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  <author>
    <name>Liam</name>
  </author>
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  <rights>All rights reserved 2026, Liam</rights>
  <subtitle>AI、产品、数据、旅行与生活观察</subtitle>
  <title>Liam's Notes</title>
  <updated>2026-06-11T18:43:48.795Z</updated>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="Startup" scheme="https://blog.naaln.com/tags/Startup/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="IndieHacking" scheme="https://blog.naaln.com/tags/IndieHacking/"/>
    <id>https://blog.naaln.com/2026/05/find-startup-ideas-in-ai-era/</id>
    <link href="https://blog.naaln.com/2026/05/find-startup-ideas-in-ai-era/"/>
    <published>2026-05-31T06:00:00.000Z</published>
    <summary>当 AI 把执行力的门槛降到几乎为零，真正稀缺的就不再是&quot;能不能做出来&quot;，而是&quot;该不该做&quot;。本文分享了我对 AI 时代寻找创业/Side Project 方向的一些思考，以及用 AI 自动化信号扫描的实践。</summary>
    <title>瓶颈前移：AI 时代怎么找到值得做的事</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="Startup" scheme="https://blog.naaln.com/tags/Startup/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <id>https://blog.naaln.com/2026/05/self-improving-company-with-ai/</id>
    <link href="https://blog.naaln.com/2026/05/self-improving-company-with-ai/"/>
    <published>2026-05-31T05:00:00.000Z</published>
    <summary>两场 YC 分享引发的思考——AI 不是旧公司的新发动机，而是新公司的操作系统。从 Copilot 到 Capability，从开环到闭环，聊聊一家公司怎么在创始人睡觉时变好。</summary>
    <title>别再把 AI 当工具了：YC 说的「自我进化公司」到底是什么</title>
    <updated>2026-06-11T18:43:48.796Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="Startup" scheme="https://blog.naaln.com/tags/Startup/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <category term="AINative" scheme="https://blog.naaln.com/tags/AINative/"/>
    <id>https://blog.naaln.com/2026/05/ai-native-startup-playbook/</id>
    <link href="https://blog.naaln.com/2026/05/ai-native-startup-playbook/"/>
    <published>2026-05-31T03:00:00.000Z</published>
    <summary>Anthropic《AI 原生创业手册》解读——当建造成本趋近于零，验证纪律比执行力更重要。从 Idea 到 Scale，一个人如何用 Agent 造一家公司。</summary>
    <title>2026 年了，一个人就能造一家公司——聊聊 AI 原生创业的新范式</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Tooling" scheme="https://blog.naaln.com/tags/Tooling/"/>
    <category term="Product" scheme="https://blog.naaln.com/tags/Product/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <id>https://blog.naaln.com/2026/05/newsletter-122/</id>
    <link href="https://blog.naaln.com/2026/05/newsletter-122/"/>
    <published>2026-05-31T02:00:00.000Z</published>
    <summary>Motiff关停、妙鸭解散，AI正在吞噬自己催生的工具。但真正有意思的不是谁死了，而是谁在这片废墟上长出了新东西。</summary>
    <title>L122_当工具开始消亡</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="FirstPrinciples" scheme="https://blog.naaln.com/tags/FirstPrinciples/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Investment" scheme="https://blog.naaln.com/tags/Investment/"/>
    <id>https://blog.naaln.com/2026/05/ai-investment-bottleneck-migration/</id>
    <link href="https://blog.naaln.com/2026/05/ai-investment-bottleneck-migration/"/>
    <published>2026-05-31T01:00:00.000Z</published>
    <summary>AI 投资的核心是追踪系统瓶颈的迁移而非追热点。从训练算力不足到 Memory Wall，从 HBM、封装外溢到电力与冷却，再到推理成本与端侧 AI，每个阶段的超额收益都出现在最卡脖子的环节。文章用 AI Factory 框架拆解五阶段迁移逻辑。</summary>
    <title>AI 投资的核心逻辑：追踪系统瓶颈的迁移</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <id>https://blog.naaln.com/2026/05/karpathy-to-anthropic/</id>
    <link href="https://blog.naaln.com/2026/05/karpathy-to-anthropic/"/>
    <published>2026-05-20T12:00:00.000Z</published>
    <summary>Karpathy 跳槽 Anthropic 的传闻，OpenAI 是被偷家了吗？</summary>
    <title>Karpathy 去 Anthropic 了？</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="OpenSource" scheme="https://blog.naaln.com/tags/OpenSource/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Tools" scheme="https://blog.naaln.com/tags/Tools/"/>
