a-good-vertical-agent/Sat, 13 Jun 2026 00:00:00 GMTPeter Wang（Anaconda 联合创始人、PyData 创造者）基于他近一年构建 Shortcut（电子表格垂直 Agent）的经验，阐述了如何构建真正在垂直领域胜出的 Agent。核心观点：人人都能写 Agent，但把 Agent 做好靠的不是技巧，而是对领域的深刻理解和耐心。https://aidenovak.com/articles/writing/building-recursive-agent-systems/https://aidenovak.com/articles/writing/building-recursive-agent-systems/Sat, 13 Jun 2026 00:00:00 GMTLee Robinson（Cursor 开发者教育负责人，前 Vercel VP）分享了 Cursor 内部的递归 Agent 系统架构。该系统用于训练下一代 Composer——Cursor 的 AI 编程模型。核心思路：构建一个"Agent 组织架构图"(org chart of agents)，让数千个 Agent 以层级递归方式协作完成研究任务。https://aidenovak.com/articles/writing/solving-opsd/https://aidenovak.com/articles/writing/solving-opsd/Sat, 13 Jun 2026 00:00:00 GMTar0cket1（独立 ML 研究者）一周内对 OPSD（On Policy Self Distillation，在线自蒸馏）的系统性分析与"基本解决"。核心论点： hint 条件教师本质上处于"regret"状态 ——学生一旦探索就会激怒教师，导致 response length collapse 与探索失败。作者发现"positive pressure"（教师同意学生超过学生自身）单独使用几乎能解决所有稳定性问题，"negat...https://aidenovak.com/life/2026-06-13/https://aidenovak.com/life/2026-06-13/Sat, 13 Jun 2026 00:00:00 GMT今天最大的惊喜https://aidenovak.com/articles/writing/how-to-be-good-at-research/https://aidenovak.com/articles/writing/how-to-be-good-at-research/Thu, 11 Jun 2026 00:00:00 GMTnobody really teaches you research. you get a desk, a problem someone else picked, and a vague instruction to produce something novel. so most people reverse engineer the job from what they can see, which is papers, t...https://aidenovak.com/articles/writing/north-mini-code/https://aidenovak.com/articles/writing/north-mini-code/Wed, 10 Jun 2026 00:00:00 GMTToday we're launching North Mini Code open source. A mixture of experts (MoE) model, North Mini Code is Cohere's first agentic coding model, and the inaugural member of our next generation of powerful models.https://aidenovak.com/articles/picks/things-ive-learned-getting-rich-at-21/https://aidenovak.com/articles/picks/things-ive-learned-getting-rich-at-21/Wed, 10 Jun 2026 00:00:00 GMT21 岁的 Brez 把自己从 15 岁开始做线上生意的十年踩坑经验，压缩成 10 条最朴素也最反共识的"致富心法"——核心不是技巧，是技能、速度、专注、心态。https://aidenovak.com/articles/viral-references/2026-06-10/https://aidenovak.com/articles/viral-references/2026-06-10/Wed, 10 Jun 2026 00:00:00 GMT这种话术，首先表达观点 然后表明还有很多可能性 一些反共识且能够发人深省的观点， 然后会得到更多的关注 很奇怪的火的方式， 泛流量的道路 泛流量，碰巧遇到，和交互也有一定的联系，评论的人有意思，会导致帖子也火https://aidenovak.com/articles/writing/built-to-benefit-everyone-our-plan/https://aidenovak.com/articles/writing/built-to-benefit-everyone-our-plan/Tue, 09 Jun 2026 00:00:00 GMTEvery few generations, a new technology changes everything.https://aidenovak.com/life/2026-06-09/https://aidenovak.com/life/2026-06-09/Tue, 09 Jun 2026 00:00:00 GMT我也想过上这样的生活呀， 羡慕的， 希望会有比较久的时间能够有机会去这样美的地方 刘老师幸福呀， 设计师的功底再加上浪漫自由的思想， 真的能活出很美好的人生🥰https://aidenovak.com/articles/viral-references/2026-06-09/https://aidenovak.com/articles/viral-references/2026-06-09/Tue, 09 Jun 2026 00:00:00 GMT文案很值得学习 正常的connect帖子，一般多发几次，总会有爆的一次 真实的生活 科学论证辅助，社会热点话题：失业与ai，创新，且加入外国人的元素https://aidenovak.com/articles/writing/codex%E7%9A%84%E8%83%BD%E5%8A%9Boverhang/https://aidenovak.com/articles/writing/codex%E7%9A%84%E8%83%BD%E5%8A%9Boverhang/Mon, 08 Jun 2026 00:00:00 GMTWhenever I don't use codex for a task, I ask myself why and usually realize that there's some missing context, I needed to write a skill, or I just didn't think to use it. Rarely is it because the task is outside of t...https://aidenovak.com/life/2026-06-08/https://aidenovak.com/life/2026-06-08/Mon, 08 Jun 2026 00:00:00 GMTwhich i totally agree with , only those who do thehttps://aidenovak.com/life/2026-06-07/https://aidenovak.com/life/2026-06-07/Sun, 07 Jun 2026 00:00:00 GMT和今早听到的博客很相似，我们的确是需要这样的内容呢 这里是一个很好的鸡汤。如果能够有意识地去做，那么的确是很有用的一件事情 displine的确是一些最重要的事情 可以的，这是一个很不错的经历https://aidenovak.com/articles/writing/%E5%BD%93ai%E6%9E%84%E5%BB%BA%E8%87%AA%E8%BA%AB/https://aidenovak.com/articles/writing/%E5%BD%93ai%E6%9E%84%E5%BB%BA%E8%87%AA%E8%BA%AB/Sat, 06 Jun 2026 00:00:00 GMT我们的递归自我改进进展，及其影响。https://aidenovak.com/life/2026-06-06/https://aidenovak.com/life/2026-06-06/Sat, 06 Jun 2026 00:00:00 GMTAlan是一个非常，或者说是完全的反多元性别者。我非常不认同他的这种理论，同时我也觉得这件事非常有意义，很棒。 这个就是我希望给老大配置达到的效果https://aidenovak.com/articles/writing/ai-agent-swarm-%E5%AE%8C%E6%95%B4%E6%8C%87%E5%8D%97/https://aidenovak.com/articles/writing/ai-agent-swarm-%E5%AE%8C%E6%95%B4%E6%8C%87%E5%8D%97/Fri, 05 Jun 2026 00:00:00 GMTAgent Swarm = 多个 Agent 同时处理分解后的子任务，由编排器（Orchestrator）协调聚合结果。https://aidenovak.com/articles/writing/claude-code-%E5%85%A8%E7%BD%91%E7%88%AC%E5%8F%96%E6%8A%80%E8%83%BD%E6%A0%88/https://aidenovak.com/articles/writing/claude-code-%E5%85%A8%E7%BD%91%E7%88%AC%E5%8F%96%E6%8A%80%E8%83%BD%E6%A0%88/Fri, 05 Jun 2026 00:00:00 GMTClaude Code 配上这几个 Skill，基本能爬全网了。https://aidenovak.com/articles/writing/codex-goal%E6%A8%A1%E5%BC%8F%E5%AE%8C%E5%85%A8%E6%8C%87%E5%8D%97/https://aidenovak.com/articles/writing/codex-goal%E6%A8%A1%E5%BC%8F%E5%AE%8C%E5%85%A8%E6%8C%87%E5%8D%97/Fri, 05 Jun 2026 00:00:00 GMTGoals are persistent objectives in Codex that keep a thread working toward a defined outcome across turns.https://aidenovak.com/articles/writing/dbskill%E7%BB%84%E5%90%88%E6%8A%80%E6%89%8B%E5%86%8C20%E7%A7%8D%E6%90%AD%E9%85%8D%E6%96%B9%E5%BC%8F/https://aidenovak.com/articles/writing/dbskill%E7%BB%84%E5%90%88%E6%8A%80%E6%89%8B%E5%86%8C20%E7%A7%8D%E6%90%AD%E9%85%8D%E6%96%B9%E5%BC%8F/Fri, 05 Jun 2026 00:00:00 GMT大多数人用 dbskill 的方式，是遇到什么问题用什么工具。单独用没问题，但真正的威力在组合。 每个 skill 只做一件事，这是设计上的选择。它的副作用是：一个 skill 的输出，往往就是另一个 skill 最好的输入。