    <id>https://blog.naaln.com/2026/05/freellmapi-aggregation/</id>
    <link href="https://blog.naaln.com/2026/05/freellmapi-aggregation/"/>
    <published>2026-05-20T02:00:00.000Z</published>
    <summary>一个把 11 家平台免费额度聚合到 OpenAI 兼容接口的开源项目，适合早期验证和个人工具。</summary>
    <title>免费额度也能聚沙成塔</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="Workflow" scheme="https://blog.naaln.com/tags/Workflow/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="UserExperience" scheme="https://blog.naaln.com/tags/UserExperience/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <id>https://blog.naaln.com/2026/05/newsletter-121/</id>
    <link href="https://blog.naaln.com/2026/05/newsletter-121/"/>
    <published>2026-05-18T02:30:00.000Z</published>
    <summary>Jakob Nielsen 提出意图驱动 UX 新范式，JetBrains Air 开启多 Agent 编排时代，Notion Agent 跳票一年后成转化率最高功能，小红书四年 AI 转型的摇摆与坚持</summary>
    <title>L121_意图驱动时代，我们该相信什么</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Life" scheme="https://blog.naaln.com/tags/Life/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <id>https://blog.naaln.com/2026/05/cheaper-than-ai/</id>
    <link href="https://blog.naaln.com/2026/05/cheaper-than-ai/"/>
    <published>2026-05-16T12:00:00.000Z</published>
    <summary>每天烧掉几千 token 之后，发现我和 AI 唯一的区别是——我比它便宜。</summary>
    <title>我比 AI 便宜</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="BusinessModel" scheme="https://blog.naaln.com/tags/BusinessModel/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <id>https://blog.naaln.com/2026/05/agent-new-species-economic-system/</id>
    <link href="https://blog.naaln.com/2026/05/agent-new-species-economic-system/"/>
    <published>2026-05-14T02:00:00.000Z</published>
    <summary>Agent 不是新功能而是新物种：它同时成为经济系统的生产者与消费者。文章拆解 DAU 失效、per-outcome 定价、软件从 GUI 返祖 CLI 的趋势，提出 Agent = Model + Harness 框架，押注 Runtime 基础设施、Vertical Harness 和 Agent 身份支付三个方向。</summary>
    <title>Agent 时代启示录：当 Agent 作为新物种加入经济系统</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Future" scheme="https://blog.naaln.com/tags/Future/"/>
    <id>https://blog.naaln.com/2026/05/useless-class/</id>
    <link href="https://blog.naaln.com/2026/05/useless-class/"/>
    <published>2026-05-11T12:00:00.000Z</published>
    <summary>哈拉瑞在《未来简史》里的预言，放到今天看越来越不像预言了。</summary>
    <title>无用阶层</title>
    <updated>2026-06-11T18:43:48.796Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Learning" scheme="https://blog.naaln.com/tags/Learning/"/>
    <category term="DecisionMaking" scheme="https://blog.naaln.com/tags/DecisionMaking/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/05/newsletter-120/</id>
    <link href="https://blog.naaln.com/2026/05/newsletter-120/"/>
    <published>2026-05-08T12:58:37.000Z</published>
    <summary>Claude Code之父宣布编程已被AI彻底解决，Hermes多Agent组建跨境电商团队，AI时代教育该鸡什么方向</summary>
    <title>L120_编程已死，判断力当立</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="Workflow" scheme="https://blog.naaln.com/tags/Workflow/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/05/newsletter-119/</id>
    <link href="https://blog.naaln.com/2026/05/newsletter-119/"/>
    <published>2026-05-06T02:00:00.000Z</published>
    <summary>Notion 用软件工厂模式重构了 AI 智能体开发范式，而模型在长上下文中主动选择偷懒的发现，让 Harness Engineering 的缰绳理论面临尴尬。AI 硬件出海、Claude Design 冲击 Figma、以及速溶咖啡的百年发明史——这期的主题是：当工具越来越聪明，我们该学会什么时候收手。</summary>
    <title>L119_缰绳与偷懒的模型</title>
    <updated>2026-06-11T18:43:48.795Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <id>https://blog.naaln.com/2026/04/newsletter-118/</id>
    <link href="https://blog.naaln.com/2026/04/newsletter-118/"/>
    <published>2026-04-25T02:00:00.000Z</published>