https://aidenovak.com/articles/writing/sabc%E4%BA%BA%E6%89%8D%E5%88%86%E7%BA%A7%E4%B8%8E%E6%8B%9B%E8%81%98%E6%B3%95%E5%88%99/https://aidenovak.com/articles/writing/sabc%E4%BA%BA%E6%89%8D%E5%88%86%E7%BA%A7%E4%B8%8E%E6%8B%9B%E8%81%98%E6%B3%95%E5%88%99/Fri, 05 Jun 2026 00:00:00 GMT招人不仅是 HR 的事情，主要是业务的事情；招不进来好人才的 leader 不是好 leader。https://aidenovak.com/articles/writing/%E5%8E%86%E5%8F%B2%E6%80%A7%E6%9C%BA%E9%81%87%E4%B8%8E%E4%B8%8D%E6%9C%8D%E8%BE%93/https://aidenovak.com/articles/writing/%E5%8E%86%E5%8F%B2%E6%80%A7%E6%9C%BA%E9%81%87%E4%B8%8E%E4%B8%8D%E6%9C%8D%E8%BE%93/Fri, 05 Jun 2026 00:00:00 GMT有点老套，但现在这个时代存在的机会多得令人难以置信。https://aidenovak.com/articles/writing/%E5%A6%82%E4%BD%95%E5%8D%95%E4%BA%BA%E8%BF%90%E8%90%A54%E4%B8%87%E7%BE%8E%E5%85%83%E6%9C%88%E6%94%B6ai%E4%BB%A3%E7%90%86%E5%95%86/https://aidenovak.com/articles/writing/%E5%A6%82%E4%BD%95%E5%8D%95%E4%BA%BA%E8%BF%90%E8%90%A54%E4%B8%87%E7%BE%8E%E5%85%83%E6%9C%88%E6%94%B6ai%E4%BB%A3%E7%90%86%E5%95%86/Fri, 05 Jun 2026 00:00:00 GMT月收入 : $40,000 MRR，14 个客户 月运营成本 : $750（其中 AI 推理 $350） 利润率 : 90% 团队 : 0 员工，0 承包商https://aidenovak.com/articles/writing/%E6%AF%8F%E5%AE%B6%E5%85%AC%E5%8F%B8%E7%9A%84%E7%AC%AC%E4%B8%80%E4%B8%AAai%E7%AD%96%E7%95%A5%E5%BA%94%E8%AF%A5%E6%98%AF%E6%8A%80%E8%83%BD%E5%BA%93/https://aidenovak.com/articles/writing/%E6%AF%8F%E5%AE%B6%E5%85%AC%E5%8F%B8%E7%9A%84%E7%AC%AC%E4%B8%80%E4%B8%AAai%E7%AD%96%E7%95%A5%E5%BA%94%E8%AF%A5%E6%98%AF%E6%8A%80%E8%83%BD%E5%BA%93/Fri, 05 Jun 2026 00:00:00 GMT观察你最好的员工工作，你会发现他们有模式。https://aidenovak.com/articles/writing/%E7%94%A8codex%E5%BB%BA%E7%AB%8B%E8%A1%8C%E4%B8%9A%E8%AE%A4%E7%9F%A5%E6%93%8D%E4%BD%9C%E7%B3%BB%E7%BB%9F/https://aidenovak.com/articles/writing/%E7%94%A8codex%E5%BB%BA%E7%AB%8B%E8%A1%8C%E4%B8%9A%E8%AE%A4%E7%9F%A5%E6%93%8D%E4%BD%9C%E7%B3%BB%E7%BB%9F/Fri, 05 Jun 2026 00:00:00 GMT不要用 ChatGPT 排版和优化，真难用。 很多人高估了信息的重要性，但低估了结构的重要性。https://aidenovak.com/life/2026-06-05/https://aidenovak.com/life/2026-06-05/Fri, 05 Jun 2026 00:00:00 GMT这就是这个社会的常态， 我们需要能够了解我们的认知边界， 不能够去过于掌控， we should be ourselves 已经试了kimi的新版本，相信会有很多参考codex设计的地方，并且使用体验的确是还不错的 算是国产最强的harness也说不定呢， 那么其实也说明了，这件事情的护城河并没有大家所想象的那么大，即使没有经过大量的验证 可以作为一个...https://aidenovak.com/articles/writing/a16z%E5%85%A8%E7%90%83%E6%88%98%E7%95%A5%E6%89%A9%E5%BC%A0/https://aidenovak.com/articles/writing/a16z%E5%85%A8%E7%90%83%E6%88%98%E7%95%A5%E6%89%A9%E5%BC%A0/Thu, 04 Jun 2026 00:00:00 GMTa16z (Andreessen Horowitz) 宣布一系列全球战略举措，强调技术领导力、盟友关系和持久伙伴关系将定义下一轮全球竞争。https://aidenovak.com/articles/writing/%E4%B8%BA%E4%BB%80%E4%B9%88%E6%88%91%E4%BB%AC%E4%B8%8D%E5%96%9C%E6%AC%A2%E8%A2%AB%E8%BF%87%E5%BA%A6%E6%9C%8D%E5%8A%A1/https://aidenovak.com/articles/writing/%E4%B8%BA%E4%BB%80%E4%B9%88%E6%88%91%E4%BB%AC%E4%B8%8D%E5%96%9C%E6%AC%A2%E8%A2%AB%E8%BF%87%E5%BA%A6%E6%9C%8D%E5%8A%A1/Thu, 04 Jun 2026 00:00:00 GMT为什么我们不喜欢被过度服务？ 来源：微信公众号 作者：蔡垒磊 日期：2026 06 04 原文链接：https://mp.weixin.qq.com/s/dxNg xzUfTv0qpRA2wa5Lg 我早上都有在咖啡馆工作的习惯，不在办公室的原因是，这段时间我的思绪必须保持绝对不能被打扰的状态。 我...https://aidenovak.com/articles/writing/%E6%AC%B2%E6%9C%9B%E7%9A%84harness/https://aidenovak.com/articles/writing/%E6%AC%B2%E6%9C%9B%E7%9A%84harness/Thu, 04 Jun 2026 00:00:00 GMT欲望的 harness 来源：微信公众号 作者：有机碎碎念 日期：2026 06 04 原文链接：https://mp.weixin.qq.com/s/il rpbduYmX83i4IQ9d25A 佛教的研究母题是「苦」，苦是来源于人类动物本性的永不满足。 永不满足自然会带来痛苦，但同时也会带来把事...https://aidenovak.com/articles/writing/%E7%BB%99ai%E6%8A%95%E5%96%82%E7%88%86%E6%AC%BE%E6%96%87%E6%A1%88%E4%BD%9C%E4%B8%BA%E8%AF%AD%E6%96%99%E6%98%AF%E6%9C%80%E5%B7%AE%E7%9A%84%E6%96%B9%E6%B3%95/https://aidenovak.com/articles/writing/%E7%BB%99ai%E6%8A%95%E5%96%82%E7%88%86%E6%AC%BE%E6%96%87%E6%A1%88%E4%BD%9C%E4%B8%BA%E8%AF%AD%E6%96%99%E6%98%AF%E6%9C%80%E5%B7%AE%E7%9A%84%E6%96%B9%E6%B3%95/Thu, 04 Jun 2026 00:00:00 GMT给 AI 投喂爆款文案作为语料，是最差的方法 来源：微信公众号 日期：2026 06 04 原文链接：https://mp.weixin.qq.com/s/qeuheKuBmV xQOMg0vkq5w 让 AI 给我整理了一下，我最近让 AI 给我写短视频开头的时候，我给 AI 提出的负反馈 整理了...https://aidenovak.com/life/2026-06-04/https://aidenovak.com/life/2026-06-04/Thu, 04 Jun 2026 00:00:00 GMTElon就是这样，每次都是一开始很烂的东西，然后他一直出现，厚脸皮地去做事情，然后就拿到第一了 实在是过于的厉害了，这就是很多牛人的思维啊，能够不怕失败，相信失败不会让你终结，能够一直干，一直干，别人越反对，他越会坚持着做，无视着大众的所谓目光，我也想啊，能够做到这样，有这样的思维，还有何事需要去焦虑呢？就做就可以了 对于这种情况的，我还是觉得很神奇，...https://aidenovak.com/articles/picks/world-labs-fei-fei-li-on-creating-large-world-models/https://aidenovak.com/articles/picks/world-labs-fei-fei-li-on-creating-large-world-models/Thu, 04 Jun 2026 00:00:00 GMT李飞飞在 Bloomberg Live 上讲述 World Labs 的核心命题：从 LLM 转向空间智能（Spatial Intelligence），用 Large World Model 让机器真正理解三维物理世界。https://aidenovak.com/articles/writing/a-functional-taxonomy-of-world-models/https://aidenovak.com/articles/writing/a-functional-taxonomy-of-world-models/Wed, 03 Jun 2026 00:00:00 GMTA Functional Taxonomy of World Models 来源：X (@drfeifei) / Substack 作者：Fei Fei Li (World Labs) 日期：2026 06 03 原文链接：https://x.com/drfeifei/status/20622472...https://aidenovak.com/articles/writing/yi-xie-xiao-ju-zi/https://aidenovak.com/articles/writing/yi-xie-xiao-ju-zi/Wed, 06 May 2026 00:00:00 GMT当一个人真正笃定自己会成功时，内心是平静的确定感，而不是狂热。成功是时间早晚会兑现的事实。https://aidenovak.com/articles/writing/poor-charlie-almanack-hammer-nail/https://aidenovak.com/articles/writing/poor-charlie-almanack-hammer-nail/Tue, 05 May 2026 00:00:00 GMT芒格谈多元思维模型；结合 self 提示与 AI 时代「铁锤找钉子」、系统与 Alpha 的一点随想。https://aidenovak.com/articles/writing/welcome/https://aidenovak.com/articles/writing/welcome/Fri, 24 Apr 2026 00:00:00 GMT这里会用更安静、更耐读的方式记录文章、图片、项目笔记和长期想法。