    <summary>库克将在 9 月卸任苹果 CEO，接棒的是在实验室待了 25 年的硬件工程师特努斯。GEO 正在替代 SEO，当 AI 能写五万字小说却被七猫两天拒稿时，真正不可替代的东西开始浮出水面。</summary>
    <title>L118_出去走一走</title>
    <updated>2026-06-11T18:43:48.794Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="KnowledgeManagement" scheme="https://blog.naaln.com/tags/KnowledgeManagement/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/04/newsletter-117/</id>
    <link href="https://blog.naaln.com/2026/04/newsletter-117/"/>
    <published>2026-04-18T04:00:00.000Z</published>
    <summary>Karpathy 提出了 LLM Wiki，让 AI 像维护代码库一样持续编写知识。从蒸馏隐性知识的两百年困境到 20 人团队估值 200 亿，AI 能力正在外溢，所有边界都在重新划定。</summary>
    <title>L117_当能力开始外溢</title>
    <updated>2026-06-11T18:43:48.794Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Writing" scheme="https://blog.naaln.com/tags/Writing/"/>
    <category term="Learning" scheme="https://blog.naaln.com/tags/Learning/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <id>https://blog.naaln.com/2026/04/meaning-grows-in-action/</id>
    <link href="https://blog.naaln.com/2026/04/meaning-grows-in-action/"/>
    <published>2026-04-14T13:00:00.000Z</published>
    <summary>写完「为什么我总觉得自己没有梦想」之后，我继续往下想，发现真正困住我的未必是没有方向，而是总想先确认意义再行动。借王阳明心学重新理解内耗、反馈与行动：意义不是起点，而是行动和反馈的副产品。</summary>
    <title>意义不是想清楚才有，而是做着做着长出来的</title>
    <updated>2026-06-11T18:43:48.794Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Writing" scheme="https://blog.naaln.com/tags/Writing/"/>
    <category term="LongTermism" scheme="https://blog.naaln.com/tags/LongTermism/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <id>https://blog.naaln.com/2026/04/talk-about-dream-and-feedback/</id>
    <link href="https://blog.naaln.com/2026/04/talk-about-dream-and-feedback/"/>
    <published>2026-04-13T13:00:00.000Z</published>
    <summary>看了一个把兴趣做成事业的人之后，我开始重新理解自己的焦虑。也许问题并不在于没有梦想，而在于做了很多事，却始终没有形成稳定的反馈和积累。</summary>
    <title>为什么我总觉得自己没有梦想</title>
    <updated>2026-06-11T18:43:48.794Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="KnowledgeManagement" scheme="https://blog.naaln.com/tags/KnowledgeManagement/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/04/newsletter-116/</id>
    <link href="https://blog.naaln.com/2026/04/newsletter-116/"/>
    <published>2026-04-11T03:48:15.000Z</published>
    <summary>Block 想把公司本身做成一种 intelligence，而不是给每个人配一个 Copilot。当 AI 把执行变成水电煤，护城河回流到审美、判断和现实世界的交付能力。换电机不等于重新设计工厂。</summary>
    <title>L116_当智能变成基础设施</title>
    <updated>2026-06-11T18:43:48.794Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="Strategy" scheme="https://blog.naaln.com/tags/Strategy/"/>
    <category term="DecisionMaking" scheme="https://blog.naaln.com/tags/DecisionMaking/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/04/newsletter-115/</id>
    <link href="https://blog.naaln.com/2026/04/newsletter-115/"/>
    <published>2026-04-04T12:52:31.000Z</published>
    <summary>AI 编程正在从执行变成指挥，审美成为最后的护城河。从电力革命的 40 年时滞看 AI，换电机不等于重新设计工厂，个体生产力翻倍不等于组织价值翻倍。</summary>
    <title>L115_从电力革命到Agent时代：我们该重新设计工厂了</title>
    <updated>2026-06-11T18:43:48.794Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="Workflow" scheme="https://blog.naaln.com/tags/Workflow/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="Product" scheme="https://blog.naaln.com/tags/Product/"/>
    <category term="UserExperience" scheme="https://blog.naaln.com/tags/UserExperience/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <id>https://blog.naaln.com/2026/03/newsletter-114/</id>
    <link href="https://blog.naaln.com/2026/03/newsletter-114/"/>
    <published>2026-03-29T04:30:00.000Z</published>
    <summary>OPPO 折叠屏和戴森吸尘器把证明过程变成了产品体验本身。AI 编程的心流正在改变，写 Skill 成了结构化思维的训练。让人看见比告诉对方更有效。</summary>
    <title>L114_设计细节与AI工具</title>
    <updated>2026-06-11T18:43:48.794Z</updated>
  </entry>
</feed>
